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Structure naming change

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This commit is contained in:
Alexander Nozik 2021-03-16 20:56:20 +03:00
parent 7c0d805018
commit 05f742452d
84 changed files with 1060 additions and 1010 deletions
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2
.github/workflows/publish.yml vendored
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@ -12,7 +12,7 @@ jobs:
name: publish name: publish
strategy: strategy:
matrix: matrix:
os: [macOS-latest, windows-latest] os: [ macOS-latest, windows-latest ]
runs-on: ${{matrix.os}} runs-on: ${{matrix.os}}
steps: steps:
- name: Checkout the repo - name: Checkout the repo

2
CHANGELOG.md
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@ -4,12 +4,14 @@
### Added ### Added
- ScaleOperations interface - ScaleOperations interface
- Field extends ScaleOperations - Field extends ScaleOperations
- Basic integration API
### Changed ### Changed
- Exponential operations merged with hyperbolic functions - Exponential operations merged with hyperbolic functions
- Space is replaced by Group. Space is reserved for vector spaces. - Space is replaced by Group. Space is reserved for vector spaces.
- VectorSpace is now a vector space - VectorSpace is now a vector space
- Buffer factories for primitives moved to MutableBuffer.Companion - Buffer factories for primitives moved to MutableBuffer.Companion
- NDStructure and NDAlgebra to StructureND and AlgebraND respectively
### Deprecated ### Deprecated

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2
examples/build.gradle.kts
View File

@ -113,6 +113,6 @@ tasks.withType<KotlinCompile> {
kotlinOptions.jvmTarget = "11" kotlinOptions.jvmTarget = "11"
} }
readme{ readme {
maturity = ru.mipt.npm.gradle.Maturity.EXPERIMENTAL maturity = ru.mipt.npm.gradle.Maturity.EXPERIMENTAL
} }

12
examples/src/benchmarks/kotlin/space/kscience/kmath/benchmarks/NDFieldBenchmark.kt
View File

@ -13,7 +13,7 @@ internal class NDFieldBenchmark {
@Benchmark @Benchmark
fun autoFieldAdd(blackhole: Blackhole) { fun autoFieldAdd(blackhole: Blackhole) {
with(autoField) { with(autoField) {
var res: NDStructure<Double> = one var res: StructureND<Double> = one
repeat(n) { res += one } repeat(n) { res += one }
blackhole.consume(res) blackhole.consume(res)
} }
@ -22,7 +22,7 @@ internal class NDFieldBenchmark {
@Benchmark @Benchmark
fun specializedFieldAdd(blackhole: Blackhole) { fun specializedFieldAdd(blackhole: Blackhole) {
with(specializedField) { with(specializedField) {
var res: NDStructure<Double> = one var res: StructureND<Double> = one
repeat(n) { res += 1.0 } repeat(n) { res += 1.0 }
blackhole.consume(res) blackhole.consume(res)
} }
@ -32,7 +32,7 @@ internal class NDFieldBenchmark {
@Benchmark @Benchmark
fun boxingFieldAdd(blackhole: Blackhole) { fun boxingFieldAdd(blackhole: Blackhole) {
with(genericField) { with(genericField) {
var res: NDStructure<Double> = one var res: StructureND<Double> = one
repeat(n) { res += 1.0 } repeat(n) { res += 1.0 }
blackhole.consume(res) blackhole.consume(res)
} }
@ -41,8 +41,8 @@ internal class NDFieldBenchmark {
private companion object { private companion object {
private const val dim = 1000 private const val dim = 1000
private const val n = 100 private const val n = 100
private val autoField = NDAlgebra.auto(RealField, dim, dim) private val autoField = AlgebraND.auto(RealField, dim, dim)
private val specializedField = NDAlgebra.real(dim, dim) private val specializedField = AlgebraND.real(dim, dim)
private val genericField = NDAlgebra.field(RealField, Buffer.Companion::boxing, dim, dim) private val genericField = AlgebraND.field(RealField, Buffer.Companion::boxing, dim, dim)
} }
} }

12
examples/src/benchmarks/kotlin/space/kscience/kmath/benchmarks/ViktorBenchmark.kt
View File

@ -5,8 +5,8 @@ import kotlinx.benchmark.Blackhole
import kotlinx.benchmark.Scope import kotlinx.benchmark.Scope
import kotlinx.benchmark.State import kotlinx.benchmark.State
import org.jetbrains.bio.viktor.F64Array import org.jetbrains.bio.viktor.F64Array
import space.kscience.kmath.nd.NDAlgebra import space.kscience.kmath.nd.AlgebraND
import space.kscience.kmath.nd.NDStructure import space.kscience.kmath.nd.StructureND
import space.kscience.kmath.nd.auto import space.kscience.kmath.nd.auto
import space.kscience.kmath.nd.real import space.kscience.kmath.nd.real
import space.kscience.kmath.operations.RealField import space.kscience.kmath.operations.RealField
@ -17,7 +17,7 @@ internal class ViktorBenchmark {
@Benchmark @Benchmark
fun automaticFieldAddition(blackhole: Blackhole) { fun automaticFieldAddition(blackhole: Blackhole) {
with(autoField) { with(autoField) {
var res: NDStructure<Double> = one var res: StructureND<Double> = one
repeat(n) { res += 1.0 } repeat(n) { res += 1.0 }
blackhole.consume(res) blackhole.consume(res)
} }
@ -26,7 +26,7 @@ internal class ViktorBenchmark {
@Benchmark @Benchmark
fun realFieldAddition(blackhole: Blackhole) { fun realFieldAddition(blackhole: Blackhole) {
with(realField) { with(realField) {
var res: NDStructure<Double> = one var res: StructureND<Double> = one
repeat(n) { res += 1.0 } repeat(n) { res += 1.0 }
blackhole.consume(res) blackhole.consume(res)
} }
@ -54,8 +54,8 @@ internal class ViktorBenchmark {
private const val n = 100 private const val n = 100
// automatically build context most suited for given type. // automatically build context most suited for given type.
private val autoField = NDAlgebra.auto(RealField, dim, dim) private val autoField = AlgebraND.auto(RealField, dim, dim)
private val realField = NDAlgebra.real(dim, dim) private val realField = AlgebraND.real(dim, dim)
private val viktorField = ViktorNDField(dim, dim) private val viktorField = ViktorNDField(dim, dim)
} }
} }

10
examples/src/benchmarks/kotlin/space/kscience/kmath/benchmarks/ViktorLogBenchmark.kt
View File

@ -5,11 +5,11 @@ import kotlinx.benchmark.Blackhole
import kotlinx.benchmark.Scope import kotlinx.benchmark.Scope
import kotlinx.benchmark.State import kotlinx.benchmark.State
import org.jetbrains.bio.viktor.F64Array import org.jetbrains.bio.viktor.F64Array
import space.kscience.kmath.nd.NDAlgebra import space.kscience.kmath.nd.AlgebraND
import space.kscience.kmath.nd.auto import space.kscience.kmath.nd.auto
import space.kscience.kmath.nd.real import space.kscience.kmath.nd.real
import space.kscience.kmath.operations.RealField import space.kscience.kmath.operations.RealField
import space.kscience.kmath.viktor.ViktorNDField import space.kscience.kmath.viktor.ViktorFieldND
@State(Scope.Benchmark) @State(Scope.Benchmark)
internal class ViktorLogBenchmark { internal class ViktorLogBenchmark {
@ -46,8 +46,8 @@ internal class ViktorLogBenchmark {
private const val n = 100 private const val n = 100
// automatically build context most suited for given type. // automatically build context most suited for given type.
private val autoField = NDAlgebra.auto(RealField, dim, dim) private val autoField = AlgebraND.auto(RealField, dim, dim)
private val realNdField = NDAlgebra.real(dim, dim) private val realNdField = AlgebraND.real(dim, dim)
private val viktorField = ViktorNDField(intArrayOf(dim, dim)) private val viktorField = ViktorFieldND(intArrayOf(dim, dim))
} }
} }

4
examples/src/main/kotlin/space/kscience/kmath/commons/fit/fitWithAutoDiff.kt
View File

@ -90,10 +90,10 @@ fun main() {
} }
} }
br() br()
h3{ h3 {
+"Fit result: $result" +"Fit result: $result"
} }
h3{ h3 {
+"Chi2/dof = ${result.value / (x.size - 3)}" +"Chi2/dof = ${result.value / (x.size - 3)}"
} }
} }

6
examples/src/main/kotlin/space/kscience/kmath/operations/ComplexDemo.kt
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@ -2,17 +2,17 @@ package space.kscience.kmath.operations
import space.kscience.kmath.complex.Complex import space.kscience.kmath.complex.Complex
import space.kscience.kmath.complex.complex import space.kscience.kmath.complex.complex
import space.kscience.kmath.nd.NDAlgebra import space.kscience.kmath.nd.AlgebraND
fun main() { fun main() {
// 2d element // 2d element
val element = NDAlgebra.complex(2, 2).produce { (i, j) -> val element = AlgebraND.complex(2, 2).produce { (i, j) ->
Complex(i.toDouble() - j.toDouble(), i.toDouble() + j.toDouble()) Complex(i.toDouble() - j.toDouble(), i.toDouble() + j.toDouble())
} }
println(element) println(element)
// 1d element operation // 1d element operation
val result = with(NDAlgebra.complex(8)) { val result = with(AlgebraND.complex(8)) {
val a = produce { (it) -> i * it - it.toDouble() } val a = produce { (it) -> i * it - it.toDouble() }
val b = 3 val b = 3
val c = Complex(1.0, 1.0) val c = Complex(1.0, 1.0)

12
examples/src/main/kotlin/space/kscience/kmath/structures/ComplexND.kt
View File

@ -4,8 +4,8 @@ package space.kscience.kmath.structures
import space.kscience.kmath.complex.* import space.kscience.kmath.complex.*
import space.kscience.kmath.linear.transpose import space.kscience.kmath.linear.transpose
import space.kscience.kmath.nd.NDAlgebra import space.kscience.kmath.nd.AlgebraND
import space.kscience.kmath.nd.NDStructure import space.kscience.kmath.nd.StructureND
import space.kscience.kmath.nd.as2D import space.kscience.kmath.nd.as2D
import space.kscience.kmath.nd.real import space.kscience.kmath.nd.real
import space.kscience.kmath.operations.invoke import space.kscience.kmath.operations.invoke
@ -15,12 +15,12 @@ fun main() {
val dim = 1000 val dim = 1000
val n = 1000 val n = 1000
val realField = NDAlgebra.real(dim, dim) val realField = AlgebraND.real(dim, dim)
val complexField: ComplexNDField = NDAlgebra.complex(dim, dim) val complexField: ComplexFieldND = AlgebraND.complex(dim, dim)
val realTime = measureTimeMillis { val realTime = measureTimeMillis {
realField { realField {
var res: NDStructure<Double> = one var res: StructureND<Double> = one
repeat(n) { repeat(n) {
res += 1.0 res += 1.0
} }
@ -31,7 +31,7 @@ fun main() {
val complexTime = measureTimeMillis { val complexTime = measureTimeMillis {
complexField { complexField {
var res: NDStructure<Complex> = one var res: StructureND<Complex> = one
repeat(n) { repeat(n) {
res += 1.0 res += 1.0
} }

22
examples/src/main/kotlin/space/kscience/kmath/structures/NDField.kt
View File

@ -24,56 +24,56 @@ fun main() {
val n = 1000 val n = 1000
// automatically build context most suited for given type. // automatically build context most suited for given type.
val autoField = NDAlgebra.auto(RealField, dim, dim) val autoField = AlgebraND.auto(RealField, dim, dim)
// specialized nd-field for Double. It works as generic Double field as well // specialized nd-field for Double. It works as generic Double field as well
val realField = NDAlgebra.real(dim, dim) val realField = AlgebraND.real(dim, dim)
//A generic boxing field. It should be used for objects, not primitives. //A generic boxing field. It should be used for objects, not primitives.
val boxingField = NDAlgebra.field(RealField, Buffer.Companion::boxing, dim, dim) val boxingField = AlgebraND.field(RealField, Buffer.Companion::boxing, dim, dim)
// Nd4j specialized field. // Nd4j specialized field.
val nd4jField = Nd4jArrayField.real(dim, dim) val nd4jField = Nd4jArrayField.real(dim, dim)
//viktor field //viktor field
val viktorField = ViktorNDField(dim,dim) val viktorField = ViktorNDField(dim, dim)
//parallel processing based on Java Streams //parallel processing based on Java Streams
val parallelField = NDAlgebra.realWithStream(dim,dim) val parallelField = AlgebraND.realWithStream(dim, dim)
measureAndPrint("Boxing addition") { measureAndPrint("Boxing addition") {
boxingField { boxingField {
var res: NDStructure<Double> = one var res: StructureND<Double> = one
repeat(n) { res += 1.0 } repeat(n) { res += 1.0 }
} }
} }
measureAndPrint("Specialized addition") { measureAndPrint("Specialized addition") {
realField { realField {
var res: NDStructure<Double> = one var res: StructureND<Double> = one
repeat(n) { res += 1.0 } repeat(n) { res += 1.0 }
} }
} }
measureAndPrint("Nd4j specialized addition") { measureAndPrint("Nd4j specialized addition") {
nd4jField { nd4jField {
var res: NDStructure<Double> = one var res: StructureND<Double> = one
repeat(n) { res += 1.0 } repeat(n) { res += 1.0 }
} }
} }
measureAndPrint("Viktor addition") { measureAndPrint("Viktor addition") {
viktorField { viktorField {
var res: NDStructure<Double> = one var res: StructureND<Double> = one
repeat(n) { res += 1.0 } repeat(n) { res += 1.0 }
} }
} }
measureAndPrint("Parallel stream addition") { measureAndPrint("Parallel stream addition") {
parallelField { parallelField {
var res: NDStructure<Double> = one var res: StructureND<Double> = one
repeat(n) { res += 1.0 } repeat(n) { res += 1.0 }
} }
} }
measureAndPrint("Automatic field addition") { measureAndPrint("Automatic field addition") {
autoField { autoField {
var res: NDStructure<Double> = one var res: StructureND<Double> = one
repeat(n) { res += 1.0 } repeat(n) { res += 1.0 }
} }
} }

60
examples/src/main/kotlin/space/kscience/kmath/structures/ParallelRealNDField.kt
View File

@ -12,11 +12,11 @@ import java.util.stream.IntStream
* A demonstration implementation of NDField over Real using Java [DoubleStream] for parallel execution * A demonstration implementation of NDField over Real using Java [DoubleStream] for parallel execution
*/ */
@OptIn(UnstableKMathAPI::class) @OptIn(UnstableKMathAPI::class)
class StreamRealNDField( class StreamRealFieldND(
override val shape: IntArray, override val shape: IntArray,
) : NDField<Double, RealField>, ) : FieldND<Double, RealField>,
NumbersAddOperations<NDStructure<Double>>, NumbersAddOperations<StructureND<Double>>,
ExtendedField<NDStructure<Double>> { ExtendedField<StructureND<Double>> {
private val strides = DefaultStrides(shape) private val strides = DefaultStrides(shape)
override val elementContext: RealField get() = RealField override val elementContext: RealField get() = RealField
@ -28,13 +28,13 @@ class StreamRealNDField(
return produce { d } return produce { d }
} }
private val NDStructure<Double>.buffer: RealBuffer private val StructureND<Double>.buffer: RealBuffer
get() = when { get() = when {
!shape.contentEquals(this@StreamRealNDField.shape) -> throw ShapeMismatchException( !shape.contentEquals(this@StreamRealFieldND.shape) -> throw ShapeMismatchException(
this@StreamRealNDField.shape, this@StreamRealFieldND.shape,
shape shape
) )
this is NDBuffer && this.strides == this@StreamRealNDField.strides -> this.buffer as RealBuffer this is NDBuffer && this.strides == this@StreamRealFieldND.strides -> this.buffer as RealBuffer
else -> RealBuffer(strides.linearSize) { offset -> get(strides.index(offset)) } else -> RealBuffer(strides.linearSize) { offset -> get(strides.index(offset)) }
} }
@ -48,14 +48,14 @@ class StreamRealNDField(
return NDBuffer(strides, array.asBuffer()) return NDBuffer(strides, array.asBuffer())
} }
override fun NDStructure<Double>.map( override fun StructureND<Double>.map(
transform: RealField.(Double) -> Double, transform: RealField.(Double) -> Double,
): NDBuffer<Double> { ): NDBuffer<Double> {
val array = Arrays.stream(buffer.array).parallel().map { RealField.transform(it) }.toArray() val array = Arrays.stream(buffer.array).parallel().map { RealField.transform(it) }.toArray()
return NDBuffer(strides, array.asBuffer()) return NDBuffer(strides, array.asBuffer())
} }
override fun NDStructure<Double>.mapIndexed( override fun StructureND<Double>.mapIndexed(
transform: RealField.(index: IntArray, Double) -> Double, transform: RealField.(index: IntArray, Double) -> Double,
): NDBuffer<Double> { ): NDBuffer<Double> {
val array = IntStream.range(0, strides.linearSize).parallel().mapToDouble { offset -> val array = IntStream.range(0, strides.linearSize).parallel().mapToDouble { offset ->
@ -69,8 +69,8 @@ class StreamRealNDField(
} }
override fun combine( override fun combine(
a: NDStructure<Double>, a: StructureND<Double>,
b: NDStructure<Double>, b: StructureND<Double>,
transform: RealField.(Double, Double) -> Double, transform: RealField.(Double, Double) -> Double,
): NDBuffer<Double> { ): NDBuffer<Double> {
val array = IntStream.range(0, strides.linearSize).parallel().mapToDouble { offset -> val array = IntStream.range(0, strides.linearSize).parallel().mapToDouble { offset ->
@ -79,29 +79,29 @@ class StreamRealNDField(
return NDBuffer(strides, array.asBuffer()) return NDBuffer(strides, array.asBuffer())
} }
override fun NDStructure<Double>.unaryMinus(): NDStructure<Double> = map { -it } override fun StructureND<Double>.unaryMinus(): StructureND<Double> = map { -it }
override fun scale(a: NDStructure<Double>, value: Double): NDStructure<Double> = a.map { it * value } override fun scale(a: StructureND<Double>, value: Double): StructureND<Double> = a.map { it * value }
override fun power(arg: NDStructure<Double>, pow: Number): NDBuffer<Double> = arg.map { power(it, pow) } override fun power(arg: StructureND<Double>, pow: Number): NDBuffer<Double> = arg.map { power(it, pow) }
override fun exp(arg: NDStructure<Double>): NDBuffer<Double> = arg.map { exp(it) } override fun exp(arg: StructureND<Double>): NDBuffer<Double> = arg.map { exp(it) }
override fun ln(arg: NDStructure<Double>): NDBuffer<Double> = arg.map { ln(it) } override fun ln(arg: StructureND<Double>): NDBuffer<Double> = arg.map { ln(it) }
override fun sin(arg: NDStructure<Double>): NDBuffer<Double> = arg.map { sin(it) } override fun sin(arg: StructureND<Double>): NDBuffer<Double> = arg.map { sin(it) }
override fun cos(arg: NDStructure<Double>): NDBuffer<Double> = arg.map { cos(it) } override fun cos(arg: StructureND<Double>): NDBuffer<Double> = arg.map { cos(it) }
override fun tan(arg: NDStructure<Double>): NDBuffer<Double> = arg.map { tan(it) } override fun tan(arg: StructureND<Double>): NDBuffer<Double> = arg.map { tan(it) }
override fun asin(arg: NDStructure<Double>): NDBuffer<Double> = arg.map { asin(it) } override fun asin(arg: StructureND<Double>): NDBuffer<Double> = arg.map { asin(it) }
override fun acos(arg: NDStructure<Double>): NDBuffer<Double> = arg.map { acos(it) } override fun acos(arg: StructureND<Double>): NDBuffer<Double> = arg.map { acos(it) }
override fun atan(arg: NDStructure<Double>): NDBuffer<Double> = arg.map { atan(it) } override fun atan(arg: StructureND<Double>): NDBuffer<Double> = arg.map { atan(it) }
override fun sinh(arg: NDStructure<Double>): NDBuffer<Double> = arg.map { sinh(it) } override fun sinh(arg: StructureND<Double>): NDBuffer<Double> = arg.map { sinh(it) }
override fun cosh(arg: NDStructure<Double>): NDBuffer<Double> = arg.map { cosh(it) } override fun cosh(arg: StructureND<Double>): NDBuffer<Double> = arg.map { cosh(it) }
override fun tanh(arg: NDStructure<Double>): NDBuffer<Double> = arg.map { tanh(it) } override fun tanh(arg: StructureND<Double>): NDBuffer<Double> = arg.map { tanh(it) }
override fun asinh(arg: NDStructure<Double>): NDBuffer<Double> = arg.map { asinh(it) } override fun asinh(arg: StructureND<Double>): NDBuffer<Double> = arg.map { asinh(it) }
override fun acosh(arg: NDStructure<Double>): NDBuffer<Double> = arg.map { acosh(it) } override fun acosh(arg: StructureND<Double>): NDBuffer<Double> = arg.map { acosh(it) }
override fun atanh(arg: NDStructure<Double>): NDBuffer<Double> = arg.map { atanh(it) } override fun atanh(arg: StructureND<Double>): NDBuffer<Double> = arg.map { atanh(it) }
} }
fun NDAlgebra.Companion.realWithStream(vararg shape: Int): StreamRealNDField = StreamRealNDField(shape) fun AlgebraND.Companion.realWithStream(vararg shape: Int): StreamRealFieldND = StreamRealFieldND(shape)

4
examples/src/main/kotlin/space/kscience/kmath/structures/StructureWriteBenchmark.kt
View File

@ -1,13 +1,13 @@
package space.kscience.kmath.structures package space.kscience.kmath.structures
import space.kscience.kmath.nd.NDStructure import space.kscience.kmath.nd.StructureND
import space.kscience.kmath.nd.mapToBuffer import space.kscience.kmath.nd.mapToBuffer
import kotlin.system.measureTimeMillis import kotlin.system.measureTimeMillis
@Suppress("UNUSED_VARIABLE") @Suppress("UNUSED_VARIABLE")
fun main() { fun main() {
val n = 6000 val n = 6000
val structure = NDStructure.buffered(intArrayOf(n, n), Buffer.Companion::auto) { 1.0 } val structure = StructureND.buffered(intArrayOf(n, n), Buffer.Companion::auto) { 1.0 }
structure.mapToBuffer { it + 1 } // warm-up structure.mapToBuffer { it + 1 } // warm-up
val time1 = measureTimeMillis { val res = structure.mapToBuffer { it + 1 } } val time1 = measureTimeMillis { val res = structure.mapToBuffer { it + 1 } }
println("Structure mapping finished in $time1 millis") println("Structure mapping finished in $time1 millis")

2
kmath-ast/src/commonMain/kotlin/space/kscience/kmath/ast/MstAlgebra.kt
View File

@ -50,7 +50,7 @@ public object MstGroup : Group<MST>, NumericAlgebra<MST>, ScaleOperations<MST> {
*/ */
@OptIn(UnstableKMathAPI::class) @OptIn(UnstableKMathAPI::class)
public object MstRing : Ring<MST>, NumbersAddOperations<MST>, ScaleOperations<MST> { public object MstRing : Ring<MST>, NumbersAddOperations<MST>, ScaleOperations<MST> {
public override val zero: MST.Numeric get() = MstGroup.zero public override val zero: MST.Numeric get() = MstGroup.zero
public override val one: MST.Numeric = number(1.0) public override val one: MST.Numeric = number(1.0)
public override fun number(value: Number): MST.Numeric = MstGroup.number(value) public override fun number(value: Number): MST.Numeric = MstGroup.number(value)

4
kmath-ast/src/jsTest/kotlin/space/kscience/kmath/estree/TestESTreeOperationsSupport.kt
View File

@ -32,7 +32,9 @@ internal class TestESTreeOperationsSupport {
@Test @Test
fun testMultipleCalls() { fun testMultipleCalls() {
val e = RealField.mstInExtendedField { sin(bindSymbol("x")).pow(4) - 6 * bindSymbol("x") / tanh(bindSymbol("x")) }.compile() val e =
RealField.mstInExtendedField { sin(bindSymbol("x")).pow(4) - 6 * bindSymbol("x") / tanh(bindSymbol("x")) }
.compile()
val r = Random(0) val r = Random(0)
var s = 0.0 var s = 0.0
repeat(1000000) { s += e("x" to r.nextDouble()) } repeat(1000000) { s += e("x" to r.nextDouble()) }

2
kmath-ast/src/jvmMain/kotlin/space/kscience/kmath/asm/internal/codegenUtils.kt
View File

@ -86,7 +86,7 @@ internal inline fun ClassWriter.visitField(
descriptor: String, descriptor: String,
signature: String?, signature: String?,
value: Any?, value: Any?,
block: FieldVisitor.() -> Unit block: FieldVisitor.() -> Unit,
): FieldVisitor { ): FieldVisitor {
contract { callsInPlace(block, InvocationKind.EXACTLY_ONCE) } contract { callsInPlace(block, InvocationKind.EXACTLY_ONCE) }
return visitField(access, name, descriptor, signature, value).apply(block) return visitField(access, name, descriptor, signature, value).apply(block)

4
kmath-ast/src/jvmTest/kotlin/space/kscience/kmath/asm/TestAsmOperationsSupport.kt
View File

@ -32,7 +32,9 @@ internal class TestAsmOperationsSupport {
@Test @Test
fun testMultipleCalls() { fun testMultipleCalls() {
val e = RealField.mstInExtendedField { sin(bindSymbol("x")).pow(4) - 6 * bindSymbol("x") / tanh(bindSymbol("x")) }.compile() val e =
RealField.mstInExtendedField { sin(bindSymbol("x")).pow(4) - 6 * bindSymbol("x") / tanh(bindSymbol("x")) }
.compile()
val r = Random(0) val r = Random(0)
var s = 0.0 var s = 0.0
repeat(1000000) { s += e("x" to r.nextDouble()) } repeat(1000000) { s += e("x" to r.nextDouble()) }

2
kmath-commons/build.gradle.kts
View File

@ -12,6 +12,6 @@ dependencies {
api("org.apache.commons:commons-math3:3.6.1") api("org.apache.commons:commons-math3:3.6.1")
} }
readme{ readme {
maturity = ru.mipt.npm.gradle.Maturity.EXPERIMENTAL maturity = ru.mipt.npm.gradle.Maturity.EXPERIMENTAL
} }

8
kmath-commons/src/main/kotlin/space/kscience/kmath/commons/integration/CMIntegrator.kt
View File

@ -80,13 +80,13 @@ public class CMIntegrator(
@UnstableKMathAPI @UnstableKMathAPI
public var MutableList<IntegrandFeature>.targetAbsoluteAccuracy: Double? public var MutableList<IntegrandFeature>.targetAbsoluteAccuracy: Double?
get() = filterIsInstance<CMIntegrator.TargetAbsoluteAccuracy>().lastOrNull()?.value get() = filterIsInstance<CMIntegrator.TargetAbsoluteAccuracy>().lastOrNull()?.value
set(value){ set(value) {
value?.let { add(CMIntegrator.TargetAbsoluteAccuracy(value))} value?.let { add(CMIntegrator.TargetAbsoluteAccuracy(value)) }
} }
@UnstableKMathAPI @UnstableKMathAPI
public var MutableList<IntegrandFeature>.targetRelativeAccuracy: Double? public var MutableList<IntegrandFeature>.targetRelativeAccuracy: Double?
get() = filterIsInstance<CMIntegrator.TargetRelativeAccuracy>().lastOrNull()?.value get() = filterIsInstance<CMIntegrator.TargetRelativeAccuracy>().lastOrNull()?.value
set(value){ set(value) {
value?.let { add(CMIntegrator.TargetRelativeAccuracy(value))} value?.let { add(CMIntegrator.TargetRelativeAccuracy(value)) }
} }

6
kmath-commons/src/main/kotlin/space/kscience/kmath/commons/linear/CMMatrix.kt
View File

@ -3,7 +3,7 @@ package space.kscience.kmath.commons.linear
import org.apache.commons.math3.linear.* import org.apache.commons.math3.linear.*
import space.kscience.kmath.linear.* import space.kscience.kmath.linear.*
import space.kscience.kmath.misc.UnstableKMathAPI import space.kscience.kmath.misc.UnstableKMathAPI
import space.kscience.kmath.nd.NDStructure import space.kscience.kmath.nd.StructureND
import space.kscience.kmath.operations.RealField import space.kscience.kmath.operations.RealField
import space.kscience.kmath.structures.RealBuffer import space.kscience.kmath.structures.RealBuffer
import kotlin.reflect.KClass import kotlin.reflect.KClass
@ -17,8 +17,8 @@ public class CMMatrix(public val origin: RealMatrix) : Matrix<Double> {
override fun equals(other: Any?): Boolean { override fun equals(other: Any?): Boolean {
if (this === other) return true if (this === other) return true
if (other !is NDStructure<*>) return false if (other !is StructureND<*>) return false
return NDStructure.contentEquals(this, other) return StructureND.contentEquals(this, other)
} }
override fun hashCode(): Int = origin.hashCode() override fun hashCode(): Int = origin.hashCode()

8
kmath-commons/src/main/kotlin/space/kscience/kmath/commons/linear/CMSolver.kt
View File

@ -14,7 +14,7 @@ public enum class CMDecomposition {
public fun CMLinearSpace.solver( public fun CMLinearSpace.solver(
a: Matrix<Double>, a: Matrix<Double>,
decomposition: CMDecomposition = CMDecomposition.LUP decomposition: CMDecomposition = CMDecomposition.LUP,
): DecompositionSolver = when (decomposition) { ): DecompositionSolver = when (decomposition) {
CMDecomposition.LUP -> LUDecomposition(a.toCM().origin).solver CMDecomposition.LUP -> LUDecomposition(a.toCM().origin).solver
CMDecomposition.RRQR -> RRQRDecomposition(a.toCM().origin).solver CMDecomposition.RRQR -> RRQRDecomposition(a.toCM().origin).solver
@ -26,16 +26,16 @@ public fun CMLinearSpace.solver(
public fun CMLinearSpace.solve( public fun CMLinearSpace.solve(
a: Matrix<Double>, a: Matrix<Double>,
b: Matrix<Double>, b: Matrix<Double>,
decomposition: CMDecomposition = CMDecomposition.LUP decomposition: CMDecomposition = CMDecomposition.LUP,
): CMMatrix = solver(a, decomposition).solve(b.toCM().origin).wrap() ): CMMatrix = solver(a, decomposition).solve(b.toCM().origin).wrap()
public fun CMLinearSpace.solve( public fun CMLinearSpace.solve(
a: Matrix<Double>, a: Matrix<Double>,
b: Point<Double>, b: Point<Double>,
decomposition: CMDecomposition = CMDecomposition.LUP decomposition: CMDecomposition = CMDecomposition.LUP,
): CMVector = solver(a, decomposition).solve(b.toCM().origin).toPoint() ): CMVector = solver(a, decomposition).solve(b.toCM().origin).toPoint()
public fun CMLinearSpace.inverse( public fun CMLinearSpace.inverse(
a: Matrix<Double>, a: Matrix<Double>,
decomposition: CMDecomposition = CMDecomposition.LUP decomposition: CMDecomposition = CMDecomposition.LUP,
): CMMatrix = solver(a, decomposition).inverse.wrap() ): CMMatrix = solver(a, decomposition).inverse.wrap()

16
kmath-commons/src/main/kotlin/space/kscience/kmath/commons/transform/Transformations.kt
View File

@ -33,34 +33,34 @@ public object Transformations {
public fun fourier( public fun fourier(
normalization: DftNormalization = DftNormalization.STANDARD, normalization: DftNormalization = DftNormalization.STANDARD,
direction: TransformType = TransformType.FORWARD direction: TransformType = TransformType.FORWARD,
): SuspendBufferTransform<Complex, Complex> = { ): SuspendBufferTransform<Complex, Complex> = {
FastFourierTransformer(normalization).transform(it.toArray(), direction).asBuffer() FastFourierTransformer(normalization).transform(it.toArray(), direction).asBuffer()
} }
public fun realFourier( public fun realFourier(
normalization: DftNormalization = DftNormalization.STANDARD, normalization: DftNormalization = DftNormalization.STANDARD,
direction: TransformType = TransformType.FORWARD direction: TransformType = TransformType.FORWARD,
): SuspendBufferTransform<Double, Complex> = { ): SuspendBufferTransform<Double, Complex> = {
FastFourierTransformer(normalization).transform(it.asArray(), direction).asBuffer() FastFourierTransformer(normalization).transform(it.asArray(), direction).asBuffer()
} }
public fun sine( public fun sine(
normalization: DstNormalization = DstNormalization.STANDARD_DST_I, normalization: DstNormalization = DstNormalization.STANDARD_DST_I,
direction: TransformType = TransformType.FORWARD direction: TransformType = TransformType.FORWARD,
): SuspendBufferTransform<Double, Double> = { ): SuspendBufferTransform<Double, Double> = {
FastSineTransformer(normalization).transform(it.asArray(), direction).asBuffer() FastSineTransformer(normalization).transform(it.asArray(), direction).asBuffer()
} }
public fun cosine( public fun cosine(
normalization: DctNormalization = DctNormalization.STANDARD_DCT_I, normalization: DctNormalization = DctNormalization.STANDARD_DCT_I,
direction: TransformType = TransformType.FORWARD direction: TransformType = TransformType.FORWARD,
): SuspendBufferTransform<Double, Double> = { ): SuspendBufferTransform<Double, Double> = {
FastCosineTransformer(normalization).transform(it.asArray(), direction).asBuffer() FastCosineTransformer(normalization).transform(it.asArray(), direction).asBuffer()
} }
public fun hadamard( public fun hadamard(
direction: TransformType = TransformType.FORWARD direction: TransformType = TransformType.FORWARD,
): SuspendBufferTransform<Double, Double> = { ): SuspendBufferTransform<Double, Double> = {
FastHadamardTransformer().transform(it.asArray(), direction).asBuffer() FastHadamardTransformer().transform(it.asArray(), direction).asBuffer()
} }
@ -72,7 +72,7 @@ public object Transformations {
@FlowPreview @FlowPreview
public fun Flow<Buffer<Complex>>.FFT( public fun Flow<Buffer<Complex>>.FFT(
normalization: DftNormalization = DftNormalization.STANDARD, normalization: DftNormalization = DftNormalization.STANDARD,
direction: TransformType = TransformType.FORWARD direction: TransformType = TransformType.FORWARD,
): Flow<Buffer<Complex>> { ): Flow<Buffer<Complex>> {
val transform = Transformations.fourier(normalization, direction) val transform = Transformations.fourier(normalization, direction)
return map { transform(it) } return map { transform(it) }
@ -82,7 +82,7 @@ public fun Flow<Buffer<Complex>>.FFT(
@JvmName("realFFT") @JvmName("realFFT")
public fun Flow<Buffer<Double>>.FFT( public fun Flow<Buffer<Double>>.FFT(
normalization: DftNormalization = DftNormalization.STANDARD, normalization: DftNormalization = DftNormalization.STANDARD,
direction: TransformType = TransformType.FORWARD direction: TransformType = TransformType.FORWARD,
): Flow<Buffer<Complex>> { ): Flow<Buffer<Complex>> {
val transform = Transformations.realFourier(normalization, direction) val transform = Transformations.realFourier(normalization, direction)
return map(transform) return map(transform)
@ -96,7 +96,7 @@ public fun Flow<Buffer<Double>>.FFT(
public fun Flow<Double>.FFT( public fun Flow<Double>.FFT(
bufferSize: Int = Int.MAX_VALUE, bufferSize: Int = Int.MAX_VALUE,
normalization: DftNormalization = DftNormalization.STANDARD, normalization: DftNormalization = DftNormalization.STANDARD,
direction: TransformType = TransformType.FORWARD direction: TransformType = TransformType.FORWARD,
): Flow<Complex> = chunked(bufferSize).FFT(normalization, direction).spread() ): Flow<Complex> = chunked(bufferSize).FFT(normalization, direction).spread()
/** /**

4
kmath-commons/src/test/kotlin/space/kscience/kmath/commons/expressions/DerivativeStructureExpressionTest.kt
View File

@ -27,10 +27,10 @@ internal class AutoDiffTest {
val y = bindSymbol("y") val y = bindSymbol("y")
val z = x * (-sin(x * y) + y) + 2.0 val z = x * (-sin(x * y) + y) + 2.0
println(z.derivative(x)) println(z.derivative(x))
println(z.derivative(y,x)) println(z.derivative(y, x))
assertEquals(z.derivative(x, y), z.derivative(y, x)) assertEquals(z.derivative(x, y), z.derivative(y, x))
//check that improper order cause failure //check that improper order cause failure
assertFails { z.derivative(x,x,y) } assertFails { z.derivative(x, x, y) }
} }
} }

52
kmath-complex/src/commonMain/kotlin/space/kscience/kmath/complex/ComplexNDField.kt → kmath-complex/src/commonMain/kotlin/space/kscience/kmath/complex/ComplexFieldND.kt
View File

@ -1,10 +1,10 @@
package space.kscience.kmath.complex package space.kscience.kmath.complex
import space.kscience.kmath.misc.UnstableKMathAPI import space.kscience.kmath.misc.UnstableKMathAPI
import space.kscience.kmath.nd.BufferedNDField import space.kscience.kmath.nd.AlgebraND
import space.kscience.kmath.nd.NDAlgebra import space.kscience.kmath.nd.BufferedFieldND
import space.kscience.kmath.nd.NDBuffer import space.kscience.kmath.nd.NDBuffer
import space.kscience.kmath.nd.NDStructure import space.kscience.kmath.nd.StructureND
import space.kscience.kmath.operations.ExtendedField import space.kscience.kmath.operations.ExtendedField
import space.kscience.kmath.operations.NumbersAddOperations import space.kscience.kmath.operations.NumbersAddOperations
import space.kscience.kmath.structures.Buffer import space.kscience.kmath.structures.Buffer
@ -16,11 +16,11 @@ import kotlin.contracts.contract
* An optimized nd-field for complex numbers * An optimized nd-field for complex numbers
*/ */
@OptIn(UnstableKMathAPI::class) @OptIn(UnstableKMathAPI::class)
public class ComplexNDField( public class ComplexFieldND(
shape: IntArray, shape: IntArray,
) : BufferedNDField<Complex, ComplexField>(shape, ComplexField, Buffer.Companion::complex), ) : BufferedFieldND<Complex, ComplexField>(shape, ComplexField, Buffer.Companion::complex),
NumbersAddOperations<NDStructure<Complex>>, NumbersAddOperations<StructureND<Complex>>,
ExtendedField<NDStructure<Complex>> { ExtendedField<StructureND<Complex>> {
override val zero: NDBuffer<Complex> by lazy { produce { zero } } override val zero: NDBuffer<Complex> by lazy { produce { zero } }
override val one: NDBuffer<Complex> by lazy { produce { one } } override val one: NDBuffer<Complex> by lazy { produce { one } }
@ -76,44 +76,44 @@ public class ComplexNDField(
// return BufferedNDFieldElement(this, buffer) // return BufferedNDFieldElement(this, buffer)
// } // }
override fun power(arg: NDStructure<Complex>, pow: Number): NDBuffer<Complex> = arg.map { power(it, pow) } override fun power(arg: StructureND<Complex>, pow: Number): NDBuffer<Complex> = arg.map { power(it, pow) }
override fun exp(arg: NDStructure<Complex>): NDBuffer<Complex> = arg.map { exp(it) } override fun exp(arg: StructureND<Complex>): NDBuffer<Complex> = arg.map { exp(it) }
override fun ln(arg: NDStructure<Complex>): NDBuffer<Complex> = arg.map { ln(it) } override fun ln(arg: StructureND<Complex>): NDBuffer<Complex> = arg.map { ln(it) }
override fun sin(arg: NDStructure<Complex>): NDBuffer<Complex> = arg.map { sin(it) } override fun sin(arg: StructureND<Complex>): NDBuffer<Complex> = arg.map { sin(it) }
override fun cos(arg: NDStructure<Complex>): NDBuffer<Complex> = arg.map { cos(it) } override fun cos(arg: StructureND<Complex>): NDBuffer<Complex> = arg.map { cos(it) }
override fun tan(arg: NDStructure<Complex>): NDBuffer<Complex> = arg.map { tan(it) } override fun tan(arg: StructureND<Complex>): NDBuffer<Complex> = arg.map { tan(it) }
override fun asin(arg: NDStructure<Complex>): NDBuffer<Complex> = arg.map { asin(it) } override fun asin(arg: StructureND<Complex>): NDBuffer<Complex> = arg.map { asin(it) }
override fun acos(arg: NDStructure<Complex>): NDBuffer<Complex> = arg.map { acos(it) } override fun acos(arg: StructureND<Complex>): NDBuffer<Complex> = arg.map { acos(it) }
override fun atan(arg: NDStructure<Complex>): NDBuffer<Complex> = arg.map { atan(it) } override fun atan(arg: StructureND<Complex>): NDBuffer<Complex> = arg.map { atan(it) }
override fun sinh(arg: NDStructure<Complex>): NDBuffer<Complex> = arg.map { sinh(it) } override fun sinh(arg: StructureND<Complex>): NDBuffer<Complex> = arg.map { sinh(it) }
override fun cosh(arg: NDStructure<Complex>): NDBuffer<Complex> = arg.map { cosh(it) } override fun cosh(arg: StructureND<Complex>): NDBuffer<Complex> = arg.map { cosh(it) }
override fun tanh(arg: NDStructure<Complex>): NDBuffer<Complex> = arg.map { tanh(it) } override fun tanh(arg: StructureND<Complex>): NDBuffer<Complex> = arg.map { tanh(it) }
override fun asinh(arg: NDStructure<Complex>): NDBuffer<Complex> = arg.map { asinh(it) } override fun asinh(arg: StructureND<Complex>): NDBuffer<Complex> = arg.map { asinh(it) }
override fun acosh(arg: NDStructure<Complex>): NDBuffer<Complex> = arg.map { acosh(it) } override fun acosh(arg: StructureND<Complex>): NDBuffer<Complex> = arg.map { acosh(it) }
override fun atanh(arg: NDStructure<Complex>): NDBuffer<Complex> = arg.map { atanh(it) } override fun atanh(arg: StructureND<Complex>): NDBuffer<Complex> = arg.map { atanh(it) }
} }
/** /**
* Fast element production using function inlining * Fast element production using function inlining
*/ */
public inline fun BufferedNDField<Complex, ComplexField>.produceInline(initializer: ComplexField.(Int) -> Complex): NDBuffer<Complex> { public inline fun BufferedFieldND<Complex, ComplexField>.produceInline(initializer: ComplexField.(Int) -> Complex): NDBuffer<Complex> {
contract { callsInPlace(initializer, InvocationKind.EXACTLY_ONCE) } contract { callsInPlace(initializer, InvocationKind.EXACTLY_ONCE) }
val buffer = Buffer.complex(strides.linearSize) { offset -> ComplexField.initializer(offset) } val buffer = Buffer.complex(strides.linearSize) { offset -> ComplexField.initializer(offset) }
return NDBuffer(strides, buffer) return NDBuffer(strides, buffer)
} }
public fun NDAlgebra.Companion.complex(vararg shape: Int): ComplexNDField = ComplexNDField(shape) public fun AlgebraND.Companion.complex(vararg shape: Int): ComplexFieldND = ComplexFieldND(shape)
/** /**
* Produce a context for n-dimensional operations inside this real field * Produce a context for n-dimensional operations inside this real field
*/ */
public inline fun <R> ComplexField.nd(vararg shape: Int, action: ComplexNDField.() -> R): R { public inline fun <R> ComplexField.nd(vararg shape: Int, action: ComplexFieldND.() -> R): R {
contract { callsInPlace(action, InvocationKind.EXACTLY_ONCE) } contract { callsInPlace(action, InvocationKind.EXACTLY_ONCE) }
return ComplexNDField(shape).action() return ComplexFieldND(shape).action()
} }

2
kmath-complex/src/commonMain/kotlin/space/kscience/kmath/complex/Quaternion.kt
View File

@ -172,7 +172,7 @@ public object QuaternionField : Field<Quaternion>, Norm<Quaternion, Quaternion>,
else -> super<Field>.bindSymbol(value) else -> super<Field>.bindSymbol(value)
} }
override fun number(value: Number): Quaternion =value.toQuaternion() override fun number(value: Number): Quaternion = value.toQuaternion()
public override fun sinh(arg: Quaternion): Quaternion = (exp(arg) - exp(-arg)) / 2.0 public override fun sinh(arg: Quaternion): Quaternion = (exp(arg) - exp(-arg)) / 2.0
public override fun cosh(arg: Quaternion): Quaternion = (exp(arg) + exp(-arg)) / 2.0 public override fun cosh(arg: Quaternion): Quaternion = (exp(arg) + exp(-arg)) / 2.0

504
kmath-core/api/kmath-core.api
View File

@ -679,73 +679,91 @@ public final class space/kscience/kmath/misc/CumulativeKt {
public abstract interface annotation class space/kscience/kmath/misc/UnstableKMathAPI : java/lang/annotation/Annotation { public abstract interface annotation class space/kscience/kmath/misc/UnstableKMathAPI : java/lang/annotation/Annotation {
} }
public abstract interface class space/kscience/kmath/nd/BufferNDAlgebra : space/kscience/kmath/nd/NDAlgebra { public abstract interface class space/kscience/kmath/nd/AlgebraND {
public abstract fun combine (Lspace/kscience/kmath/nd/NDStructure;Lspace/kscience/kmath/nd/NDStructure;Lkotlin/jvm/functions/Function3;)Lspace/kscience/kmath/nd/NDBuffer; public static final field Companion Lspace/kscience/kmath/nd/AlgebraND$Companion;
public abstract fun getBuffer (Lspace/kscience/kmath/nd/NDStructure;)Lspace/kscience/kmath/structures/Buffer; public abstract fun combine (Lspace/kscience/kmath/nd/StructureND;Lspace/kscience/kmath/nd/StructureND;Lkotlin/jvm/functions/Function3;)Lspace/kscience/kmath/nd/StructureND;
public abstract fun getElementContext ()Lspace/kscience/kmath/operations/Algebra;
public abstract fun getShape ()[I
public abstract fun invoke (Lkotlin/jvm/functions/Function1;Lspace/kscience/kmath/nd/StructureND;)Lspace/kscience/kmath/nd/StructureND;
public abstract fun map (Lspace/kscience/kmath/nd/StructureND;Lkotlin/jvm/functions/Function2;)Lspace/kscience/kmath/nd/StructureND;
public abstract fun mapIndexed (Lspace/kscience/kmath/nd/StructureND;Lkotlin/jvm/functions/Function3;)Lspace/kscience/kmath/nd/StructureND;
public abstract fun produce (Lkotlin/jvm/functions/Function2;)Lspace/kscience/kmath/nd/StructureND;
}
public final class space/kscience/kmath/nd/AlgebraND$Companion {
}
public final class space/kscience/kmath/nd/AlgebraND$DefaultImpls {
public static fun invoke (Lspace/kscience/kmath/nd/AlgebraND;Lkotlin/jvm/functions/Function1;Lspace/kscience/kmath/nd/StructureND;)Lspace/kscience/kmath/nd/StructureND;
}
public abstract interface class space/kscience/kmath/nd/BufferAlgebraND : space/kscience/kmath/nd/AlgebraND {
public abstract fun combine (Lspace/kscience/kmath/nd/StructureND;Lspace/kscience/kmath/nd/StructureND;Lkotlin/jvm/functions/Function3;)Lspace/kscience/kmath/nd/NDBuffer;
public abstract fun getBuffer (Lspace/kscience/kmath/nd/StructureND;)Lspace/kscience/kmath/structures/Buffer;
public abstract fun getBufferFactory ()Lkotlin/jvm/functions/Function2; public abstract fun getBufferFactory ()Lkotlin/jvm/functions/Function2;
public abstract fun getStrides ()Lspace/kscience/kmath/nd/Strides; public abstract fun getStrides ()Lspace/kscience/kmath/nd/Strides;
public abstract fun map (Lspace/kscience/kmath/nd/NDStructure;Lkotlin/jvm/functions/Function2;)Lspace/kscience/kmath/nd/NDBuffer; public abstract fun map (Lspace/kscience/kmath/nd/StructureND;Lkotlin/jvm/functions/Function2;)Lspace/kscience/kmath/nd/NDBuffer;
public abstract fun mapIndexed (Lspace/kscience/kmath/nd/NDStructure;Lkotlin/jvm/functions/Function3;)Lspace/kscience/kmath/nd/NDBuffer; public abstract fun mapIndexed (Lspace/kscience/kmath/nd/StructureND;Lkotlin/jvm/functions/Function3;)Lspace/kscience/kmath/nd/NDBuffer;
public abstract fun produce (Lkotlin/jvm/functions/Function2;)Lspace/kscience/kmath/nd/NDBuffer; public abstract fun produce (Lkotlin/jvm/functions/Function2;)Lspace/kscience/kmath/nd/NDBuffer;
} }
public final class space/kscience/kmath/nd/BufferNDAlgebra$DefaultImpls { public final class space/kscience/kmath/nd/BufferAlgebraND$DefaultImpls {
public static fun combine (Lspace/kscience/kmath/nd/BufferNDAlgebra;Lspace/kscience/kmath/nd/NDStructure;Lspace/kscience/kmath/nd/NDStructure;Lkotlin/jvm/functions/Function3;)Lspace/kscience/kmath/nd/NDBuffer; public static fun combine (Lspace/kscience/kmath/nd/BufferAlgebraND;Lspace/kscience/kmath/nd/StructureND;Lspace/kscience/kmath/nd/StructureND;Lkotlin/jvm/functions/Function3;)Lspace/kscience/kmath/nd/NDBuffer;
public static fun getBuffer (Lspace/kscience/kmath/nd/BufferNDAlgebra;Lspace/kscience/kmath/nd/NDStructure;)Lspace/kscience/kmath/structures/Buffer; public static fun getBuffer (Lspace/kscience/kmath/nd/BufferAlgebraND;Lspace/kscience/kmath/nd/StructureND;)Lspace/kscience/kmath/structures/Buffer;
public static fun invoke (Lspace/kscience/kmath/nd/BufferNDAlgebra;Lkotlin/jvm/functions/Function1;Lspace/kscience/kmath/nd/NDStructure;)Lspace/kscience/kmath/nd/NDStructure; public static fun invoke (Lspace/kscience/kmath/nd/BufferAlgebraND;Lkotlin/jvm/functions/Function1;Lspace/kscience/kmath/nd/StructureND;)Lspace/kscience/kmath/nd/StructureND;
public static fun map (Lspace/kscience/kmath/nd/BufferNDAlgebra;Lspace/kscience/kmath/nd/NDStructure;Lkotlin/jvm/functions/Function2;)Lspace/kscience/kmath/nd/NDBuffer; public static fun map (Lspace/kscience/kmath/nd/BufferAlgebraND;Lspace/kscience/kmath/nd/StructureND;Lkotlin/jvm/functions/Function2;)Lspace/kscience/kmath/nd/NDBuffer;
public static fun mapIndexed (Lspace/kscience/kmath/nd/BufferNDAlgebra;Lspace/kscience/kmath/nd/NDStructure;Lkotlin/jvm/functions/Function3;)Lspace/kscience/kmath/nd/NDBuffer; public static fun mapIndexed (Lspace/kscience/kmath/nd/BufferAlgebraND;Lspace/kscience/kmath/nd/StructureND;Lkotlin/jvm/functions/Function3;)Lspace/kscience/kmath/nd/NDBuffer;
public static fun produce (Lspace/kscience/kmath/nd/BufferNDAlgebra;Lkotlin/jvm/functions/Function2;)Lspace/kscience/kmath/nd/NDBuffer; public static fun produce (Lspace/kscience/kmath/nd/BufferAlgebraND;Lkotlin/jvm/functions/Function2;)Lspace/kscience/kmath/nd/NDBuffer;
} }
public final class space/kscience/kmath/nd/BufferNDAlgebraKt { public final class space/kscience/kmath/nd/BufferAlgebraNDKt {
public static final fun field (Lspace/kscience/kmath/nd/NDAlgebra$Companion;Lspace/kscience/kmath/operations/Field;Lkotlin/jvm/functions/Function2;[I)Lspace/kscience/kmath/nd/BufferedNDField; public static final fun field (Lspace/kscience/kmath/nd/AlgebraND$Companion;Lspace/kscience/kmath/operations/Field;Lkotlin/jvm/functions/Function2;[I)Lspace/kscience/kmath/nd/BufferedFieldND;
public static final fun group (Lspace/kscience/kmath/nd/NDAlgebra$Companion;Lspace/kscience/kmath/operations/Group;Lkotlin/jvm/functions/Function2;[I)Lspace/kscience/kmath/nd/BufferedNDGroup; public static final fun group (Lspace/kscience/kmath/nd/AlgebraND$Companion;Lspace/kscience/kmath/operations/Group;Lkotlin/jvm/functions/Function2;[I)Lspace/kscience/kmath/nd/BufferedGroupND;
public static final fun ndField (Lspace/kscience/kmath/operations/Field;Lkotlin/jvm/functions/Function2;[ILkotlin/jvm/functions/Function1;)Ljava/lang/Object; public static final fun ndField (Lspace/kscience/kmath/operations/Field;Lkotlin/jvm/functions/Function2;[ILkotlin/jvm/functions/Function1;)Ljava/lang/Object;
public static final fun ndGroup (Lspace/kscience/kmath/operations/Group;Lkotlin/jvm/functions/Function2;[ILkotlin/jvm/functions/Function1;)Ljava/lang/Object; public static final fun ndGroup (Lspace/kscience/kmath/operations/Group;Lkotlin/jvm/functions/Function2;[ILkotlin/jvm/functions/Function1;)Ljava/lang/Object;
public static final fun ndRing (Lspace/kscience/kmath/operations/Ring;Lkotlin/jvm/functions/Function2;[ILkotlin/jvm/functions/Function1;)Ljava/lang/Object; public static final fun ndRing (Lspace/kscience/kmath/operations/Ring;Lkotlin/jvm/functions/Function2;[ILkotlin/jvm/functions/Function1;)Ljava/lang/Object;
public static final fun ring (Lspace/kscience/kmath/nd/NDAlgebra$Companion;Lspace/kscience/kmath/operations/Ring;Lkotlin/jvm/functions/Function2;[I)Lspace/kscience/kmath/nd/BufferedNDRing; public static final fun ring (Lspace/kscience/kmath/nd/AlgebraND$Companion;Lspace/kscience/kmath/operations/Ring;Lkotlin/jvm/functions/Function2;[I)Lspace/kscience/kmath/nd/BufferedRingND;
} }
public class space/kscience/kmath/nd/BufferedNDField : space/kscience/kmath/nd/BufferedNDRing, space/kscience/kmath/nd/NDField { public class space/kscience/kmath/nd/BufferedFieldND : space/kscience/kmath/nd/BufferedRingND, space/kscience/kmath/nd/FieldND {
public fun <init> ([ILspace/kscience/kmath/operations/Field;Lkotlin/jvm/functions/Function2;)V public fun <init> ([ILspace/kscience/kmath/operations/Field;Lkotlin/jvm/functions/Function2;)V
public fun binaryOperationFunction (Ljava/lang/String;)Lkotlin/jvm/functions/Function2; public fun binaryOperationFunction (Ljava/lang/String;)Lkotlin/jvm/functions/Function2;
public synthetic fun div (Ljava/lang/Object;Ljava/lang/Number;)Ljava/lang/Object; public synthetic fun div (Ljava/lang/Object;Ljava/lang/Number;)Ljava/lang/Object;
public synthetic fun div (Ljava/lang/Object;Ljava/lang/Object;)Ljava/lang/Object; public synthetic fun div (Ljava/lang/Object;Ljava/lang/Object;)Ljava/lang/Object;
public fun div (Ljava/lang/Object;Lspace/kscience/kmath/nd/NDStructure;)Lspace/kscience/kmath/nd/NDStructure; public fun div (Ljava/lang/Object;Lspace/kscience/kmath/nd/StructureND;)Lspace/kscience/kmath/nd/StructureND;
public fun div (Lspace/kscience/kmath/nd/NDStructure;Ljava/lang/Number;)Lspace/kscience/kmath/nd/NDStructure; public fun div (Lspace/kscience/kmath/nd/StructureND;Ljava/lang/Number;)Lspace/kscience/kmath/nd/StructureND;
public fun div (Lspace/kscience/kmath/nd/NDStructure;Ljava/lang/Object;)Lspace/kscience/kmath/nd/NDStructure; public fun div (Lspace/kscience/kmath/nd/StructureND;Ljava/lang/Object;)Lspace/kscience/kmath/nd/StructureND;
public fun div (Lspace/kscience/kmath/nd/NDStructure;Lspace/kscience/kmath/nd/NDStructure;)Lspace/kscience/kmath/nd/NDStructure; public fun div (Lspace/kscience/kmath/nd/StructureND;Lspace/kscience/kmath/nd/StructureND;)Lspace/kscience/kmath/nd/StructureND;
public synthetic fun divide (Ljava/lang/Object;Ljava/lang/Object;)Ljava/lang/Object; public synthetic fun divide (Ljava/lang/Object;Ljava/lang/Object;)Ljava/lang/Object;
public fun divide (Lspace/kscience/kmath/nd/NDStructure;Lspace/kscience/kmath/nd/NDStructure;)Lspace/kscience/kmath/nd/NDStructure; public fun divide (Lspace/kscience/kmath/nd/StructureND;Lspace/kscience/kmath/nd/StructureND;)Lspace/kscience/kmath/nd/StructureND;
public synthetic fun leftSideNumberOperation (Ljava/lang/String;Ljava/lang/Number;Ljava/lang/Object;)Ljava/lang/Object; public synthetic fun leftSideNumberOperation (Ljava/lang/String;Ljava/lang/Number;Ljava/lang/Object;)Ljava/lang/Object;
public fun leftSideNumberOperation (Ljava/lang/String;Ljava/lang/Number;Lspace/kscience/kmath/nd/NDStructure;)Lspace/kscience/kmath/nd/NDStructure; public fun leftSideNumberOperation (Ljava/lang/String;Ljava/lang/Number;Lspace/kscience/kmath/nd/StructureND;)Lspace/kscience/kmath/nd/StructureND;
public fun leftSideNumberOperationFunction (Ljava/lang/String;)Lkotlin/jvm/functions/Function2; public fun leftSideNumberOperationFunction (Ljava/lang/String;)Lkotlin/jvm/functions/Function2;
public synthetic fun number (Ljava/lang/Number;)Ljava/lang/Object; public synthetic fun number (Ljava/lang/Number;)Ljava/lang/Object;
public fun number (Ljava/lang/Number;)Lspace/kscience/kmath/nd/NDStructure; public fun number (Ljava/lang/Number;)Lspace/kscience/kmath/nd/StructureND;
public synthetic fun rightSideNumberOperation (Ljava/lang/String;Ljava/lang/Object;Ljava/lang/Number;)Ljava/lang/Object; public synthetic fun rightSideNumberOperation (Ljava/lang/String;Ljava/lang/Object;Ljava/lang/Number;)Ljava/lang/Object;
public fun rightSideNumberOperation (Ljava/lang/String;Lspace/kscience/kmath/nd/NDStructure;Ljava/lang/Number;)Lspace/kscience/kmath/nd/NDStructure; public fun rightSideNumberOperation (Ljava/lang/String;Lspace/kscience/kmath/nd/StructureND;Ljava/lang/Number;)Lspace/kscience/kmath/nd/StructureND;
public fun rightSideNumberOperationFunction (Ljava/lang/String;)Lkotlin/jvm/functions/Function2; public fun rightSideNumberOperationFunction (Ljava/lang/String;)Lkotlin/jvm/functions/Function2;
public synthetic fun scale (Ljava/lang/Object;D)Ljava/lang/Object; public synthetic fun scale (Ljava/lang/Object;D)Ljava/lang/Object;
public fun scale (Lspace/kscience/kmath/nd/NDStructure;D)Lspace/kscience/kmath/nd/NDStructure; public fun scale (Lspace/kscience/kmath/nd/StructureND;D)Lspace/kscience/kmath/nd/StructureND;
public synthetic fun times (Ljava/lang/Number;Ljava/lang/Object;)Ljava/lang/Object; public synthetic fun times (Ljava/lang/Number;Ljava/lang/Object;)Ljava/lang/Object;
public fun times (Ljava/lang/Number;Lspace/kscience/kmath/nd/NDStructure;)Lspace/kscience/kmath/nd/NDStructure; public fun times (Ljava/lang/Number;Lspace/kscience/kmath/nd/StructureND;)Lspace/kscience/kmath/nd/StructureND;
public synthetic fun times (Ljava/lang/Object;Ljava/lang/Number;)Ljava/lang/Object; public synthetic fun times (Ljava/lang/Object;Ljava/lang/Number;)Ljava/lang/Object;
public fun times (Lspace/kscience/kmath/nd/NDStructure;Ljava/lang/Number;)Lspace/kscience/kmath/nd/NDStructure; public fun times (Lspace/kscience/kmath/nd/StructureND;Ljava/lang/Number;)Lspace/kscience/kmath/nd/StructureND;
} }
public class space/kscience/kmath/nd/BufferedNDGroup : space/kscience/kmath/nd/BufferNDAlgebra, space/kscience/kmath/nd/NDGroup { public class space/kscience/kmath/nd/BufferedGroupND : space/kscience/kmath/nd/BufferAlgebraND, space/kscience/kmath/nd/GroupND {
public fun <init> ([ILspace/kscience/kmath/operations/Group;Lkotlin/jvm/functions/Function2;)V public fun <init> ([ILspace/kscience/kmath/operations/Group;Lkotlin/jvm/functions/Function2;)V
public synthetic fun add (Ljava/lang/Object;Ljava/lang/Object;)Ljava/lang/Object; public synthetic fun add (Ljava/lang/Object;Ljava/lang/Object;)Ljava/lang/Object;
public fun add (Lspace/kscience/kmath/nd/NDStructure;Lspace/kscience/kmath/nd/NDStructure;)Lspace/kscience/kmath/nd/NDStructure; public fun add (Lspace/kscience/kmath/nd/StructureND;Lspace/kscience/kmath/nd/StructureND;)Lspace/kscience/kmath/nd/StructureND;
public synthetic fun binaryOperation (Ljava/lang/String;Ljava/lang/Object;Ljava/lang/Object;)Ljava/lang/Object; public synthetic fun binaryOperation (Ljava/lang/String;Ljava/lang/Object;Ljava/lang/Object;)Ljava/lang/Object;
public fun binaryOperation (Ljava/lang/String;Lspace/kscience/kmath/nd/NDStructure;Lspace/kscience/kmath/nd/NDStructure;)Lspace/kscience/kmath/nd/NDStructure; public fun binaryOperation (Ljava/lang/String;Lspace/kscience/kmath/nd/StructureND;Lspace/kscience/kmath/nd/StructureND;)Lspace/kscience/kmath/nd/StructureND;
public fun binaryOperationFunction (Ljava/lang/String;)Lkotlin/jvm/functions/Function2; public fun binaryOperationFunction (Ljava/lang/String;)Lkotlin/jvm/functions/Function2;
public synthetic fun bindSymbol (Ljava/lang/String;)Ljava/lang/Object; public synthetic fun bindSymbol (Ljava/lang/String;)Ljava/lang/Object;
public fun bindSymbol (Ljava/lang/String;)Lspace/kscience/kmath/nd/NDStructure; public fun bindSymbol (Ljava/lang/String;)Lspace/kscience/kmath/nd/StructureND;
public fun combine (Lspace/kscience/kmath/nd/NDStructure;Lspace/kscience/kmath/nd/NDStructure;Lkotlin/jvm/functions/Function3;)Lspace/kscience/kmath/nd/NDBuffer; public fun combine (Lspace/kscience/kmath/nd/StructureND;Lspace/kscience/kmath/nd/StructureND;Lkotlin/jvm/functions/Function3;)Lspace/kscience/kmath/nd/NDBuffer;
public synthetic fun combine (Lspace/kscience/kmath/nd/NDStructure;Lspace/kscience/kmath/nd/NDStructure;Lkotlin/jvm/functions/Function3;)Lspace/kscience/kmath/nd/NDStructure; public synthetic fun combine (Lspace/kscience/kmath/nd/StructureND;Lspace/kscience/kmath/nd/StructureND;Lkotlin/jvm/functions/Function3;)Lspace/kscience/kmath/nd/StructureND;
public fun getBuffer (Lspace/kscience/kmath/nd/NDStructure;)Lspace/kscience/kmath/structures/Buffer; public fun getBuffer (Lspace/kscience/kmath/nd/StructureND;)Lspace/kscience/kmath/structures/Buffer;
public final fun getBufferFactory ()Lkotlin/jvm/functions/Function2; public final fun getBufferFactory ()Lkotlin/jvm/functions/Function2;
public synthetic fun getElementContext ()Lspace/kscience/kmath/operations/Algebra; public synthetic fun getElementContext ()Lspace/kscience/kmath/operations/Algebra;
public final fun getElementContext ()Lspace/kscience/kmath/operations/Group; public final fun getElementContext ()Lspace/kscience/kmath/operations/Group;
@ -753,41 +771,41 @@ public class space/kscience/kmath/nd/BufferedNDGroup : space/kscience/kmath/nd/B
public fun getStrides ()Lspace/kscience/kmath/nd/Strides; public fun getStrides ()Lspace/kscience/kmath/nd/Strides;
public synthetic fun getZero ()Ljava/lang/Object; public synthetic fun getZero ()Ljava/lang/Object;
public fun getZero ()Lspace/kscience/kmath/nd/NDBuffer; public fun getZero ()Lspace/kscience/kmath/nd/NDBuffer;
public fun invoke (Lkotlin/jvm/functions/Function1;Lspace/kscience/kmath/nd/NDStructure;)Lspace/kscience/kmath/nd/NDStructure; public fun invoke (Lkotlin/jvm/functions/Function1;Lspace/kscience/kmath/nd/StructureND;)Lspace/kscience/kmath/nd/StructureND;
public fun map (Lspace/kscience/kmath/nd/NDStructure;Lkotlin/jvm/functions/Function2;)Lspace/kscience/kmath/nd/NDBuffer; public fun map (Lspace/kscience/kmath/nd/StructureND;Lkotlin/jvm/functions/Function2;)Lspace/kscience/kmath/nd/NDBuffer;
public synthetic fun map (Lspace/kscience/kmath/nd/NDStructure;Lkotlin/jvm/functions/Function2;)Lspace/kscience/kmath/nd/NDStructure; public synthetic fun map (Lspace/kscience/kmath/nd/StructureND;Lkotlin/jvm/functions/Function2;)Lspace/kscience/kmath/nd/StructureND;
public fun mapIndexed (Lspace/kscience/kmath/nd/NDStructure;Lkotlin/jvm/functions/Function3;)Lspace/kscience/kmath/nd/NDBuffer; public fun mapIndexed (Lspace/kscience/kmath/nd/StructureND;Lkotlin/jvm/functions/Function3;)Lspace/kscience/kmath/nd/NDBuffer;
public synthetic fun mapIndexed (Lspace/kscience/kmath/nd/NDStructure;Lkotlin/jvm/functions/Function3;)Lspace/kscience/kmath/nd/NDStructure; public synthetic fun mapIndexed (Lspace/kscience/kmath/nd/StructureND;Lkotlin/jvm/functions/Function3;)Lspace/kscience/kmath/nd/StructureND;
public synthetic fun minus (Ljava/lang/Object;Ljava/lang/Object;)Ljava/lang/Object; public synthetic fun minus (Ljava/lang/Object;Ljava/lang/Object;)Ljava/lang/Object;
public fun minus (Ljava/lang/Object;Lspace/kscience/kmath/nd/NDStructure;)Lspace/kscience/kmath/nd/NDStructure; public fun minus (Ljava/lang/Object;Lspace/kscience/kmath/nd/StructureND;)Lspace/kscience/kmath/nd/StructureND;
public fun minus (Lspace/kscience/kmath/nd/NDStructure;Ljava/lang/Object;)Lspace/kscience/kmath/nd/NDStructure; public fun minus (Lspace/kscience/kmath/nd/StructureND;Ljava/lang/Object;)Lspace/kscience/kmath/nd/StructureND;
public fun minus (Lspace/kscience/kmath/nd/NDStructure;Lspace/kscience/kmath/nd/NDStructure;)Lspace/kscience/kmath/nd/NDStructure; public fun minus (Lspace/kscience/kmath/nd/StructureND;Lspace/kscience/kmath/nd/StructureND;)Lspace/kscience/kmath/nd/StructureND;
public synthetic fun plus (Ljava/lang/Object;Ljava/lang/Object;)Ljava/lang/Object; public synthetic fun plus (Ljava/lang/Object;Ljava/lang/Object;)Ljava/lang/Object;
public fun plus (Ljava/lang/Object;Lspace/kscience/kmath/nd/NDStructure;)Lspace/kscience/kmath/nd/NDStructure; public fun plus (Ljava/lang/Object;Lspace/kscience/kmath/nd/StructureND;)Lspace/kscience/kmath/nd/StructureND;
public fun plus (Lspace/kscience/kmath/nd/NDStructure;Ljava/lang/Object;)Lspace/kscience/kmath/nd/NDStructure; public fun plus (Lspace/kscience/kmath/nd/StructureND;Ljava/lang/Object;)Lspace/kscience/kmath/nd/StructureND;
public fun plus (Lspace/kscience/kmath/nd/NDStructure;Lspace/kscience/kmath/nd/NDStructure;)Lspace/kscience/kmath/nd/NDStructure; public fun plus (Lspace/kscience/kmath/nd/StructureND;Lspace/kscience/kmath/nd/StructureND;)Lspace/kscience/kmath/nd/StructureND;
public fun produce (Lkotlin/jvm/functions/Function2;)Lspace/kscience/kmath/nd/NDBuffer; public fun produce (Lkotlin/jvm/functions/Function2;)Lspace/kscience/kmath/nd/NDBuffer;
public synthetic fun produce (Lkotlin/jvm/functions/Function2;)Lspace/kscience/kmath/nd/NDStructure; public synthetic fun produce (Lkotlin/jvm/functions/Function2;)Lspace/kscience/kmath/nd/StructureND;
public synthetic fun unaryMinus (Ljava/lang/Object;)Ljava/lang/Object; public synthetic fun unaryMinus (Ljava/lang/Object;)Ljava/lang/Object;
public fun unaryMinus (Lspace/kscience/kmath/nd/NDStructure;)Lspace/kscience/kmath/nd/NDStructure; public fun unaryMinus (Lspace/kscience/kmath/nd/StructureND;)Lspace/kscience/kmath/nd/StructureND;
public synthetic fun unaryOperation (Ljava/lang/String;Ljava/lang/Object;)Ljava/lang/Object; public synthetic fun unaryOperation (Ljava/lang/String;Ljava/lang/Object;)Ljava/lang/Object;
public fun unaryOperation (Ljava/lang/String;Lspace/kscience/kmath/nd/NDStructure;)Lspace/kscience/kmath/nd/NDStructure; public fun unaryOperation (Ljava/lang/String;Lspace/kscience/kmath/nd/StructureND;)Lspace/kscience/kmath/nd/StructureND;
public fun unaryOperationFunction (Ljava/lang/String;)Lkotlin/jvm/functions/Function1; public fun unaryOperationFunction (Ljava/lang/String;)Lkotlin/jvm/functions/Function1;
public synthetic fun unaryPlus (Ljava/lang/Object;)Ljava/lang/Object; public synthetic fun unaryPlus (Ljava/lang/Object;)Ljava/lang/Object;
public fun unaryPlus (Lspace/kscience/kmath/nd/NDStructure;)Lspace/kscience/kmath/nd/NDStructure; public fun unaryPlus (Lspace/kscience/kmath/nd/StructureND;)Lspace/kscience/kmath/nd/StructureND;
} }
public class space/kscience/kmath/nd/BufferedNDRing : space/kscience/kmath/nd/BufferedNDGroup, space/kscience/kmath/nd/NDRing { public class space/kscience/kmath/nd/BufferedRingND : space/kscience/kmath/nd/BufferedGroupND, space/kscience/kmath/nd/RingND {
public fun <init> ([ILspace/kscience/kmath/operations/Ring;Lkotlin/jvm/functions/Function2;)V public fun <init> ([ILspace/kscience/kmath/operations/Ring;Lkotlin/jvm/functions/Function2;)V
public fun binaryOperationFunction (Ljava/lang/String;)Lkotlin/jvm/functions/Function2; public fun binaryOperationFunction (Ljava/lang/String;)Lkotlin/jvm/functions/Function2;
public synthetic fun getOne ()Ljava/lang/Object; public synthetic fun getOne ()Ljava/lang/Object;
public fun getOne ()Lspace/kscience/kmath/nd/NDBuffer; public fun getOne ()Lspace/kscience/kmath/nd/NDBuffer;
public synthetic fun multiply (Ljava/lang/Object;Ljava/lang/Object;)Ljava/lang/Object; public synthetic fun multiply (Ljava/lang/Object;Ljava/lang/Object;)Ljava/lang/Object;
public fun multiply (Lspace/kscience/kmath/nd/NDStructure;Lspace/kscience/kmath/nd/NDStructure;)Lspace/kscience/kmath/nd/NDStructure; public fun multiply (Lspace/kscience/kmath/nd/StructureND;Lspace/kscience/kmath/nd/StructureND;)Lspace/kscience/kmath/nd/StructureND;
public synthetic fun times (Ljava/lang/Object;Ljava/lang/Object;)Ljava/lang/Object; public synthetic fun times (Ljava/lang/Object;Ljava/lang/Object;)Ljava/lang/Object;
public fun times (Ljava/lang/Object;Lspace/kscience/kmath/nd/NDStructure;)Lspace/kscience/kmath/nd/NDStructure; public fun times (Ljava/lang/Object;Lspace/kscience/kmath/nd/StructureND;)Lspace/kscience/kmath/nd/StructureND;
public fun times (Lspace/kscience/kmath/nd/NDStructure;Ljava/lang/Object;)Lspace/kscience/kmath/nd/NDStructure; public fun times (Lspace/kscience/kmath/nd/StructureND;Ljava/lang/Object;)Lspace/kscience/kmath/nd/StructureND;
public fun times (Lspace/kscience/kmath/nd/NDStructure;Lspace/kscience/kmath/nd/NDStructure;)Lspace/kscience/kmath/nd/NDStructure; public fun times (Lspace/kscience/kmath/nd/StructureND;Lspace/kscience/kmath/nd/StructureND;)Lspace/kscience/kmath/nd/StructureND;
} }
public final class space/kscience/kmath/nd/DefaultStrides : space/kscience/kmath/nd/Strides { public final class space/kscience/kmath/nd/DefaultStrides : space/kscience/kmath/nd/Strides {
@ -807,6 +825,74 @@ public final class space/kscience/kmath/nd/DefaultStrides$Companion {
public final fun invoke ([I)Lspace/kscience/kmath/nd/Strides; public final fun invoke ([I)Lspace/kscience/kmath/nd/Strides;
} }
public abstract interface class space/kscience/kmath/nd/FieldND : space/kscience/kmath/nd/RingND, space/kscience/kmath/operations/Field, space/kscience/kmath/operations/ScaleOperations {
public abstract fun div (Ljava/lang/Object;Lspace/kscience/kmath/nd/StructureND;)Lspace/kscience/kmath/nd/StructureND;
public abstract fun div (Lspace/kscience/kmath/nd/StructureND;Ljava/lang/Object;)Lspace/kscience/kmath/nd/StructureND;
public abstract fun divide (Lspace/kscience/kmath/nd/StructureND;Lspace/kscience/kmath/nd/StructureND;)Lspace/kscience/kmath/nd/StructureND;
}
public final class space/kscience/kmath/nd/FieldND$DefaultImpls {
public static fun add (Lspace/kscience/kmath/nd/FieldND;Lspace/kscience/kmath/nd/StructureND;Lspace/kscience/kmath/nd/StructureND;)Lspace/kscience/kmath/nd/StructureND;
public static fun binaryOperation (Lspace/kscience/kmath/nd/FieldND;Ljava/lang/String;Lspace/kscience/kmath/nd/StructureND;Lspace/kscience/kmath/nd/StructureND;)Lspace/kscience/kmath/nd/StructureND;
public static fun binaryOperationFunction (Lspace/kscience/kmath/nd/FieldND;Ljava/lang/String;)Lkotlin/jvm/functions/Function2;
public static fun bindSymbol (Lspace/kscience/kmath/nd/FieldND;Ljava/lang/String;)Lspace/kscience/kmath/nd/StructureND;
public static fun div (Lspace/kscience/kmath/nd/FieldND;Ljava/lang/Object;Lspace/kscience/kmath/nd/StructureND;)Lspace/kscience/kmath/nd/StructureND;
public static fun div (Lspace/kscience/kmath/nd/FieldND;Lspace/kscience/kmath/nd/StructureND;Ljava/lang/Number;)Lspace/kscience/kmath/nd/StructureND;
public static fun div (Lspace/kscience/kmath/nd/FieldND;Lspace/kscience/kmath/nd/StructureND;Ljava/lang/Object;)Lspace/kscience/kmath/nd/StructureND;
public static fun div (Lspace/kscience/kmath/nd/FieldND;Lspace/kscience/kmath/nd/StructureND;Lspace/kscience/kmath/nd/StructureND;)Lspace/kscience/kmath/nd/StructureND;
public static fun divide (Lspace/kscience/kmath/nd/FieldND;Lspace/kscience/kmath/nd/StructureND;Lspace/kscience/kmath/nd/StructureND;)Lspace/kscience/kmath/nd/StructureND;
public static fun invoke (Lspace/kscience/kmath/nd/FieldND;Lkotlin/jvm/functions/Function1;Lspace/kscience/kmath/nd/StructureND;)Lspace/kscience/kmath/nd/StructureND;
public static fun leftSideNumberOperation (Lspace/kscience/kmath/nd/FieldND;Ljava/lang/String;Ljava/lang/Number;Lspace/kscience/kmath/nd/StructureND;)Lspace/kscience/kmath/nd/StructureND;
public static fun leftSideNumberOperationFunction (Lspace/kscience/kmath/nd/FieldND;Ljava/lang/String;)Lkotlin/jvm/functions/Function2;
public static fun minus (Lspace/kscience/kmath/nd/FieldND;Ljava/lang/Object;Lspace/kscience/kmath/nd/StructureND;)Lspace/kscience/kmath/nd/StructureND;
public static fun minus (Lspace/kscience/kmath/nd/FieldND;Lspace/kscience/kmath/nd/StructureND;Ljava/lang/Object;)Lspace/kscience/kmath/nd/StructureND;
public static fun minus (Lspace/kscience/kmath/nd/FieldND;Lspace/kscience/kmath/nd/StructureND;Lspace/kscience/kmath/nd/StructureND;)Lspace/kscience/kmath/nd/StructureND;
public static fun multiply (Lspace/kscience/kmath/nd/FieldND;Lspace/kscience/kmath/nd/StructureND;Lspace/kscience/kmath/nd/StructureND;)Lspace/kscience/kmath/nd/StructureND;
public static fun number (Lspace/kscience/kmath/nd/FieldND;Ljava/lang/Number;)Lspace/kscience/kmath/nd/StructureND;
public static fun plus (Lspace/kscience/kmath/nd/FieldND;Ljava/lang/Object;Lspace/kscience/kmath/nd/StructureND;)Lspace/kscience/kmath/nd/StructureND;
public static fun plus (Lspace/kscience/kmath/nd/FieldND;Lspace/kscience/kmath/nd/StructureND;Ljava/lang/Object;)Lspace/kscience/kmath/nd/StructureND;
public static fun plus (Lspace/kscience/kmath/nd/FieldND;Lspace/kscience/kmath/nd/StructureND;Lspace/kscience/kmath/nd/StructureND;)Lspace/kscience/kmath/nd/StructureND;
public static fun rightSideNumberOperation (Lspace/kscience/kmath/nd/FieldND;Ljava/lang/String;Lspace/kscience/kmath/nd/StructureND;Ljava/lang/Number;)Lspace/kscience/kmath/nd/StructureND;
public static fun rightSideNumberOperationFunction (Lspace/kscience/kmath/nd/FieldND;Ljava/lang/String;)Lkotlin/jvm/functions/Function2;
public static fun times (Lspace/kscience/kmath/nd/FieldND;Ljava/lang/Number;Lspace/kscience/kmath/nd/StructureND;)Lspace/kscience/kmath/nd/StructureND;
public static fun times (Lspace/kscience/kmath/nd/FieldND;Ljava/lang/Object;Lspace/kscience/kmath/nd/StructureND;)Lspace/kscience/kmath/nd/StructureND;
public static fun times (Lspace/kscience/kmath/nd/FieldND;Lspace/kscience/kmath/nd/StructureND;Ljava/lang/Number;)Lspace/kscience/kmath/nd/StructureND;
public static fun times (Lspace/kscience/kmath/nd/FieldND;Lspace/kscience/kmath/nd/StructureND;Ljava/lang/Object;)Lspace/kscience/kmath/nd/StructureND;
public static fun times (Lspace/kscience/kmath/nd/FieldND;Lspace/kscience/kmath/nd/StructureND;Lspace/kscience/kmath/nd/StructureND;)Lspace/kscience/kmath/nd/StructureND;
public static fun unaryOperation (Lspace/kscience/kmath/nd/FieldND;Ljava/lang/String;Lspace/kscience/kmath/nd/StructureND;)Lspace/kscience/kmath/nd/StructureND;
public static fun unaryOperationFunction (Lspace/kscience/kmath/nd/FieldND;Ljava/lang/String;)Lkotlin/jvm/functions/Function1;
public static fun unaryPlus (Lspace/kscience/kmath/nd/FieldND;Lspace/kscience/kmath/nd/StructureND;)Lspace/kscience/kmath/nd/StructureND;
}
public abstract interface class space/kscience/kmath/nd/GroupND : space/kscience/kmath/nd/AlgebraND, space/kscience/kmath/operations/Group {
public static final field Companion Lspace/kscience/kmath/nd/GroupND$Companion;
public abstract fun add (Lspace/kscience/kmath/nd/StructureND;Lspace/kscience/kmath/nd/StructureND;)Lspace/kscience/kmath/nd/StructureND;
public abstract fun minus (Ljava/lang/Object;Lspace/kscience/kmath/nd/StructureND;)Lspace/kscience/kmath/nd/StructureND;
public abstract fun minus (Lspace/kscience/kmath/nd/StructureND;Ljava/lang/Object;)Lspace/kscience/kmath/nd/StructureND;
public abstract fun plus (Ljava/lang/Object;Lspace/kscience/kmath/nd/StructureND;)Lspace/kscience/kmath/nd/StructureND;
public abstract fun plus (Lspace/kscience/kmath/nd/StructureND;Ljava/lang/Object;)Lspace/kscience/kmath/nd/StructureND;
}
public final class space/kscience/kmath/nd/GroupND$Companion {
}
public final class space/kscience/kmath/nd/GroupND$DefaultImpls {
public static fun add (Lspace/kscience/kmath/nd/GroupND;Lspace/kscience/kmath/nd/StructureND;Lspace/kscience/kmath/nd/StructureND;)Lspace/kscience/kmath/nd/StructureND;
public static fun binaryOperation (Lspace/kscience/kmath/nd/GroupND;Ljava/lang/String;Lspace/kscience/kmath/nd/StructureND;Lspace/kscience/kmath/nd/StructureND;)Lspace/kscience/kmath/nd/StructureND;
public static fun binaryOperationFunction (Lspace/kscience/kmath/nd/GroupND;Ljava/lang/String;)Lkotlin/jvm/functions/Function2;
public static fun bindSymbol (Lspace/kscience/kmath/nd/GroupND;Ljava/lang/String;)Lspace/kscience/kmath/nd/StructureND;
public static fun invoke (Lspace/kscience/kmath/nd/GroupND;Lkotlin/jvm/functions/Function1;Lspace/kscience/kmath/nd/StructureND;)Lspace/kscience/kmath/nd/StructureND;
public static fun minus (Lspace/kscience/kmath/nd/GroupND;Ljava/lang/Object;Lspace/kscience/kmath/nd/StructureND;)Lspace/kscience/kmath/nd/StructureND;
public static fun minus (Lspace/kscience/kmath/nd/GroupND;Lspace/kscience/kmath/nd/StructureND;Ljava/lang/Object;)Lspace/kscience/kmath/nd/StructureND;
public static fun minus (Lspace/kscience/kmath/nd/GroupND;Lspace/kscience/kmath/nd/StructureND;Lspace/kscience/kmath/nd/StructureND;)Lspace/kscience/kmath/nd/StructureND;
public static fun plus (Lspace/kscience/kmath/nd/GroupND;Ljava/lang/Object;Lspace/kscience/kmath/nd/StructureND;)Lspace/kscience/kmath/nd/StructureND;
public static fun plus (Lspace/kscience/kmath/nd/GroupND;Lspace/kscience/kmath/nd/StructureND;Ljava/lang/Object;)Lspace/kscience/kmath/nd/StructureND;
public static fun plus (Lspace/kscience/kmath/nd/GroupND;Lspace/kscience/kmath/nd/StructureND;Lspace/kscience/kmath/nd/StructureND;)Lspace/kscience/kmath/nd/StructureND;
public static fun unaryOperation (Lspace/kscience/kmath/nd/GroupND;Ljava/lang/String;Lspace/kscience/kmath/nd/StructureND;)Lspace/kscience/kmath/nd/StructureND;
public static fun unaryOperationFunction (Lspace/kscience/kmath/nd/GroupND;Ljava/lang/String;)Lkotlin/jvm/functions/Function1;
public static fun unaryPlus (Lspace/kscience/kmath/nd/GroupND;Lspace/kscience/kmath/nd/StructureND;)Lspace/kscience/kmath/nd/StructureND;
}
public final class space/kscience/kmath/nd/MutableNDBuffer : space/kscience/kmath/nd/NDBuffer, space/kscience/kmath/nd/MutableNDStructure { public final class space/kscience/kmath/nd/MutableNDBuffer : space/kscience/kmath/nd/NDBuffer, space/kscience/kmath/nd/MutableNDStructure {
public fun <init> (Lspace/kscience/kmath/nd/Strides;Lspace/kscience/kmath/structures/MutableBuffer;)V public fun <init> (Lspace/kscience/kmath/nd/Strides;Lspace/kscience/kmath/structures/MutableBuffer;)V
public synthetic fun getBuffer ()Lspace/kscience/kmath/structures/Buffer; public synthetic fun getBuffer ()Lspace/kscience/kmath/structures/Buffer;
@ -814,7 +900,7 @@ public final class space/kscience/kmath/nd/MutableNDBuffer : space/kscience/kmat
public fun set ([ILjava/lang/Object;)V public fun set ([ILjava/lang/Object;)V
} }
public abstract interface class space/kscience/kmath/nd/MutableNDStructure : space/kscience/kmath/nd/NDStructure { public abstract interface class space/kscience/kmath/nd/MutableNDStructure : space/kscience/kmath/nd/StructureND {
public abstract fun set ([ILjava/lang/Object;)V public abstract fun set ([ILjava/lang/Object;)V
} }
@ -822,25 +908,7 @@ public final class space/kscience/kmath/nd/MutableNDStructure$DefaultImpls {
public static fun getDimension (Lspace/kscience/kmath/nd/MutableNDStructure;)I public static fun getDimension (Lspace/kscience/kmath/nd/MutableNDStructure;)I
} }
public abstract interface class space/kscience/kmath/nd/NDAlgebra { public class space/kscience/kmath/nd/NDBuffer : space/kscience/kmath/nd/StructureND {
public static final field Companion Lspace/kscience/kmath/nd/NDAlgebra$Companion;
public abstract fun combine (Lspace/kscience/kmath/nd/NDStructure;Lspace/kscience/kmath/nd/NDStructure;Lkotlin/jvm/functions/Function3;)Lspace/kscience/kmath/nd/NDStructure;
public abstract fun getElementContext ()Lspace/kscience/kmath/operations/Algebra;
public abstract fun getShape ()[I
public abstract fun invoke (Lkotlin/jvm/functions/Function1;Lspace/kscience/kmath/nd/NDStructure;)Lspace/kscience/kmath/nd/NDStructure;
public abstract fun map (Lspace/kscience/kmath/nd/NDStructure;Lkotlin/jvm/functions/Function2;)Lspace/kscience/kmath/nd/NDStructure;
public abstract fun mapIndexed (Lspace/kscience/kmath/nd/NDStructure;Lkotlin/jvm/functions/Function3;)Lspace/kscience/kmath/nd/NDStructure;
public abstract fun produce (Lkotlin/jvm/functions/Function2;)Lspace/kscience/kmath/nd/NDStructure;
}
public final class space/kscience/kmath/nd/NDAlgebra$Companion {
}
public final class space/kscience/kmath/nd/NDAlgebra$DefaultImpls {
public static fun invoke (Lspace/kscience/kmath/nd/NDAlgebra;Lkotlin/jvm/functions/Function1;Lspace/kscience/kmath/nd/NDStructure;)Lspace/kscience/kmath/nd/NDStructure;
}
public class space/kscience/kmath/nd/NDBuffer : space/kscience/kmath/nd/NDStructure {
public fun <init> (Lspace/kscience/kmath/nd/Strides;Lspace/kscience/kmath/structures/Buffer;)V public fun <init> (Lspace/kscience/kmath/nd/Strides;Lspace/kscience/kmath/structures/Buffer;)V
public fun elements ()Lkotlin/sequences/Sequence; public fun elements ()Lkotlin/sequences/Sequence;
public fun equals (Ljava/lang/Object;)Z public fun equals (Ljava/lang/Object;)Z
@ -853,204 +921,107 @@ public class space/kscience/kmath/nd/NDBuffer : space/kscience/kmath/nd/NDStruct
public fun toString ()Ljava/lang/String; public fun toString ()Ljava/lang/String;
} }
public abstract interface class space/kscience/kmath/nd/NDField : space/kscience/kmath/nd/NDRing, space/kscience/kmath/operations/Field, space/kscience/kmath/operations/ScaleOperations { public final class space/kscience/kmath/nd/RealFieldND : space/kscience/kmath/nd/BufferedFieldND, space/kscience/kmath/operations/ExtendedField, space/kscience/kmath/operations/NumbersAddOperations, space/kscience/kmath/operations/ScaleOperations {
public abstract fun div (Ljava/lang/Object;Lspace/kscience/kmath/nd/NDStructure;)Lspace/kscience/kmath/nd/NDStructure;
public abstract fun div (Lspace/kscience/kmath/nd/NDStructure;Ljava/lang/Object;)Lspace/kscience/kmath/nd/NDStructure;
public abstract fun divide (Lspace/kscience/kmath/nd/NDStructure;Lspace/kscience/kmath/nd/NDStructure;)Lspace/kscience/kmath/nd/NDStructure;
}
public final class space/kscience/kmath/nd/NDField$DefaultImpls {
public static fun add (Lspace/kscience/kmath/nd/NDField;Lspace/kscience/kmath/nd/NDStructure;Lspace/kscience/kmath/nd/NDStructure;)Lspace/kscience/kmath/nd/NDStructure;
public static fun binaryOperation (Lspace/kscience/kmath/nd/NDField;Ljava/lang/String;Lspace/kscience/kmath/nd/NDStructure;Lspace/kscience/kmath/nd/NDStructure;)Lspace/kscience/kmath/nd/NDStructure;
public static fun binaryOperationFunction (Lspace/kscience/kmath/nd/NDField;Ljava/lang/String;)Lkotlin/jvm/functions/Function2;
public static fun bindSymbol (Lspace/kscience/kmath/nd/NDField;Ljava/lang/String;)Lspace/kscience/kmath/nd/NDStructure;
public static fun div (Lspace/kscience/kmath/nd/NDField;Ljava/lang/Object;Lspace/kscience/kmath/nd/NDStructure;)Lspace/kscience/kmath/nd/NDStructure;
public static fun div (Lspace/kscience/kmath/nd/NDField;Lspace/kscience/kmath/nd/NDStructure;Ljava/lang/Number;)Lspace/kscience/kmath/nd/NDStructure;
public static fun div (Lspace/kscience/kmath/nd/NDField;Lspace/kscience/kmath/nd/NDStructure;Ljava/lang/Object;)Lspace/kscience/kmath/nd/NDStructure;
public static fun div (Lspace/kscience/kmath/nd/NDField;Lspace/kscience/kmath/nd/NDStructure;Lspace/kscience/kmath/nd/NDStructure;)Lspace/kscience/kmath/nd/NDStructure;
public static fun divide (Lspace/kscience/kmath/nd/NDField;Lspace/kscience/kmath/nd/NDStructure;Lspace/kscience/kmath/nd/NDStructure;)Lspace/kscience/kmath/nd/NDStructure;
public static fun invoke (Lspace/kscience/kmath/nd/NDField;Lkotlin/jvm/functions/Function1;Lspace/kscience/kmath/nd/NDStructure;)Lspace/kscience/kmath/nd/NDStructure;
public static fun leftSideNumberOperation (Lspace/kscience/kmath/nd/NDField;Ljava/lang/String;Ljava/lang/Number;Lspace/kscience/kmath/nd/NDStructure;)Lspace/kscience/kmath/nd/NDStructure;
public static fun leftSideNumberOperationFunction (Lspace/kscience/kmath/nd/NDField;Ljava/lang/String;)Lkotlin/jvm/functions/Function2;
public static fun minus (Lspace/kscience/kmath/nd/NDField;Ljava/lang/Object;Lspace/kscience/kmath/nd/NDStructure;)Lspace/kscience/kmath/nd/NDStructure;
public static fun minus (Lspace/kscience/kmath/nd/NDField;Lspace/kscience/kmath/nd/NDStructure;Ljava/lang/Object;)Lspace/kscience/kmath/nd/NDStructure;
public static fun minus (Lspace/kscience/kmath/nd/NDField;Lspace/kscience/kmath/nd/NDStructure;Lspace/kscience/kmath/nd/NDStructure;)Lspace/kscience/kmath/nd/NDStructure;
public static fun multiply (Lspace/kscience/kmath/nd/NDField;Lspace/kscience/kmath/nd/NDStructure;Lspace/kscience/kmath/nd/NDStructure;)Lspace/kscience/kmath/nd/NDStructure;
public static fun number (Lspace/kscience/kmath/nd/NDField;Ljava/lang/Number;)Lspace/kscience/kmath/nd/NDStructure;
public static fun plus (Lspace/kscience/kmath/nd/NDField;Ljava/lang/Object;Lspace/kscience/kmath/nd/NDStructure;)Lspace/kscience/kmath/nd/NDStructure;
public static fun plus (Lspace/kscience/kmath/nd/NDField;Lspace/kscience/kmath/nd/NDStructure;Ljava/lang/Object;)Lspace/kscience/kmath/nd/NDStructure;
public static fun plus (Lspace/kscience/kmath/nd/NDField;Lspace/kscience/kmath/nd/NDStructure;Lspace/kscience/kmath/nd/NDStructure;)Lspace/kscience/kmath/nd/NDStructure;
public static fun rightSideNumberOperation (Lspace/kscience/kmath/nd/NDField;Ljava/lang/String;Lspace/kscience/kmath/nd/NDStructure;Ljava/lang/Number;)Lspace/kscience/kmath/nd/NDStructure;
public static fun rightSideNumberOperationFunction (Lspace/kscience/kmath/nd/NDField;Ljava/lang/String;)Lkotlin/jvm/functions/Function2;
public static fun times (Lspace/kscience/kmath/nd/NDField;Ljava/lang/Number;Lspace/kscience/kmath/nd/NDStructure;)Lspace/kscience/kmath/nd/NDStructure;
public static fun times (Lspace/kscience/kmath/nd/NDField;Ljava/lang/Object;Lspace/kscience/kmath/nd/NDStructure;)Lspace/kscience/kmath/nd/NDStructure;
public static fun times (Lspace/kscience/kmath/nd/NDField;Lspace/kscience/kmath/nd/NDStructure;Ljava/lang/Number;)Lspace/kscience/kmath/nd/NDStructure;
public static fun times (Lspace/kscience/kmath/nd/NDField;Lspace/kscience/kmath/nd/NDStructure;Ljava/lang/Object;)Lspace/kscience/kmath/nd/NDStructure;
public static fun times (Lspace/kscience/kmath/nd/NDField;Lspace/kscience/kmath/nd/NDStructure;Lspace/kscience/kmath/nd/NDStructure;)Lspace/kscience/kmath/nd/NDStructure;
public static fun unaryOperation (Lspace/kscience/kmath/nd/NDField;Ljava/lang/String;Lspace/kscience/kmath/nd/NDStructure;)Lspace/kscience/kmath/nd/NDStructure;
public static fun unaryOperationFunction (Lspace/kscience/kmath/nd/NDField;Ljava/lang/String;)Lkotlin/jvm/functions/Function1;
public static fun unaryPlus (Lspace/kscience/kmath/nd/NDField;Lspace/kscience/kmath/nd/NDStructure;)Lspace/kscience/kmath/nd/NDStructure;
}
public abstract interface class space/kscience/kmath/nd/NDGroup : space/kscience/kmath/nd/NDAlgebra, space/kscience/kmath/operations/Group {
public static final field Companion Lspace/kscience/kmath/nd/NDGroup$Companion;
public abstract fun add (Lspace/kscience/kmath/nd/NDStructure;Lspace/kscience/kmath/nd/NDStructure;)Lspace/kscience/kmath/nd/NDStructure;
public abstract fun minus (Ljava/lang/Object;Lspace/kscience/kmath/nd/NDStructure;)Lspace/kscience/kmath/nd/NDStructure;
public abstract fun minus (Lspace/kscience/kmath/nd/NDStructure;Ljava/lang/Object;)Lspace/kscience/kmath/nd/NDStructure;
public abstract fun plus (Ljava/lang/Object;Lspace/kscience/kmath/nd/NDStructure;)Lspace/kscience/kmath/nd/NDStructure;
public abstract fun plus (Lspace/kscience/kmath/nd/NDStructure;Ljava/lang/Object;)Lspace/kscience/kmath/nd/NDStructure;
}
public final class space/kscience/kmath/nd/NDGroup$Companion {
}
public final class space/kscience/kmath/nd/NDGroup$DefaultImpls {
public static fun add (Lspace/kscience/kmath/nd/NDGroup;Lspace/kscience/kmath/nd/NDStructure;Lspace/kscience/kmath/nd/NDStructure;)Lspace/kscience/kmath/nd/NDStructure;
public static fun binaryOperation (Lspace/kscience/kmath/nd/NDGroup;Ljava/lang/String;Lspace/kscience/kmath/nd/NDStructure;Lspace/kscience/kmath/nd/NDStructure;)Lspace/kscience/kmath/nd/NDStructure;
public static fun binaryOperationFunction (Lspace/kscience/kmath/nd/NDGroup;Ljava/lang/String;)Lkotlin/jvm/functions/Function2;
public static fun bindSymbol (Lspace/kscience/kmath/nd/NDGroup;Ljava/lang/String;)Lspace/kscience/kmath/nd/NDStructure;
public static fun invoke (Lspace/kscience/kmath/nd/NDGroup;Lkotlin/jvm/functions/Function1;Lspace/kscience/kmath/nd/NDStructure;)Lspace/kscience/kmath/nd/NDStructure;
public static fun minus (Lspace/kscience/kmath/nd/NDGroup;Ljava/lang/Object;Lspace/kscience/kmath/nd/NDStructure;)Lspace/kscience/kmath/nd/NDStructure;
public static fun minus (Lspace/kscience/kmath/nd/NDGroup;Lspace/kscience/kmath/nd/NDStructure;Ljava/lang/Object;)Lspace/kscience/kmath/nd/NDStructure;
public static fun minus (Lspace/kscience/kmath/nd/NDGroup;Lspace/kscience/kmath/nd/NDStructure;Lspace/kscience/kmath/nd/NDStructure;)Lspace/kscience/kmath/nd/NDStructure;
public static fun plus (Lspace/kscience/kmath/nd/NDGroup;Ljava/lang/Object;Lspace/kscience/kmath/nd/NDStructure;)Lspace/kscience/kmath/nd/NDStructure;
public static fun plus (Lspace/kscience/kmath/nd/NDGroup;Lspace/kscience/kmath/nd/NDStructure;Ljava/lang/Object;)Lspace/kscience/kmath/nd/NDStructure;
public static fun plus (Lspace/kscience/kmath/nd/NDGroup;Lspace/kscience/kmath/nd/NDStructure;Lspace/kscience/kmath/nd/NDStructure;)Lspace/kscience/kmath/nd/NDStructure;
public static fun unaryOperation (Lspace/kscience/kmath/nd/NDGroup;Ljava/lang/String;Lspace/kscience/kmath/nd/NDStructure;)Lspace/kscience/kmath/nd/NDStructure;
public static fun unaryOperationFunction (Lspace/kscience/kmath/nd/NDGroup;Ljava/lang/String;)Lkotlin/jvm/functions/Function1;
public static fun unaryPlus (Lspace/kscience/kmath/nd/NDGroup;Lspace/kscience/kmath/nd/NDStructure;)Lspace/kscience/kmath/nd/NDStructure;
}
public abstract interface class space/kscience/kmath/nd/NDRing : space/kscience/kmath/nd/NDGroup, space/kscience/kmath/operations/Ring {
public static final field Companion Lspace/kscience/kmath/nd/NDRing$Companion;
public abstract fun multiply (Lspace/kscience/kmath/nd/NDStructure;Lspace/kscience/kmath/nd/NDStructure;)Lspace/kscience/kmath/nd/NDStructure;
public abstract fun times (Ljava/lang/Object;Lspace/kscience/kmath/nd/NDStructure;)Lspace/kscience/kmath/nd/NDStructure;
public abstract fun times (Lspace/kscience/kmath/nd/NDStructure;Ljava/lang/Object;)Lspace/kscience/kmath/nd/NDStructure;
}
public final class space/kscience/kmath/nd/NDRing$Companion {
}
public final class space/kscience/kmath/nd/NDRing$DefaultImpls {
public static fun add (Lspace/kscience/kmath/nd/NDRing;Lspace/kscience/kmath/nd/NDStructure;Lspace/kscience/kmath/nd/NDStructure;)Lspace/kscience/kmath/nd/NDStructure;
public static fun binaryOperation (Lspace/kscience/kmath/nd/NDRing;Ljava/lang/String;Lspace/kscience/kmath/nd/NDStructure;Lspace/kscience/kmath/nd/NDStructure;)Lspace/kscience/kmath/nd/NDStructure;
public static fun binaryOperationFunction (Lspace/kscience/kmath/nd/NDRing;Ljava/lang/String;)Lkotlin/jvm/functions/Function2;
public static fun bindSymbol (Lspace/kscience/kmath/nd/NDRing;Ljava/lang/String;)Lspace/kscience/kmath/nd/NDStructure;
public static fun invoke (Lspace/kscience/kmath/nd/NDRing;Lkotlin/jvm/functions/Function1;Lspace/kscience/kmath/nd/NDStructure;)Lspace/kscience/kmath/nd/NDStructure;
public static fun minus (Lspace/kscience/kmath/nd/NDRing;Ljava/lang/Object;Lspace/kscience/kmath/nd/NDStructure;)Lspace/kscience/kmath/nd/NDStructure;
public static fun minus (Lspace/kscience/kmath/nd/NDRing;Lspace/kscience/kmath/nd/NDStructure;Ljava/lang/Object;)Lspace/kscience/kmath/nd/NDStructure;
public static fun minus (Lspace/kscience/kmath/nd/NDRing;Lspace/kscience/kmath/nd/NDStructure;Lspace/kscience/kmath/nd/NDStructure;)Lspace/kscience/kmath/nd/NDStructure;
public static fun multiply (Lspace/kscience/kmath/nd/NDRing;Lspace/kscience/kmath/nd/NDStructure;Lspace/kscience/kmath/nd/NDStructure;)Lspace/kscience/kmath/nd/NDStructure;
public static fun plus (Lspace/kscience/kmath/nd/NDRing;Ljava/lang/Object;Lspace/kscience/kmath/nd/NDStructure;)Lspace/kscience/kmath/nd/NDStructure;
public static fun plus (Lspace/kscience/kmath/nd/NDRing;Lspace/kscience/kmath/nd/NDStructure;Ljava/lang/Object;)Lspace/kscience/kmath/nd/NDStructure;
public static fun plus (Lspace/kscience/kmath/nd/NDRing;Lspace/kscience/kmath/nd/NDStructure;Lspace/kscience/kmath/nd/NDStructure;)Lspace/kscience/kmath/nd/NDStructure;
public static fun times (Lspace/kscience/kmath/nd/NDRing;Ljava/lang/Object;Lspace/kscience/kmath/nd/NDStructure;)Lspace/kscience/kmath/nd/NDStructure;
public static fun times (Lspace/kscience/kmath/nd/NDRing;Lspace/kscience/kmath/nd/NDStructure;Ljava/lang/Object;)Lspace/kscience/kmath/nd/NDStructure;
public static fun times (Lspace/kscience/kmath/nd/NDRing;Lspace/kscience/kmath/nd/NDStructure;Lspace/kscience/kmath/nd/NDStructure;)Lspace/kscience/kmath/nd/NDStructure;
public static fun unaryOperation (Lspace/kscience/kmath/nd/NDRing;Ljava/lang/String;Lspace/kscience/kmath/nd/NDStructure;)Lspace/kscience/kmath/nd/NDStructure;
public static fun unaryOperationFunction (Lspace/kscience/kmath/nd/NDRing;Ljava/lang/String;)Lkotlin/jvm/functions/Function1;
public static fun unaryPlus (Lspace/kscience/kmath/nd/NDRing;Lspace/kscience/kmath/nd/NDStructure;)Lspace/kscience/kmath/nd/NDStructure;
}
public abstract interface class space/kscience/kmath/nd/NDStructure {
public static final field Companion Lspace/kscience/kmath/nd/NDStructure$Companion;
public abstract fun elements ()Lkotlin/sequences/Sequence;
public abstract fun equals (Ljava/lang/Object;)Z
public abstract fun get ([I)Ljava/lang/Object;
public abstract fun getDimension ()I
public abstract fun getShape ()[I
public abstract fun hashCode ()I
}
public final class space/kscience/kmath/nd/NDStructure$Companion {
public final fun auto (Lkotlin/reflect/KClass;Lspace/kscience/kmath/nd/Strides;Lkotlin/jvm/functions/Function1;)Lspace/kscience/kmath/nd/NDBuffer;
public final fun auto (Lkotlin/reflect/KClass;[ILkotlin/jvm/functions/Function1;)Lspace/kscience/kmath/nd/NDBuffer;
public final fun buffered (Lspace/kscience/kmath/nd/Strides;Lkotlin/jvm/functions/Function2;Lkotlin/jvm/functions/Function1;)Lspace/kscience/kmath/nd/NDBuffer;
public final fun buffered ([ILkotlin/jvm/functions/Function2;Lkotlin/jvm/functions/Function1;)Lspace/kscience/kmath/nd/NDBuffer;
public static synthetic fun buffered$default (Lspace/kscience/kmath/nd/NDStructure$Companion;Lspace/kscience/kmath/nd/Strides;Lkotlin/jvm/functions/Function2;Lkotlin/jvm/functions/Function1;ILjava/lang/Object;)Lspace/kscience/kmath/nd/NDBuffer;
public static synthetic fun buffered$default (Lspace/kscience/kmath/nd/NDStructure$Companion;[ILkotlin/jvm/functions/Function2;Lkotlin/jvm/functions/Function1;ILjava/lang/Object;)Lspace/kscience/kmath/nd/NDBuffer;
public final fun contentEquals (Lspace/kscience/kmath/nd/NDStructure;Lspace/kscience/kmath/nd/NDStructure;)Z
}
public final class space/kscience/kmath/nd/NDStructure$DefaultImpls {
public static fun getDimension (Lspace/kscience/kmath/nd/NDStructure;)I
}
public final class space/kscience/kmath/nd/NDStructureKt {
public static final fun get (Lspace/kscience/kmath/nd/NDStructure;[I)Ljava/lang/Object;
public static final fun mapInPlace (Lspace/kscience/kmath/nd/MutableNDStructure;Lkotlin/jvm/functions/Function2;)V
}
public final class space/kscience/kmath/nd/RealNDField : space/kscience/kmath/nd/BufferedNDField, space/kscience/kmath/operations/ExtendedField, space/kscience/kmath/operations/NumbersAddOperations, space/kscience/kmath/operations/ScaleOperations {
public fun <init> ([I)V public fun <init> ([I)V
public synthetic fun acos (Ljava/lang/Object;)Ljava/lang/Object; public synthetic fun acos (Ljava/lang/Object;)Ljava/lang/Object;
public fun acos (Lspace/kscience/kmath/nd/NDStructure;)Lspace/kscience/kmath/nd/NDBuffer; public fun acos (Lspace/kscience/kmath/nd/StructureND;)Lspace/kscience/kmath/nd/NDBuffer;
public synthetic fun acosh (Ljava/lang/Object;)Ljava/lang/Object; public synthetic fun acosh (Ljava/lang/Object;)Ljava/lang/Object;
public fun acosh (Lspace/kscience/kmath/nd/NDStructure;)Lspace/kscience/kmath/nd/NDBuffer; public fun acosh (Lspace/kscience/kmath/nd/StructureND;)Lspace/kscience/kmath/nd/NDBuffer;
public synthetic fun asin (Ljava/lang/Object;)Ljava/lang/Object; public synthetic fun asin (Ljava/lang/Object;)Ljava/lang/Object;
public fun asin (Lspace/kscience/kmath/nd/NDStructure;)Lspace/kscience/kmath/nd/NDBuffer; public fun asin (Lspace/kscience/kmath/nd/StructureND;)Lspace/kscience/kmath/nd/NDBuffer;
public synthetic fun asinh (Ljava/lang/Object;)Ljava/lang/Object; public synthetic fun asinh (Ljava/lang/Object;)Ljava/lang/Object;
public fun asinh (Lspace/kscience/kmath/nd/NDStructure;)Lspace/kscience/kmath/nd/NDBuffer; public fun asinh (Lspace/kscience/kmath/nd/StructureND;)Lspace/kscience/kmath/nd/NDBuffer;
public synthetic fun atan (Ljava/lang/Object;)Ljava/lang/Object; public synthetic fun atan (Ljava/lang/Object;)Ljava/lang/Object;
public fun atan (Lspace/kscience/kmath/nd/NDStructure;)Lspace/kscience/kmath/nd/NDBuffer; public fun atan (Lspace/kscience/kmath/nd/StructureND;)Lspace/kscience/kmath/nd/NDBuffer;
public synthetic fun atanh (Ljava/lang/Object;)Ljava/lang/Object; public synthetic fun atanh (Ljava/lang/Object;)Ljava/lang/Object;
public fun atanh (Lspace/kscience/kmath/nd/NDStructure;)Lspace/kscience/kmath/nd/NDBuffer; public fun atanh (Lspace/kscience/kmath/nd/StructureND;)Lspace/kscience/kmath/nd/NDBuffer;
public fun combine (Lspace/kscience/kmath/nd/NDStructure;Lspace/kscience/kmath/nd/NDStructure;Lkotlin/jvm/functions/Function3;)Lspace/kscience/kmath/nd/NDBuffer; public fun combine (Lspace/kscience/kmath/nd/StructureND;Lspace/kscience/kmath/nd/StructureND;Lkotlin/jvm/functions/Function3;)Lspace/kscience/kmath/nd/NDBuffer;
public synthetic fun combine (Lspace/kscience/kmath/nd/NDStructure;Lspace/kscience/kmath/nd/NDStructure;Lkotlin/jvm/functions/Function3;)Lspace/kscience/kmath/nd/NDStructure; public synthetic fun combine (Lspace/kscience/kmath/nd/StructureND;Lspace/kscience/kmath/nd/StructureND;Lkotlin/jvm/functions/Function3;)Lspace/kscience/kmath/nd/StructureND;
public synthetic fun cos (Ljava/lang/Object;)Ljava/lang/Object; public synthetic fun cos (Ljava/lang/Object;)Ljava/lang/Object;
public fun cos (Lspace/kscience/kmath/nd/NDStructure;)Lspace/kscience/kmath/nd/NDBuffer; public fun cos (Lspace/kscience/kmath/nd/StructureND;)Lspace/kscience/kmath/nd/NDBuffer;
public synthetic fun cosh (Ljava/lang/Object;)Ljava/lang/Object; public synthetic fun cosh (Ljava/lang/Object;)Ljava/lang/Object;
public fun cosh (Lspace/kscience/kmath/nd/NDStructure;)Lspace/kscience/kmath/nd/NDBuffer; public fun cosh (Lspace/kscience/kmath/nd/StructureND;)Lspace/kscience/kmath/nd/NDBuffer;
public synthetic fun exp (Ljava/lang/Object;)Ljava/lang/Object; public synthetic fun exp (Ljava/lang/Object;)Ljava/lang/Object;
public fun exp (Lspace/kscience/kmath/nd/NDStructure;)Lspace/kscience/kmath/nd/NDBuffer; public fun exp (Lspace/kscience/kmath/nd/StructureND;)Lspace/kscience/kmath/nd/NDBuffer;
public synthetic fun getBuffer (Lspace/kscience/kmath/nd/NDStructure;)Lspace/kscience/kmath/structures/Buffer; public synthetic fun getBuffer (Lspace/kscience/kmath/nd/StructureND;)Lspace/kscience/kmath/structures/Buffer;
public fun getBuffer-LGjt3BI (Lspace/kscience/kmath/nd/NDStructure;)[D public fun getBuffer-LGjt3BI (Lspace/kscience/kmath/nd/StructureND;)[D
public synthetic fun getOne ()Ljava/lang/Object; public synthetic fun getOne ()Ljava/lang/Object;
public fun getOne ()Lspace/kscience/kmath/nd/NDBuffer; public fun getOne ()Lspace/kscience/kmath/nd/NDBuffer;
public synthetic fun getZero ()Ljava/lang/Object; public synthetic fun getZero ()Ljava/lang/Object;
public fun getZero ()Lspace/kscience/kmath/nd/NDBuffer; public fun getZero ()Lspace/kscience/kmath/nd/NDBuffer;
public synthetic fun ln (Ljava/lang/Object;)Ljava/lang/Object; public synthetic fun ln (Ljava/lang/Object;)Ljava/lang/Object;
public fun ln (Lspace/kscience/kmath/nd/NDStructure;)Lspace/kscience/kmath/nd/NDBuffer; public fun ln (Lspace/kscience/kmath/nd/StructureND;)Lspace/kscience/kmath/nd/NDBuffer;
public fun map (Lspace/kscience/kmath/nd/NDStructure;Lkotlin/jvm/functions/Function2;)Lspace/kscience/kmath/nd/NDBuffer; public fun map (Lspace/kscience/kmath/nd/StructureND;Lkotlin/jvm/functions/Function2;)Lspace/kscience/kmath/nd/NDBuffer;
public synthetic fun map (Lspace/kscience/kmath/nd/NDStructure;Lkotlin/jvm/functions/Function2;)Lspace/kscience/kmath/nd/NDStructure; public synthetic fun map (Lspace/kscience/kmath/nd/StructureND;Lkotlin/jvm/functions/Function2;)Lspace/kscience/kmath/nd/StructureND;
public fun mapIndexed (Lspace/kscience/kmath/nd/NDStructure;Lkotlin/jvm/functions/Function3;)Lspace/kscience/kmath/nd/NDBuffer; public fun mapIndexed (Lspace/kscience/kmath/nd/StructureND;Lkotlin/jvm/functions/Function3;)Lspace/kscience/kmath/nd/NDBuffer;
public synthetic fun mapIndexed (Lspace/kscience/kmath/nd/NDStructure;Lkotlin/jvm/functions/Function3;)Lspace/kscience/kmath/nd/NDStructure; public synthetic fun mapIndexed (Lspace/kscience/kmath/nd/StructureND;Lkotlin/jvm/functions/Function3;)Lspace/kscience/kmath/nd/StructureND;
public synthetic fun minus (Ljava/lang/Number;Ljava/lang/Object;)Ljava/lang/Object; public synthetic fun minus (Ljava/lang/Number;Ljava/lang/Object;)Ljava/lang/Object;
public fun minus (Ljava/lang/Number;Lspace/kscience/kmath/nd/NDStructure;)Lspace/kscience/kmath/nd/NDStructure; public fun minus (Ljava/lang/Number;Lspace/kscience/kmath/nd/StructureND;)Lspace/kscience/kmath/nd/StructureND;
public synthetic fun minus (Ljava/lang/Object;Ljava/lang/Number;)Ljava/lang/Object; public synthetic fun minus (Ljava/lang/Object;Ljava/lang/Number;)Ljava/lang/Object;
public fun minus (Lspace/kscience/kmath/nd/NDStructure;Ljava/lang/Number;)Lspace/kscience/kmath/nd/NDStructure; public fun minus (Lspace/kscience/kmath/nd/StructureND;Ljava/lang/Number;)Lspace/kscience/kmath/nd/StructureND;
public synthetic fun number (Ljava/lang/Number;)Ljava/lang/Object; public synthetic fun number (Ljava/lang/Number;)Ljava/lang/Object;
public fun number (Ljava/lang/Number;)Lspace/kscience/kmath/nd/NDBuffer; public fun number (Ljava/lang/Number;)Lspace/kscience/kmath/nd/NDBuffer;
public synthetic fun number (Ljava/lang/Number;)Lspace/kscience/kmath/nd/NDStructure; public synthetic fun number (Ljava/lang/Number;)Lspace/kscience/kmath/nd/StructureND;
public synthetic fun plus (Ljava/lang/Number;Ljava/lang/Object;)Ljava/lang/Object; public synthetic fun plus (Ljava/lang/Number;Ljava/lang/Object;)Ljava/lang/Object;
public fun plus (Ljava/lang/Number;Lspace/kscience/kmath/nd/NDStructure;)Lspace/kscience/kmath/nd/NDStructure; public fun plus (Ljava/lang/Number;Lspace/kscience/kmath/nd/StructureND;)Lspace/kscience/kmath/nd/StructureND;
public synthetic fun plus (Ljava/lang/Object;Ljava/lang/Number;)Ljava/lang/Object; public synthetic fun plus (Ljava/lang/Object;Ljava/lang/Number;)Ljava/lang/Object;
public fun plus (Lspace/kscience/kmath/nd/NDStructure;Ljava/lang/Number;)Lspace/kscience/kmath/nd/NDStructure; public fun plus (Lspace/kscience/kmath/nd/StructureND;Ljava/lang/Number;)Lspace/kscience/kmath/nd/StructureND;
public synthetic fun pow (Ljava/lang/Object;Ljava/lang/Number;)Ljava/lang/Object; public synthetic fun pow (Ljava/lang/Object;Ljava/lang/Number;)Ljava/lang/Object;
public fun pow (Lspace/kscience/kmath/nd/NDStructure;Ljava/lang/Number;)Lspace/kscience/kmath/nd/NDStructure; public fun pow (Lspace/kscience/kmath/nd/StructureND;Ljava/lang/Number;)Lspace/kscience/kmath/nd/StructureND;
public synthetic fun power (Ljava/lang/Object;Ljava/lang/Number;)Ljava/lang/Object; public synthetic fun power (Ljava/lang/Object;Ljava/lang/Number;)Ljava/lang/Object;
public fun power (Lspace/kscience/kmath/nd/NDStructure;Ljava/lang/Number;)Lspace/kscience/kmath/nd/NDBuffer; public fun power (Lspace/kscience/kmath/nd/StructureND;Ljava/lang/Number;)Lspace/kscience/kmath/nd/NDBuffer;
public fun produce (Lkotlin/jvm/functions/Function2;)Lspace/kscience/kmath/nd/NDBuffer; public fun produce (Lkotlin/jvm/functions/Function2;)Lspace/kscience/kmath/nd/NDBuffer;
public synthetic fun produce (Lkotlin/jvm/functions/Function2;)Lspace/kscience/kmath/nd/NDStructure; public synthetic fun produce (Lkotlin/jvm/functions/Function2;)Lspace/kscience/kmath/nd/StructureND;
public fun rightSideNumberOperationFunction (Ljava/lang/String;)Lkotlin/jvm/functions/Function2; public fun rightSideNumberOperationFunction (Ljava/lang/String;)Lkotlin/jvm/functions/Function2;
public synthetic fun scale (Ljava/lang/Object;D)Ljava/lang/Object; public synthetic fun scale (Ljava/lang/Object;D)Ljava/lang/Object;
public fun scale (Lspace/kscience/kmath/nd/NDStructure;D)Lspace/kscience/kmath/nd/NDStructure; public fun scale (Lspace/kscience/kmath/nd/StructureND;D)Lspace/kscience/kmath/nd/StructureND;
public synthetic fun sin (Ljava/lang/Object;)Ljava/lang/Object; public synthetic fun sin (Ljava/lang/Object;)Ljava/lang/Object;
public fun sin (Lspace/kscience/kmath/nd/NDStructure;)Lspace/kscience/kmath/nd/NDBuffer; public fun sin (Lspace/kscience/kmath/nd/StructureND;)Lspace/kscience/kmath/nd/NDBuffer;
public synthetic fun sinh (Ljava/lang/Object;)Ljava/lang/Object; public synthetic fun sinh (Ljava/lang/Object;)Ljava/lang/Object;
public fun sinh (Lspace/kscience/kmath/nd/NDStructure;)Lspace/kscience/kmath/nd/NDBuffer; public fun sinh (Lspace/kscience/kmath/nd/StructureND;)Lspace/kscience/kmath/nd/NDBuffer;
public synthetic fun sqrt (Ljava/lang/Object;)Ljava/lang/Object; public synthetic fun sqrt (Ljava/lang/Object;)Ljava/lang/Object;
public fun sqrt (Lspace/kscience/kmath/nd/NDStructure;)Lspace/kscience/kmath/nd/NDStructure; public fun sqrt (Lspace/kscience/kmath/nd/StructureND;)Lspace/kscience/kmath/nd/StructureND;
public synthetic fun tan (Ljava/lang/Object;)Ljava/lang/Object; public synthetic fun tan (Ljava/lang/Object;)Ljava/lang/Object;
public fun tan (Lspace/kscience/kmath/nd/NDStructure;)Lspace/kscience/kmath/nd/NDBuffer; public fun tan (Lspace/kscience/kmath/nd/StructureND;)Lspace/kscience/kmath/nd/NDBuffer;
public synthetic fun tanh (Ljava/lang/Object;)Ljava/lang/Object; public synthetic fun tanh (Ljava/lang/Object;)Ljava/lang/Object;
public fun tanh (Lspace/kscience/kmath/nd/NDStructure;)Lspace/kscience/kmath/nd/NDBuffer; public fun tanh (Lspace/kscience/kmath/nd/StructureND;)Lspace/kscience/kmath/nd/NDBuffer;
public fun unaryOperationFunction (Ljava/lang/String;)Lkotlin/jvm/functions/Function1; public fun unaryOperationFunction (Ljava/lang/String;)Lkotlin/jvm/functions/Function1;
} }
public final class space/kscience/kmath/nd/RealNDFieldKt { public final class space/kscience/kmath/nd/RealFieldNDKt {
public static final fun nd (Lspace/kscience/kmath/operations/RealField;[ILkotlin/jvm/functions/Function1;)Ljava/lang/Object; public static final fun nd (Lspace/kscience/kmath/operations/RealField;[ILkotlin/jvm/functions/Function1;)Ljava/lang/Object;
public static final fun real (Lspace/kscience/kmath/nd/NDAlgebra$Companion;[I)Lspace/kscience/kmath/nd/RealNDField; public static final fun real (Lspace/kscience/kmath/nd/AlgebraND$Companion;[I)Lspace/kscience/kmath/nd/RealFieldND;
}
public abstract interface class space/kscience/kmath/nd/RingND : space/kscience/kmath/nd/GroupND, space/kscience/kmath/operations/Ring {
public static final field Companion Lspace/kscience/kmath/nd/RingND$Companion;
public abstract fun multiply (Lspace/kscience/kmath/nd/StructureND;Lspace/kscience/kmath/nd/StructureND;)Lspace/kscience/kmath/nd/StructureND;
public abstract fun times (Ljava/lang/Object;Lspace/kscience/kmath/nd/StructureND;)Lspace/kscience/kmath/nd/StructureND;
public abstract fun times (Lspace/kscience/kmath/nd/StructureND;Ljava/lang/Object;)Lspace/kscience/kmath/nd/StructureND;
}
public final class space/kscience/kmath/nd/RingND$Companion {
}
public final class space/kscience/kmath/nd/RingND$DefaultImpls {
public static fun add (Lspace/kscience/kmath/nd/RingND;Lspace/kscience/kmath/nd/StructureND;Lspace/kscience/kmath/nd/StructureND;)Lspace/kscience/kmath/nd/StructureND;
public static fun binaryOperation (Lspace/kscience/kmath/nd/RingND;Ljava/lang/String;Lspace/kscience/kmath/nd/StructureND;Lspace/kscience/kmath/nd/StructureND;)Lspace/kscience/kmath/nd/StructureND;
public static fun binaryOperationFunction (Lspace/kscience/kmath/nd/RingND;Ljava/lang/String;)Lkotlin/jvm/functions/Function2;
public static fun bindSymbol (Lspace/kscience/kmath/nd/RingND;Ljava/lang/String;)Lspace/kscience/kmath/nd/StructureND;
public static fun invoke (Lspace/kscience/kmath/nd/RingND;Lkotlin/jvm/functions/Function1;Lspace/kscience/kmath/nd/StructureND;)Lspace/kscience/kmath/nd/StructureND;
public static fun minus (Lspace/kscience/kmath/nd/RingND;Ljava/lang/Object;Lspace/kscience/kmath/nd/StructureND;)Lspace/kscience/kmath/nd/StructureND;
public static fun minus (Lspace/kscience/kmath/nd/RingND;Lspace/kscience/kmath/nd/StructureND;Ljava/lang/Object;)Lspace/kscience/kmath/nd/StructureND;
public static fun minus (Lspace/kscience/kmath/nd/RingND;Lspace/kscience/kmath/nd/StructureND;Lspace/kscience/kmath/nd/StructureND;)Lspace/kscience/kmath/nd/StructureND;
public static fun multiply (Lspace/kscience/kmath/nd/RingND;Lspace/kscience/kmath/nd/StructureND;Lspace/kscience/kmath/nd/StructureND;)Lspace/kscience/kmath/nd/StructureND;
public static fun plus (Lspace/kscience/kmath/nd/RingND;Ljava/lang/Object;Lspace/kscience/kmath/nd/StructureND;)Lspace/kscience/kmath/nd/StructureND;
public static fun plus (Lspace/kscience/kmath/nd/RingND;Lspace/kscience/kmath/nd/StructureND;Ljava/lang/Object;)Lspace/kscience/kmath/nd/StructureND;
public static fun plus (Lspace/kscience/kmath/nd/RingND;Lspace/kscience/kmath/nd/StructureND;Lspace/kscience/kmath/nd/StructureND;)Lspace/kscience/kmath/nd/StructureND;
public static fun times (Lspace/kscience/kmath/nd/RingND;Ljava/lang/Object;Lspace/kscience/kmath/nd/StructureND;)Lspace/kscience/kmath/nd/StructureND;
public static fun times (Lspace/kscience/kmath/nd/RingND;Lspace/kscience/kmath/nd/StructureND;Ljava/lang/Object;)Lspace/kscience/kmath/nd/StructureND;
public static fun times (Lspace/kscience/kmath/nd/RingND;Lspace/kscience/kmath/nd/StructureND;Lspace/kscience/kmath/nd/StructureND;)Lspace/kscience/kmath/nd/StructureND;
public static fun unaryOperation (Lspace/kscience/kmath/nd/RingND;Ljava/lang/String;Lspace/kscience/kmath/nd/StructureND;)Lspace/kscience/kmath/nd/StructureND;
public static fun unaryOperationFunction (Lspace/kscience/kmath/nd/RingND;Ljava/lang/String;)Lkotlin/jvm/functions/Function1;
public static fun unaryPlus (Lspace/kscience/kmath/nd/RingND;Lspace/kscience/kmath/nd/StructureND;)Lspace/kscience/kmath/nd/StructureND;
} }
public final class space/kscience/kmath/nd/ShapeMismatchException : java/lang/RuntimeException { public final class space/kscience/kmath/nd/ShapeMismatchException : java/lang/RuntimeException {
@ -1059,33 +1030,33 @@ public final class space/kscience/kmath/nd/ShapeMismatchException : java/lang/Ru
public final fun getExpected ()[I public final fun getExpected ()[I
} }
public final class space/kscience/kmath/nd/ShortNDRing : space/kscience/kmath/nd/BufferedNDRing, space/kscience/kmath/operations/NumbersAddOperations { public final class space/kscience/kmath/nd/ShortRingND : space/kscience/kmath/nd/BufferedRingND, space/kscience/kmath/operations/NumbersAddOperations {
public fun <init> ([I)V public fun <init> ([I)V
public synthetic fun getOne ()Ljava/lang/Object; public synthetic fun getOne ()Ljava/lang/Object;
public fun getOne ()Lspace/kscience/kmath/nd/NDBuffer; public fun getOne ()Lspace/kscience/kmath/nd/NDBuffer;
public synthetic fun getZero ()Ljava/lang/Object; public synthetic fun getZero ()Ljava/lang/Object;
public fun getZero ()Lspace/kscience/kmath/nd/NDBuffer; public fun getZero ()Lspace/kscience/kmath/nd/NDBuffer;
public synthetic fun leftSideNumberOperation (Ljava/lang/String;Ljava/lang/Number;Ljava/lang/Object;)Ljava/lang/Object; public synthetic fun leftSideNumberOperation (Ljava/lang/String;Ljava/lang/Number;Ljava/lang/Object;)Ljava/lang/Object;
public fun leftSideNumberOperation (Ljava/lang/String;Ljava/lang/Number;Lspace/kscience/kmath/nd/NDStructure;)Lspace/kscience/kmath/nd/NDStructure; public fun leftSideNumberOperation (Ljava/lang/String;Ljava/lang/Number;Lspace/kscience/kmath/nd/StructureND;)Lspace/kscience/kmath/nd/StructureND;
public fun leftSideNumberOperationFunction (Ljava/lang/String;)Lkotlin/jvm/functions/Function2; public fun leftSideNumberOperationFunction (Ljava/lang/String;)Lkotlin/jvm/functions/Function2;
public synthetic fun minus (Ljava/lang/Number;Ljava/lang/Object;)Ljava/lang/Object; public synthetic fun minus (Ljava/lang/Number;Ljava/lang/Object;)Ljava/lang/Object;
public fun minus (Ljava/lang/Number;Lspace/kscience/kmath/nd/NDStructure;)Lspace/kscience/kmath/nd/NDStructure; public fun minus (Ljava/lang/Number;Lspace/kscience/kmath/nd/StructureND;)Lspace/kscience/kmath/nd/StructureND;
public synthetic fun minus (Ljava/lang/Object;Ljava/lang/Number;)Ljava/lang/Object; public synthetic fun minus (Ljava/lang/Object;Ljava/lang/Number;)Ljava/lang/Object;
public fun minus (Lspace/kscience/kmath/nd/NDStructure;Ljava/lang/Number;)Lspace/kscience/kmath/nd/NDStructure; public fun minus (Lspace/kscience/kmath/nd/StructureND;Ljava/lang/Number;)Lspace/kscience/kmath/nd/StructureND;
public synthetic fun number (Ljava/lang/Number;)Ljava/lang/Object; public synthetic fun number (Ljava/lang/Number;)Ljava/lang/Object;
public fun number (Ljava/lang/Number;)Lspace/kscience/kmath/nd/NDBuffer; public fun number (Ljava/lang/Number;)Lspace/kscience/kmath/nd/NDBuffer;
public synthetic fun plus (Ljava/lang/Number;Ljava/lang/Object;)Ljava/lang/Object; public synthetic fun plus (Ljava/lang/Number;Ljava/lang/Object;)Ljava/lang/Object;
public fun plus (Ljava/lang/Number;Lspace/kscience/kmath/nd/NDStructure;)Lspace/kscience/kmath/nd/NDStructure; public fun plus (Ljava/lang/Number;Lspace/kscience/kmath/nd/StructureND;)Lspace/kscience/kmath/nd/StructureND;
public synthetic fun plus (Ljava/lang/Object;Ljava/lang/Number;)Ljava/lang/Object; public synthetic fun plus (Ljava/lang/Object;Ljava/lang/Number;)Ljava/lang/Object;
public fun plus (Lspace/kscience/kmath/nd/NDStructure;Ljava/lang/Number;)Lspace/kscience/kmath/nd/NDStructure; public fun plus (Lspace/kscience/kmath/nd/StructureND;Ljava/lang/Number;)Lspace/kscience/kmath/nd/StructureND;
public synthetic fun rightSideNumberOperation (Ljava/lang/String;Ljava/lang/Object;Ljava/lang/Number;)Ljava/lang/Object; public synthetic fun rightSideNumberOperation (Ljava/lang/String;Ljava/lang/Object;Ljava/lang/Number;)Ljava/lang/Object;
public fun rightSideNumberOperation (Ljava/lang/String;Lspace/kscience/kmath/nd/NDStructure;Ljava/lang/Number;)Lspace/kscience/kmath/nd/NDStructure; public fun rightSideNumberOperation (Ljava/lang/String;Lspace/kscience/kmath/nd/StructureND;Ljava/lang/Number;)Lspace/kscience/kmath/nd/StructureND;
public fun rightSideNumberOperationFunction (Ljava/lang/String;)Lkotlin/jvm/functions/Function2; public fun rightSideNumberOperationFunction (Ljava/lang/String;)Lkotlin/jvm/functions/Function2;
} }
public final class space/kscience/kmath/nd/ShortNDRingKt { public final class space/kscience/kmath/nd/ShortRingNDKt {
public static final fun nd (Lspace/kscience/kmath/operations/ShortRing;[ILkotlin/jvm/functions/Function1;)Ljava/lang/Object; public static final fun nd (Lspace/kscience/kmath/operations/ShortRing;[ILkotlin/jvm/functions/Function1;)Ljava/lang/Object;
public static final fun produceInline (Lspace/kscience/kmath/nd/BufferedNDRing;Lkotlin/jvm/functions/Function2;)Lspace/kscience/kmath/nd/NDBuffer; public static final fun produceInline (Lspace/kscience/kmath/nd/BufferedRingND;Lkotlin/jvm/functions/Function2;)Lspace/kscience/kmath/nd/NDBuffer;
} }
public abstract interface class space/kscience/kmath/nd/Strides { public abstract interface class space/kscience/kmath/nd/Strides {
@ -1101,7 +1072,7 @@ public final class space/kscience/kmath/nd/Strides$DefaultImpls {
public static fun indices (Lspace/kscience/kmath/nd/Strides;)Lkotlin/sequences/Sequence; public static fun indices (Lspace/kscience/kmath/nd/Strides;)Lkotlin/sequences/Sequence;
} }
public abstract interface class space/kscience/kmath/nd/Structure1D : space/kscience/kmath/nd/NDStructure, space/kscience/kmath/structures/Buffer { public abstract interface class space/kscience/kmath/nd/Structure1D : space/kscience/kmath/nd/StructureND, space/kscience/kmath/structures/Buffer {
public abstract fun get ([I)Ljava/lang/Object; public abstract fun get ([I)Ljava/lang/Object;
public abstract fun getDimension ()I public abstract fun getDimension ()I
public abstract fun iterator ()Ljava/util/Iterator; public abstract fun iterator ()Ljava/util/Iterator;
@ -1115,11 +1086,11 @@ public final class space/kscience/kmath/nd/Structure1D$DefaultImpls {
} }
public final class space/kscience/kmath/nd/Structure1DKt { public final class space/kscience/kmath/nd/Structure1DKt {
public static final fun as1D (Lspace/kscience/kmath/nd/NDStructure;)Lspace/kscience/kmath/nd/Structure1D; public static final fun as1D (Lspace/kscience/kmath/nd/StructureND;)Lspace/kscience/kmath/nd/Structure1D;
public static final fun asND (Lspace/kscience/kmath/structures/Buffer;)Lspace/kscience/kmath/nd/Structure1D; public static final fun asND (Lspace/kscience/kmath/structures/Buffer;)Lspace/kscience/kmath/nd/Structure1D;
} }
public abstract interface class space/kscience/kmath/nd/Structure2D : space/kscience/kmath/nd/NDStructure { public abstract interface class space/kscience/kmath/nd/Structure2D : space/kscience/kmath/nd/StructureND {
public static final field Companion Lspace/kscience/kmath/nd/Structure2D$Companion; public static final field Companion Lspace/kscience/kmath/nd/Structure2D$Companion;
public abstract fun elements ()Lkotlin/sequences/Sequence; public abstract fun elements ()Lkotlin/sequences/Sequence;
public abstract fun get (II)Ljava/lang/Object; public abstract fun get (II)Ljava/lang/Object;
@ -1144,7 +1115,36 @@ public final class space/kscience/kmath/nd/Structure2D$DefaultImpls {
} }
public final class space/kscience/kmath/nd/Structure2DKt { public final class space/kscience/kmath/nd/Structure2DKt {
public static final fun as2D (Lspace/kscience/kmath/nd/NDStructure;)Lspace/kscience/kmath/nd/Structure2D; public static final fun as2D (Lspace/kscience/kmath/nd/StructureND;)Lspace/kscience/kmath/nd/Structure2D;
}
public abstract interface class space/kscience/kmath/nd/StructureND {
public static final field Companion Lspace/kscience/kmath/nd/StructureND$Companion;
public abstract fun elements ()Lkotlin/sequences/Sequence;
public abstract fun equals (Ljava/lang/Object;)Z
public abstract fun get ([I)Ljava/lang/Object;
public abstract fun getDimension ()I
public abstract fun getShape ()[I
public abstract fun hashCode ()I
}
public final class space/kscience/kmath/nd/StructureND$Companion {
public final fun auto (Lkotlin/reflect/KClass;Lspace/kscience/kmath/nd/Strides;Lkotlin/jvm/functions/Function1;)Lspace/kscience/kmath/nd/NDBuffer;
public final fun auto (Lkotlin/reflect/KClass;[ILkotlin/jvm/functions/Function1;)Lspace/kscience/kmath/nd/NDBuffer;
public final fun buffered (Lspace/kscience/kmath/nd/Strides;Lkotlin/jvm/functions/Function2;Lkotlin/jvm/functions/Function1;)Lspace/kscience/kmath/nd/NDBuffer;
public final fun buffered ([ILkotlin/jvm/functions/Function2;Lkotlin/jvm/functions/Function1;)Lspace/kscience/kmath/nd/NDBuffer;
public static synthetic fun buffered$default (Lspace/kscience/kmath/nd/StructureND$Companion;Lspace/kscience/kmath/nd/Strides;Lkotlin/jvm/functions/Function2;Lkotlin/jvm/functions/Function1;ILjava/lang/Object;)Lspace/kscience/kmath/nd/NDBuffer;
public static synthetic fun buffered$default (Lspace/kscience/kmath/nd/StructureND$Companion;[ILkotlin/jvm/functions/Function2;Lkotlin/jvm/functions/Function1;ILjava/lang/Object;)Lspace/kscience/kmath/nd/NDBuffer;
public final fun contentEquals (Lspace/kscience/kmath/nd/StructureND;Lspace/kscience/kmath/nd/StructureND;)Z
}
public final class space/kscience/kmath/nd/StructureND$DefaultImpls {
public static fun getDimension (Lspace/kscience/kmath/nd/StructureND;)I
}
public final class space/kscience/kmath/nd/StructureNDKt {
public static final fun get (Lspace/kscience/kmath/nd/StructureND;[I)Ljava/lang/Object;
public static final fun mapInPlace (Lspace/kscience/kmath/nd/MutableNDStructure;Lkotlin/jvm/functions/Function2;)V
} }
public abstract interface class space/kscience/kmath/operations/Algebra { public abstract interface class space/kscience/kmath/operations/Algebra {
@ -1287,7 +1287,7 @@ public final class space/kscience/kmath/operations/BigIntField : space/kscience/
public final class space/kscience/kmath/operations/BigIntKt { public final class space/kscience/kmath/operations/BigIntKt {
public static final fun abs (Lspace/kscience/kmath/operations/BigInt;)Lspace/kscience/kmath/operations/BigInt; public static final fun abs (Lspace/kscience/kmath/operations/BigInt;)Lspace/kscience/kmath/operations/BigInt;
public static final fun bigInt (Lspace/kscience/kmath/nd/NDAlgebra$Companion;[I)Lspace/kscience/kmath/nd/BufferedNDRing; public static final fun bigInt (Lspace/kscience/kmath/nd/AlgebraND$Companion;[I)Lspace/kscience/kmath/nd/BufferedRingND;
public static final fun bigInt (Lspace/kscience/kmath/structures/Buffer$Companion;ILkotlin/jvm/functions/Function1;)Lspace/kscience/kmath/structures/Buffer; public static final fun bigInt (Lspace/kscience/kmath/structures/Buffer$Companion;ILkotlin/jvm/functions/Function1;)Lspace/kscience/kmath/structures/Buffer;
public static final fun bigInt (Lspace/kscience/kmath/structures/MutableBuffer$Companion;ILkotlin/jvm/functions/Function1;)Lspace/kscience/kmath/structures/MutableBuffer; public static final fun bigInt (Lspace/kscience/kmath/structures/MutableBuffer$Companion;ILkotlin/jvm/functions/Function1;)Lspace/kscience/kmath/structures/MutableBuffer;
public static final fun parseBigInteger (Ljava/lang/String;)Lspace/kscience/kmath/operations/BigInt; public static final fun parseBigInteger (Ljava/lang/String;)Lspace/kscience/kmath/operations/BigInt;

2
kmath-core/src/commonMain/kotlin/space/kscience/kmath/linear/BufferedLinearSpace.kt
View File

@ -17,7 +17,7 @@ public class BufferedLinearSpace<T : Any, A : Ring<T>>(
private fun ndRing( private fun ndRing(
rows: Int, rows: Int,
cols: Int, cols: Int,
): BufferedNDRing<T, A> = NDAlgebra.ring(elementAlgebra, bufferFactory, rows, cols) ): BufferedRingND<T, A> = AlgebraND.ring(elementAlgebra, bufferFactory, rows, cols)
override fun buildMatrix(rows: Int, columns: Int, initializer: A.(i: Int, j: Int) -> T): Matrix<T> = override fun buildMatrix(rows: Int, columns: Int, initializer: A.(i: Int, j: Int) -> T): Matrix<T> =
ndRing(rows, columns).produce { (i, j) -> elementAlgebra.initializer(i, j) }.as2D() ndRing(rows, columns).produce { (i, j) -> elementAlgebra.initializer(i, j) }.as2D()

6
kmath-core/src/commonMain/kotlin/space/kscience/kmath/linear/VirtualMatrix.kt
View File

@ -1,6 +1,6 @@
package space.kscience.kmath.linear package space.kscience.kmath.linear
import space.kscience.kmath.nd.NDStructure import space.kscience.kmath.nd.StructureND
/** /**
* The matrix where each element is evaluated each time when is being accessed. * The matrix where each element is evaluated each time when is being accessed.
@ -19,8 +19,8 @@ public class VirtualMatrix<T : Any>(
override fun equals(other: Any?): Boolean { override fun equals(other: Any?): Boolean {
if (this === other) return true if (this === other) return true
if (other !is NDStructure<*>) return false if (other !is StructureND<*>) return false
return NDStructure.contentEquals(this, other) return StructureND.contentEquals(this, other)
} }
override fun hashCode(): Int { override fun hashCode(): Int {

60
kmath-core/src/commonMain/kotlin/space/kscience/kmath/nd/NDAlgebra.kt → kmath-core/src/commonMain/kotlin/space/kscience/kmath/nd/AlgebraND.kt
View File

@ -21,7 +21,7 @@ public class ShapeMismatchException(public val expected: IntArray, public val ac
* @param C the type of the element context. * @param C the type of the element context.
* @param N the type of the structure. * @param N the type of the structure.
*/ */
public interface NDAlgebra<T, C : Algebra<T>> { public interface AlgebraND<T, C : Algebra<T>> {
/** /**
* The shape of ND-structures this algebra operates on. * The shape of ND-structures this algebra operates on.
*/ */
@ -35,27 +35,27 @@ public interface NDAlgebra<T, C : Algebra<T>> {
/** /**
* Produces a new NDStructure using given initializer function. * Produces a new NDStructure using given initializer function.
*/ */
public fun produce(initializer: C.(IntArray) -> T): NDStructure<T> public fun produce(initializer: C.(IntArray) -> T): StructureND<T>
/** /**
* Maps elements from one structure to another one by applying [transform] to them. * Maps elements from one structure to another one by applying [transform] to them.
*/ */
public fun NDStructure<T>.map(transform: C.(T) -> T): NDStructure<T> public fun StructureND<T>.map(transform: C.(T) -> T): StructureND<T>
/** /**
* Maps elements from one structure to another one by applying [transform] to them alongside with their indices. * Maps elements from one structure to another one by applying [transform] to them alongside with their indices.
*/ */
public fun NDStructure<T>.mapIndexed(transform: C.(index: IntArray, T) -> T): NDStructure<T> public fun StructureND<T>.mapIndexed(transform: C.(index: IntArray, T) -> T): StructureND<T>
/** /**
* Combines two structures into one. * Combines two structures into one.
*/ */
public fun combine(a: NDStructure<T>, b: NDStructure<T>, transform: C.(T, T) -> T): NDStructure<T> public fun combine(a: StructureND<T>, b: StructureND<T>, transform: C.(T, T) -> T): StructureND<T>
/** /**
* Element-wise invocation of function working on [T] on a [NDStructure]. * Element-wise invocation of function working on [T] on a [StructureND].
*/ */
public operator fun Function1<T, T>.invoke(structure: NDStructure<T>): NDStructure<T> = public operator fun Function1<T, T>.invoke(structure: StructureND<T>): StructureND<T> =
structure.map { value -> this@invoke(value) } structure.map { value -> this@invoke(value) }
/** /**
@ -67,7 +67,7 @@ public interface NDAlgebra<T, C : Algebra<T>> {
* @return a feature object or `null` if it isn't present. * @return a feature object or `null` if it isn't present.
*/ */
@UnstableKMathAPI @UnstableKMathAPI
public fun <F : Any> getFeature(structure: NDStructure<T>, type: KClass<F>): F? = structure.getFeature(type) public fun <F : Any> getFeature(structure: StructureND<T>, type: KClass<F>): F? = structure.getFeature(type)
public companion object public companion object
} }
@ -81,7 +81,7 @@ public interface NDAlgebra<T, C : Algebra<T>> {
* @return a feature object or `null` if it isn't present. * @return a feature object or `null` if it isn't present.
*/ */
@UnstableKMathAPI @UnstableKMathAPI
public inline fun <T : Any, reified F : Any> NDAlgebra<T, *>.getFeature(structure: NDStructure<T>): F? = public inline fun <T : Any, reified F : Any> AlgebraND<T, *>.getFeature(structure: StructureND<T>): F? =
getFeature(structure, F::class) getFeature(structure, F::class)
/** /**
@ -90,11 +90,11 @@ public inline fun <T : Any, reified F : Any> NDAlgebra<T, *>.getFeature(structur
* @param structures the structures to check. * @param structures the structures to check.
* @return the array of valid structures. * @return the array of valid structures.
*/ */
internal fun <T, C : Algebra<T>> NDAlgebra<T, C>.checkShape(vararg structures: NDStructure<T>): Array<out NDStructure<T>> = internal fun <T, C : Algebra<T>> AlgebraND<T, C>.checkShape(vararg structures: StructureND<T>): Array<out StructureND<T>> =
structures structures
.map(NDStructure<T>::shape) .map(StructureND<T>::shape)
.singleOrNull { !shape.contentEquals(it) } .singleOrNull { !shape.contentEquals(it) }
?.let<IntArray, Array<out NDStructure<T>>> { throw ShapeMismatchException(shape, it) } ?.let<IntArray, Array<out StructureND<T>>> { throw ShapeMismatchException(shape, it) }
?: structures ?: structures
/** /**
@ -103,19 +103,19 @@ internal fun <T, C : Algebra<T>> NDAlgebra<T, C>.checkShape(vararg structures: N
* @param element the structure to check. * @param element the structure to check.
* @return the valid structure. * @return the valid structure.
*/ */
internal fun <T, C : Algebra<T>> NDAlgebra<T, C>.checkShape(element: NDStructure<T>): NDStructure<T> { internal fun <T, C : Algebra<T>> AlgebraND<T, C>.checkShape(element: StructureND<T>): StructureND<T> {
if (!element.shape.contentEquals(shape)) throw ShapeMismatchException(shape, element.shape) if (!element.shape.contentEquals(shape)) throw ShapeMismatchException(shape, element.shape)
return element return element
} }
/** /**
* Space of [NDStructure]. * Space of [StructureND].
* *
* @param T the type of the element contained in ND structure. * @param T the type of the element contained in ND structure.
* @param N the type of ND structure. * @param N the type of ND structure.
* @param S the type of space of structure elements. * @param S the type of space of structure elements.
*/ */
public interface NDGroup<T, S : Group<T>> : Group<NDStructure<T>>, NDAlgebra<T, S> { public interface GroupND<T, S : Group<T>> : Group<StructureND<T>>, AlgebraND<T, S> {
/** /**
* Element-wise addition. * Element-wise addition.
* *
@ -123,7 +123,7 @@ public interface NDGroup<T, S : Group<T>> : Group<NDStructure<T>>, NDAlgebra<T,
* @param b the augend. * @param b the augend.
* @return the sum. * @return the sum.
*/ */
public override fun add(a: NDStructure<T>, b: NDStructure<T>): NDStructure<T> = public override fun add(a: StructureND<T>, b: StructureND<T>): StructureND<T> =
combine(a, b) { aValue, bValue -> add(aValue, bValue) } combine(a, b) { aValue, bValue -> add(aValue, bValue) }
// /** // /**
@ -144,7 +144,7 @@ public interface NDGroup<T, S : Group<T>> : Group<NDStructure<T>>, NDAlgebra<T,
* @param arg the augend. * @param arg the augend.
* @return the sum. * @return the sum.
*/ */
public operator fun NDStructure<T>.plus(arg: T): NDStructure<T> = this.map { value -> add(arg, value) } public operator fun StructureND<T>.plus(arg: T): StructureND<T> = this.map { value -> add(arg, value) }
/** /**
* Subtracts an element from ND structure of it. * Subtracts an element from ND structure of it.
@ -153,7 +153,7 @@ public interface NDGroup<T, S : Group<T>> : Group<NDStructure<T>>, NDAlgebra<T,
* @param arg the divisor. * @param arg the divisor.
* @return the quotient. * @return the quotient.
*/ */
public operator fun NDStructure<T>.minus(arg: T): NDStructure<T> = this.map { value -> add(arg, -value) } public operator fun StructureND<T>.minus(arg: T): StructureND<T> = this.map { value -> add(arg, -value) }
/** /**
* Adds an element to ND structure of it. * Adds an element to ND structure of it.
@ -162,7 +162,7 @@ public interface NDGroup<T, S : Group<T>> : Group<NDStructure<T>>, NDAlgebra<T,
* @param arg the augend. * @param arg the augend.
* @return the sum. * @return the sum.
*/ */
public operator fun T.plus(arg: NDStructure<T>): NDStructure<T> = arg.map { value -> add(this@plus, value) } public operator fun T.plus(arg: StructureND<T>): StructureND<T> = arg.map { value -> add(this@plus, value) }
/** /**
* Subtracts an ND structure from an element of it. * Subtracts an ND structure from an element of it.
@ -171,19 +171,19 @@ public interface NDGroup<T, S : Group<T>> : Group<NDStructure<T>>, NDAlgebra<T,
* @param arg the divisor. * @param arg the divisor.
* @return the quotient. * @return the quotient.
*/ */
public operator fun T.minus(arg: NDStructure<T>): NDStructure<T> = arg.map { value -> add(-this@minus, value) } public operator fun T.minus(arg: StructureND<T>): StructureND<T> = arg.map { value -> add(-this@minus, value) }
public companion object public companion object
} }
/** /**
* Ring of [NDStructure]. * Ring of [StructureND].
* *
* @param T the type of the element contained in ND structure. * @param T the type of the element contained in ND structure.
* @param N the type of ND structure. * @param N the type of ND structure.
* @param R the type of ring of structure elements. * @param R the type of ring of structure elements.
*/ */
public interface NDRing<T, R : Ring<T>> : Ring<NDStructure<T>>, NDGroup<T, R> { public interface RingND<T, R : Ring<T>> : Ring<StructureND<T>>, GroupND<T, R> {
/** /**
* Element-wise multiplication. * Element-wise multiplication.
* *
@ -191,7 +191,7 @@ public interface NDRing<T, R : Ring<T>> : Ring<NDStructure<T>>, NDGroup<T, R> {
* @param b the multiplier. * @param b the multiplier.
* @return the product. * @return the product.
*/ */
public override fun multiply(a: NDStructure<T>, b: NDStructure<T>): NDStructure<T> = public override fun multiply(a: StructureND<T>, b: StructureND<T>): StructureND<T> =
combine(a, b) { aValue, bValue -> multiply(aValue, bValue) } combine(a, b) { aValue, bValue -> multiply(aValue, bValue) }
//TODO move to extensions after KEEP-176 //TODO move to extensions after KEEP-176
@ -203,7 +203,7 @@ public interface NDRing<T, R : Ring<T>> : Ring<NDStructure<T>>, NDGroup<T, R> {
* @param arg the multiplier. * @param arg the multiplier.
* @return the product. * @return the product.
*/ */
public operator fun NDStructure<T>.times(arg: T): NDStructure<T> = this.map { value -> multiply(arg, value) } public operator fun StructureND<T>.times(arg: T): StructureND<T> = this.map { value -> multiply(arg, value) }
/** /**
* Multiplies an element by a ND structure of it. * Multiplies an element by a ND structure of it.
@ -212,19 +212,19 @@ public interface NDRing<T, R : Ring<T>> : Ring<NDStructure<T>>, NDGroup<T, R> {
* @param arg the multiplier. * @param arg the multiplier.
* @return the product. * @return the product.
*/ */
public operator fun T.times(arg: NDStructure<T>): NDStructure<T> = arg.map { value -> multiply(this@times, value) } public operator fun T.times(arg: StructureND<T>): StructureND<T> = arg.map { value -> multiply(this@times, value) }
public companion object public companion object
} }
/** /**
* Field of [NDStructure]. * Field of [StructureND].
* *
* @param T the type of the element contained in ND structure. * @param T the type of the element contained in ND structure.
* @param N the type of ND structure. * @param N the type of ND structure.
* @param F the type field of structure elements. * @param F the type field of structure elements.
*/ */
public interface NDField<T, F : Field<T>> : Field<NDStructure<T>>, NDRing<T, F>, ScaleOperations<NDStructure<T>> { public interface FieldND<T, F : Field<T>> : Field<StructureND<T>>, RingND<T, F>, ScaleOperations<StructureND<T>> {
/** /**
* Element-wise division. * Element-wise division.
* *
@ -232,7 +232,7 @@ public interface NDField<T, F : Field<T>> : Field<NDStructure<T>>, NDRing<T, F>,
* @param b the divisor. * @param b the divisor.
* @return the quotient. * @return the quotient.
*/ */
public override fun divide(a: NDStructure<T>, b: NDStructure<T>): NDStructure<T> = public override fun divide(a: StructureND<T>, b: StructureND<T>): StructureND<T> =
combine(a, b) { aValue, bValue -> divide(aValue, bValue) } combine(a, b) { aValue, bValue -> divide(aValue, bValue) }
//TODO move to extensions after KEEP-176 //TODO move to extensions after KEEP-176
@ -243,7 +243,7 @@ public interface NDField<T, F : Field<T>> : Field<NDStructure<T>>, NDRing<T, F>,
* @param arg the divisor. * @param arg the divisor.
* @return the quotient. * @return the quotient.
*/ */
public operator fun NDStructure<T>.div(arg: T): NDStructure<T> = this.map { value -> divide(arg, value) } public operator fun StructureND<T>.div(arg: T): StructureND<T> = this.map { value -> divide(arg, value) }
/** /**
* Divides an element by an ND structure of it. * Divides an element by an ND structure of it.
@ -252,7 +252,7 @@ public interface NDField<T, F : Field<T>> : Field<NDStructure<T>>, NDRing<T, F>,
* @param arg the divisor. * @param arg the divisor.
* @return the quotient. * @return the quotient.
*/ */
public operator fun T.div(arg: NDStructure<T>): NDStructure<T> = arg.map { divide(it, this@div) } public operator fun T.div(arg: StructureND<T>): StructureND<T> = arg.map { divide(it, this@div) }
// @ThreadLocal // @ThreadLocal
// public companion object { // public companion object {

64
kmath-core/src/commonMain/kotlin/space/kscience/kmath/nd/BufferNDAlgebra.kt → kmath-core/src/commonMain/kotlin/space/kscience/kmath/nd/BufferAlgebraND.kt
View File

@ -6,7 +6,7 @@ import space.kscience.kmath.structures.BufferFactory
import kotlin.contracts.InvocationKind import kotlin.contracts.InvocationKind
import kotlin.contracts.contract import kotlin.contracts.contract
public interface BufferNDAlgebra<T, A : Algebra<T>> : NDAlgebra<T, A> { public interface BufferAlgebraND<T, A : Algebra<T>> : AlgebraND<T, A> {
public val strides: Strides public val strides: Strides
public val bufferFactory: BufferFactory<T> public val bufferFactory: BufferFactory<T>
@ -17,24 +17,24 @@ public interface BufferNDAlgebra<T, A : Algebra<T>> : NDAlgebra<T, A> {
} }
) )
public val NDStructure<T>.buffer: Buffer<T> public val StructureND<T>.buffer: Buffer<T>
get() = when { get() = when {
!shape.contentEquals(this@BufferNDAlgebra.shape) -> throw ShapeMismatchException( !shape.contentEquals(this@BufferAlgebraND.shape) -> throw ShapeMismatchException(
this@BufferNDAlgebra.shape, this@BufferAlgebraND.shape,
shape shape
) )
this is NDBuffer && this.strides == this@BufferNDAlgebra.strides -> this.buffer this is NDBuffer && this.strides == this@BufferAlgebraND.strides -> this.buffer
else -> bufferFactory(strides.linearSize) { offset -> get(strides.index(offset)) } else -> bufferFactory(strides.linearSize) { offset -> get(strides.index(offset)) }
} }
override fun NDStructure<T>.map(transform: A.(T) -> T): NDBuffer<T> { override fun StructureND<T>.map(transform: A.(T) -> T): NDBuffer<T> {
val buffer = bufferFactory(strides.linearSize) { offset -> val buffer = bufferFactory(strides.linearSize) { offset ->
elementContext.transform(buffer[offset]) elementContext.transform(buffer[offset])
} }
return NDBuffer(strides, buffer) return NDBuffer(strides, buffer)
} }
override fun NDStructure<T>.mapIndexed(transform: A.(index: IntArray, T) -> T): NDBuffer<T> { override fun StructureND<T>.mapIndexed(transform: A.(index: IntArray, T) -> T): NDBuffer<T> {
val buffer = bufferFactory(strides.linearSize) { offset -> val buffer = bufferFactory(strides.linearSize) { offset ->
elementContext.transform( elementContext.transform(
strides.index(offset), strides.index(offset),
@ -44,7 +44,7 @@ public interface BufferNDAlgebra<T, A : Algebra<T>> : NDAlgebra<T, A> {
return NDBuffer(strides, buffer) return NDBuffer(strides, buffer)
} }
override fun combine(a: NDStructure<T>, b: NDStructure<T>, transform: A.(T, T) -> T): NDBuffer<T> { override fun combine(a: StructureND<T>, b: StructureND<T>, transform: A.(T, T) -> T): NDBuffer<T> {
val buffer = bufferFactory(strides.linearSize) { offset -> val buffer = bufferFactory(strides.linearSize) { offset ->
elementContext.transform(a.buffer[offset], b.buffer[offset]) elementContext.transform(a.buffer[offset], b.buffer[offset])
} }
@ -52,86 +52,86 @@ public interface BufferNDAlgebra<T, A : Algebra<T>> : NDAlgebra<T, A> {
} }
} }
public open class BufferedNDGroup<T, A : Group<T>>( public open class BufferedGroupND<T, A : Group<T>>(
final override val shape: IntArray, final override val shape: IntArray,
final override val elementContext: A, final override val elementContext: A,
final override val bufferFactory: BufferFactory<T>, final override val bufferFactory: BufferFactory<T>,
) : NDGroup<T, A>, BufferNDAlgebra<T, A> { ) : GroupND<T, A>, BufferAlgebraND<T, A> {
override val strides: Strides = DefaultStrides(shape) override val strides: Strides = DefaultStrides(shape)
override val zero: NDBuffer<T> by lazy { produce { zero } } override val zero: NDBuffer<T> by lazy { produce { zero } }
override fun NDStructure<T>.unaryMinus(): NDStructure<T> = produce { -get(it) } override fun StructureND<T>.unaryMinus(): StructureND<T> = produce { -get(it) }
} }
public open class BufferedNDRing<T, R : Ring<T>>( public open class BufferedRingND<T, R : Ring<T>>(
shape: IntArray, shape: IntArray,
elementContext: R, elementContext: R,
bufferFactory: BufferFactory<T>, bufferFactory: BufferFactory<T>,
) : BufferedNDGroup<T, R>(shape, elementContext, bufferFactory), NDRing<T, R> { ) : BufferedGroupND<T, R>(shape, elementContext, bufferFactory), RingND<T, R> {
override val one: NDBuffer<T> by lazy { produce { one } } override val one: NDBuffer<T> by lazy { produce { one } }
} }
public open class BufferedNDField<T, R : Field<T>>( public open class BufferedFieldND<T, R : Field<T>>(
shape: IntArray, shape: IntArray,
elementContext: R, elementContext: R,
bufferFactory: BufferFactory<T>, bufferFactory: BufferFactory<T>,
) : BufferedNDRing<T, R>(shape, elementContext, bufferFactory), NDField<T, R> { ) : BufferedRingND<T, R>(shape, elementContext, bufferFactory), FieldND<T, R> {
override fun scale(a: NDStructure<T>, value: Double): NDStructure<T> = a.map { it * value } override fun scale(a: StructureND<T>, value: Double): StructureND<T> = a.map { it * value }
} }
// group factories // group factories
public fun <T, A : Group<T>> NDAlgebra.Companion.group( public fun <T, A : Group<T>> AlgebraND.Companion.group(
space: A, space: A,
bufferFactory: BufferFactory<T>, bufferFactory: BufferFactory<T>,
vararg shape: Int, vararg shape: Int,
): BufferedNDGroup<T, A> = BufferedNDGroup(shape, space, bufferFactory) ): BufferedGroupND<T, A> = BufferedGroupND(shape, space, bufferFactory)
public inline fun <T, A : Group<T>, R> A.ndGroup( public inline fun <T, A : Group<T>, R> A.ndGroup(
noinline bufferFactory: BufferFactory<T>, noinline bufferFactory: BufferFactory<T>,
vararg shape: Int, vararg shape: Int,
action: BufferedNDGroup<T, A>.() -> R, action: BufferedGroupND<T, A>.() -> R,
): R { ): R {
contract { callsInPlace(action, InvocationKind.EXACTLY_ONCE) } contract { callsInPlace(action, InvocationKind.EXACTLY_ONCE) }
return NDAlgebra.group(this, bufferFactory, *shape).run(action) return AlgebraND.group(this, bufferFactory, *shape).run(action)
} }
//ring factories //ring factories
public fun <T, A : Ring<T>> NDAlgebra.Companion.ring( public fun <T, A : Ring<T>> AlgebraND.Companion.ring(
ring: A, ring: A,
bufferFactory: BufferFactory<T>, bufferFactory: BufferFactory<T>,
vararg shape: Int, vararg shape: Int,
): BufferedNDRing<T, A> = BufferedNDRing(shape, ring, bufferFactory) ): BufferedRingND<T, A> = BufferedRingND(shape, ring, bufferFactory)
public inline fun <T, A : Ring<T>, R> A.ndRing( public inline fun <T, A : Ring<T>, R> A.ndRing(
noinline bufferFactory: BufferFactory<T>, noinline bufferFactory: BufferFactory<T>,
vararg shape: Int, vararg shape: Int,
action: BufferedNDRing<T, A>.() -> R, action: BufferedRingND<T, A>.() -> R,
): R { ): R {
contract { callsInPlace(action, InvocationKind.EXACTLY_ONCE) } contract { callsInPlace(action, InvocationKind.EXACTLY_ONCE) }
return NDAlgebra.ring(this, bufferFactory, *shape).run(action) return AlgebraND.ring(this, bufferFactory, *shape).run(action)
} }
//field factories //field factories
public fun <T, A : Field<T>> NDAlgebra.Companion.field( public fun <T, A : Field<T>> AlgebraND.Companion.field(
field: A, field: A,
bufferFactory: BufferFactory<T>, bufferFactory: BufferFactory<T>,
vararg shape: Int, vararg shape: Int,
): BufferedNDField<T, A> = BufferedNDField(shape, field, bufferFactory) ): BufferedFieldND<T, A> = BufferedFieldND(shape, field, bufferFactory)
@Suppress("UNCHECKED_CAST") @Suppress("UNCHECKED_CAST")
public inline fun <reified T : Any, A : Field<T>> NDAlgebra.Companion.auto( public inline fun <reified T : Any, A : Field<T>> AlgebraND.Companion.auto(
field: A, field: A,
vararg shape: Int, vararg shape: Int,
): NDField<T, A> = when (field) { ): FieldND<T, A> = when (field) {
RealField -> RealNDField(shape) as NDField<T, A> RealField -> RealFieldND(shape) as FieldND<T, A>
else -> BufferedNDField(shape, field, Buffer.Companion::auto) else -> BufferedFieldND(shape, field, Buffer.Companion::auto)
} }
public inline fun <T, A : Field<T>, R> A.ndField( public inline fun <T, A : Field<T>, R> A.ndField(
noinline bufferFactory: BufferFactory<T>, noinline bufferFactory: BufferFactory<T>,
vararg shape: Int, vararg shape: Int,
action: BufferedNDField<T, A>.() -> R, action: BufferedFieldND<T, A>.() -> R,
): R { ): R {
contract { callsInPlace(action, InvocationKind.EXACTLY_ONCE) } contract { callsInPlace(action, InvocationKind.EXACTLY_ONCE) }
return NDAlgebra.field(this, bufferFactory, *shape).run(action) return AlgebraND.field(this, bufferFactory, *shape).run(action)
} }

64
kmath-core/src/commonMain/kotlin/space/kscience/kmath/nd/RealNDField.kt → kmath-core/src/commonMain/kotlin/space/kscience/kmath/nd/RealFieldND.kt
View File

@ -10,12 +10,12 @@ import kotlin.contracts.InvocationKind
import kotlin.contracts.contract import kotlin.contracts.contract
@OptIn(UnstableKMathAPI::class) @OptIn(UnstableKMathAPI::class)
public class RealNDField( public class RealFieldND(
shape: IntArray, shape: IntArray,
) : BufferedNDField<Double, RealField>(shape, RealField, ::RealBuffer), ) : BufferedFieldND<Double, RealField>(shape, RealField, ::RealBuffer),
NumbersAddOperations<NDStructure<Double>>, NumbersAddOperations<StructureND<Double>>,
ScaleOperations<NDStructure<Double>>, ScaleOperations<StructureND<Double>>,
ExtendedField<NDStructure<Double>> { ExtendedField<StructureND<Double>> {
override val zero: NDBuffer<Double> by lazy { produce { zero } } override val zero: NDBuffer<Double> by lazy { produce { zero } }
override val one: NDBuffer<Double> by lazy { produce { one } } override val one: NDBuffer<Double> by lazy { produce { one } }
@ -25,18 +25,18 @@ public class RealNDField(
return produce { d } return produce { d }
} }
override val NDStructure<Double>.buffer: RealBuffer override val StructureND<Double>.buffer: RealBuffer
get() = when { get() = when {
!shape.contentEquals(this@RealNDField.shape) -> throw ShapeMismatchException( !shape.contentEquals(this@RealFieldND.shape) -> throw ShapeMismatchException(
this@RealNDField.shape, this@RealFieldND.shape,
shape shape
) )
this is NDBuffer && this.strides == this@RealNDField.strides -> this.buffer as RealBuffer this is NDBuffer && this.strides == this@RealFieldND.strides -> this.buffer as RealBuffer
else -> RealBuffer(strides.linearSize) { offset -> get(strides.index(offset)) } else -> RealBuffer(strides.linearSize) { offset -> get(strides.index(offset)) }
} }
@Suppress("OVERRIDE_BY_INLINE") @Suppress("OVERRIDE_BY_INLINE")
override inline fun NDStructure<Double>.map( override inline fun StructureND<Double>.map(
transform: RealField.(Double) -> Double, transform: RealField.(Double) -> Double,
): NDBuffer<Double> { ): NDBuffer<Double> {
val buffer = RealBuffer(strides.linearSize) { offset -> RealField.transform(buffer.array[offset]) } val buffer = RealBuffer(strides.linearSize) { offset -> RealField.transform(buffer.array[offset]) }
@ -53,7 +53,7 @@ public class RealNDField(
} }
@Suppress("OVERRIDE_BY_INLINE") @Suppress("OVERRIDE_BY_INLINE")
override inline fun NDStructure<Double>.mapIndexed( override inline fun StructureND<Double>.mapIndexed(
transform: RealField.(index: IntArray, Double) -> Double, transform: RealField.(index: IntArray, Double) -> Double,
): NDBuffer<Double> = NDBuffer( ): NDBuffer<Double> = NDBuffer(
strides, strides,
@ -66,8 +66,8 @@ public class RealNDField(
@Suppress("OVERRIDE_BY_INLINE") @Suppress("OVERRIDE_BY_INLINE")
override inline fun combine( override inline fun combine(
a: NDStructure<Double>, a: StructureND<Double>,
b: NDStructure<Double>, b: StructureND<Double>,
transform: RealField.(Double, Double) -> Double, transform: RealField.(Double, Double) -> Double,
): NDBuffer<Double> { ): NDBuffer<Double> {
val buffer = RealBuffer(strides.linearSize) { offset -> val buffer = RealBuffer(strides.linearSize) { offset ->
@ -76,35 +76,35 @@ public class RealNDField(
return NDBuffer(strides, buffer) return NDBuffer(strides, buffer)
} }
override fun scale(a: NDStructure<Double>, value: Double): NDStructure<Double> = a.map { it * value } override fun scale(a: StructureND<Double>, value: Double): StructureND<Double> = a.map { it * value }
override fun power(arg: NDStructure<Double>, pow: Number): NDBuffer<Double> = arg.map { power(it, pow) } override fun power(arg: StructureND<Double>, pow: Number): NDBuffer<Double> = arg.map { power(it, pow) }
override fun exp(arg: NDStructure<Double>): NDBuffer<Double> = arg.map { exp(it) } override fun exp(arg: StructureND<Double>): NDBuffer<Double> = arg.map { exp(it) }
override fun ln(arg: NDStructure<Double>): NDBuffer<Double> = arg.map { ln(it) } override fun ln(arg: StructureND<Double>): NDBuffer<Double> = arg.map { ln(it) }
override fun sin(arg: NDStructure<Double>): NDBuffer<Double> = arg.map { sin(it) } override fun sin(arg: StructureND<Double>): NDBuffer<Double> = arg.map { sin(it) }
override fun cos(arg: NDStructure<Double>): NDBuffer<Double> = arg.map { cos(it) } override fun cos(arg: StructureND<Double>): NDBuffer<Double> = arg.map { cos(it) }
override fun tan(arg: NDStructure<Double>): NDBuffer<Double> = arg.map { tan(it) } override fun tan(arg: StructureND<Double>): NDBuffer<Double> = arg.map { tan(it) }
override fun asin(arg: NDStructure<Double>): NDBuffer<Double> = arg.map { asin(it) } override fun asin(arg: StructureND<Double>): NDBuffer<Double> = arg.map { asin(it) }
override fun acos(arg: NDStructure<Double>): NDBuffer<Double> = arg.map { acos(it) } override fun acos(arg: StructureND<Double>): NDBuffer<Double> = arg.map { acos(it) }
override fun atan(arg: NDStructure<Double>): NDBuffer<Double> = arg.map { atan(it) } override fun atan(arg: StructureND<Double>): NDBuffer<Double> = arg.map { atan(it) }
override fun sinh(arg: NDStructure<Double>): NDBuffer<Double> = arg.map { sinh(it) } override fun sinh(arg: StructureND<Double>): NDBuffer<Double> = arg.map { sinh(it) }
override fun cosh(arg: NDStructure<Double>): NDBuffer<Double> = arg.map { cosh(it) } override fun cosh(arg: StructureND<Double>): NDBuffer<Double> = arg.map { cosh(it) }
override fun tanh(arg: NDStructure<Double>): NDBuffer<Double> = arg.map { tanh(it) } override fun tanh(arg: StructureND<Double>): NDBuffer<Double> = arg.map { tanh(it) }
override fun asinh(arg: NDStructure<Double>): NDBuffer<Double> = arg.map { asinh(it) } override fun asinh(arg: StructureND<Double>): NDBuffer<Double> = arg.map { asinh(it) }
override fun acosh(arg: NDStructure<Double>): NDBuffer<Double> = arg.map { acosh(it) } override fun acosh(arg: StructureND<Double>): NDBuffer<Double> = arg.map { acosh(it) }
override fun atanh(arg: NDStructure<Double>): NDBuffer<Double> = arg.map { atanh(it) } override fun atanh(arg: StructureND<Double>): NDBuffer<Double> = arg.map { atanh(it) }
} }
public fun NDAlgebra.Companion.real(vararg shape: Int): RealNDField = RealNDField(shape) public fun AlgebraND.Companion.real(vararg shape: Int): RealFieldND = RealFieldND(shape)
/** /**
* Produce a context for n-dimensional operations inside this real field * Produce a context for n-dimensional operations inside this real field
*/ */
public inline fun <R> RealField.nd(vararg shape: Int, action: RealNDField.() -> R): R { public inline fun <R> RealField.nd(vararg shape: Int, action: RealFieldND.() -> R): R {
contract { callsInPlace(action, InvocationKind.EXACTLY_ONCE) } contract { callsInPlace(action, InvocationKind.EXACTLY_ONCE) }
return RealNDField(shape).run(action) return RealFieldND(shape).run(action)
} }

12
kmath-core/src/commonMain/kotlin/space/kscience/kmath/nd/ShortNDRing.kt → kmath-core/src/commonMain/kotlin/space/kscience/kmath/nd/ShortRingND.kt
View File

@ -9,10 +9,10 @@ import kotlin.contracts.InvocationKind
import kotlin.contracts.contract import kotlin.contracts.contract
@OptIn(UnstableKMathAPI::class) @OptIn(UnstableKMathAPI::class)
public class ShortNDRing( public class ShortRingND(
shape: IntArray, shape: IntArray,
) : BufferedNDRing<Short, ShortRing>(shape, ShortRing, Buffer.Companion::auto), ) : BufferedRingND<Short, ShortRing>(shape, ShortRing, Buffer.Companion::auto),
NumbersAddOperations<NDStructure<Short>> { NumbersAddOperations<StructureND<Short>> {
override val zero: NDBuffer<Short> by lazy { produce { zero } } override val zero: NDBuffer<Short> by lazy { produce { zero } }
override val one: NDBuffer<Short> by lazy { produce { one } } override val one: NDBuffer<Short> by lazy { produce { one } }
@ -26,11 +26,11 @@ public class ShortNDRing(
/** /**
* Fast element production using function inlining. * Fast element production using function inlining.
*/ */
public inline fun BufferedNDRing<Short, ShortRing>.produceInline(crossinline initializer: ShortRing.(Int) -> Short): NDBuffer<Short> { public inline fun BufferedRingND<Short, ShortRing>.produceInline(crossinline initializer: ShortRing.(Int) -> Short): NDBuffer<Short> {
return NDBuffer(strides, ShortBuffer(ShortArray(strides.linearSize) { offset -> ShortRing.initializer(offset) })) return NDBuffer(strides, ShortBuffer(ShortArray(strides.linearSize) { offset -> ShortRing.initializer(offset) }))
} }
public inline fun <R> ShortRing.nd(vararg shape: Int, action: ShortNDRing.() -> R): R { public inline fun <R> ShortRing.nd(vararg shape: Int, action: ShortRingND.() -> R): R {
contract { callsInPlace(action, InvocationKind.EXACTLY_ONCE) } contract { callsInPlace(action, InvocationKind.EXACTLY_ONCE) }
return ShortNDRing(shape).run(action) return ShortRingND(shape).run(action)
} }

8
kmath-core/src/commonMain/kotlin/space/kscience/kmath/nd/Structure1D.kt
View File

@ -6,7 +6,7 @@ import space.kscience.kmath.structures.asSequence
/** /**
* A structure that is guaranteed to be one-dimensional * A structure that is guaranteed to be one-dimensional
*/ */
public interface Structure1D<T> : NDStructure<T>, Buffer<T> { public interface Structure1D<T> : StructureND<T>, Buffer<T> {
public override val dimension: Int get() = 1 public override val dimension: Int get() = 1
public override operator fun get(index: IntArray): T { public override operator fun get(index: IntArray): T {
@ -20,7 +20,7 @@ public interface Structure1D<T> : NDStructure<T>, Buffer<T> {
/** /**
* A 1D wrapper for nd-structure * A 1D wrapper for nd-structure
*/ */
private inline class Structure1DWrapper<T>(val structure: NDStructure<T>) : Structure1D<T> { private inline class Structure1DWrapper<T>(val structure: StructureND<T>) : Structure1D<T> {
override val shape: IntArray get() = structure.shape override val shape: IntArray get() = structure.shape
override val size: Int get() = structure.shape[0] override val size: Int get() = structure.shape[0]
@ -43,9 +43,9 @@ private inline class Buffer1DWrapper<T>(val buffer: Buffer<T>) : Structure1D<T>
} }
/** /**
* Represent a [NDStructure] as [Structure1D]. Throw error in case of dimension mismatch * Represent a [StructureND] as [Structure1D]. Throw error in case of dimension mismatch
*/ */
public fun <T> NDStructure<T>.as1D(): Structure1D<T> = this as? Structure1D<T> ?: if (shape.size == 1) { public fun <T> StructureND<T>.as1D(): Structure1D<T> = this as? Structure1D<T> ?: if (shape.size == 1) {
when (this) { when (this) {
is NDBuffer -> Buffer1DWrapper(this.buffer) is NDBuffer -> Buffer1DWrapper(this.buffer)
else -> Structure1DWrapper(this) else -> Structure1DWrapper(this)

12
kmath-core/src/commonMain/kotlin/space/kscience/kmath/nd/Structure2D.kt
View File

@ -10,7 +10,7 @@ import kotlin.reflect.KClass
* *
* @param T the type of items. * @param T the type of items.
*/ */
public interface Structure2D<T> : NDStructure<T> { public interface Structure2D<T> : StructureND<T> {
/** /**
* The number of rows in this structure. * The number of rows in this structure.
*/ */
@ -60,7 +60,7 @@ public interface Structure2D<T> : NDStructure<T> {
/** /**
* A 2D wrapper for nd-structure * A 2D wrapper for nd-structure
*/ */
private class Structure2DWrapper<T>(val structure: NDStructure<T>) : Structure2D<T> { private class Structure2DWrapper<T>(val structure: StructureND<T>) : Structure2D<T> {
override val shape: IntArray get() = structure.shape override val shape: IntArray get() = structure.shape
override val rowNum: Int get() = shape[0] override val rowNum: Int get() = shape[0]
@ -79,16 +79,16 @@ private class Structure2DWrapper<T>(val structure: NDStructure<T>) : Structure2D
} }
/** /**
* Represent a [NDStructure] as [Structure1D]. Throw error in case of dimension mismatch * Represent a [StructureND] as [Structure1D]. Throw error in case of dimension mismatch
*/ */
public fun <T> NDStructure<T>.as2D(): Structure2D<T> = this as? Structure2D<T> ?: when (shape.size) { public fun <T> StructureND<T>.as2D(): Structure2D<T> = this as? Structure2D<T> ?: when (shape.size) {
2 -> Structure2DWrapper(this) 2 -> Structure2DWrapper(this)
else -> error("Can't create 2d-structure from ${shape.size}d-structure") else -> error("Can't create 2d-structure from ${shape.size}d-structure")
} }
/** /**
* Expose inner [NDStructure] if possible * Expose inner [StructureND] if possible
*/ */
internal fun <T> Structure2D<T>.unwrap(): NDStructure<T> = internal fun <T> Structure2D<T>.unwrap(): StructureND<T> =
if (this is Structure2DWrapper) structure if (this is Structure2DWrapper) structure
else this else this

30
kmath-core/src/commonMain/kotlin/space/kscience/kmath/nd/NDStructure.kt → kmath-core/src/commonMain/kotlin/space/kscience/kmath/nd/StructureND.kt
View File

@ -16,7 +16,7 @@ import kotlin.reflect.KClass
* *
* @param T the type of items. * @param T the type of items.
*/ */
public interface NDStructure<T> { public interface StructureND<T> {
/** /**
* The shape of structure, i.e. non-empty sequence of non-negative integers that specify sizes of dimensions of * The shape of structure, i.e. non-empty sequence of non-negative integers that specify sizes of dimensions of
* this structure. * this structure.
@ -56,9 +56,9 @@ public interface NDStructure<T> {
public companion object { public companion object {
/** /**
* Indicates whether some [NDStructure] is equal to another one. * Indicates whether some [StructureND] is equal to another one.
*/ */
public fun contentEquals(st1: NDStructure<*>, st2: NDStructure<*>): Boolean { public fun contentEquals(st1: StructureND<*>, st2: StructureND<*>): Boolean {
if (st1 === st2) return true if (st1 === st2) return true
// fast comparison of buffers if possible // fast comparison of buffers if possible
@ -126,15 +126,15 @@ public interface NDStructure<T> {
* @param index the indices. * @param index the indices.
* @return the value. * @return the value.
*/ */
public operator fun <T> NDStructure<T>.get(vararg index: Int): T = get(index) public operator fun <T> StructureND<T>.get(vararg index: Int): T = get(index)
@UnstableKMathAPI @UnstableKMathAPI
public inline fun <reified T : Any> NDStructure<*>.getFeature(): T? = getFeature(T::class) public inline fun <reified T : Any> StructureND<*>.getFeature(): T? = getFeature(T::class)
/** /**
* Represents mutable [NDStructure]. * Represents mutable [StructureND].
*/ */
public interface MutableNDStructure<T> : NDStructure<T> { public interface MutableNDStructure<T> : StructureND<T> {
/** /**
* Inserts an item at the specified indices. * Inserts an item at the specified indices.
* *
@ -252,7 +252,7 @@ public class DefaultStrides private constructor(override val shape: IntArray) :
} }
/** /**
* Represents [NDStructure] over [Buffer]. * Represents [StructureND] over [Buffer].
* *
* @param T the type of items. * @param T the type of items.
* @param strides The strides to access elements of [Buffer] by linear indices. * @param strides The strides to access elements of [Buffer] by linear indices.
@ -261,7 +261,7 @@ public class DefaultStrides private constructor(override val shape: IntArray) :
public open class NDBuffer<T>( public open class NDBuffer<T>(
public val strides: Strides, public val strides: Strides,
buffer: Buffer<T>, buffer: Buffer<T>,
) : NDStructure<T> { ) : StructureND<T> {
init { init {
if (strides.linearSize != buffer.size) { if (strides.linearSize != buffer.size) {
@ -280,7 +280,7 @@ public open class NDBuffer<T>(
} }
override fun equals(other: Any?): Boolean { override fun equals(other: Any?): Boolean {
return NDStructure.contentEquals(this, other as? NDStructure<*> ?: return false) return StructureND.contentEquals(this, other as? StructureND<*> ?: return false)
} }
override fun hashCode(): Int { override fun hashCode(): Int {
@ -307,7 +307,7 @@ public open class NDBuffer<T>(
/** /**
* Transform structure to a new structure using provided [BufferFactory] and optimizing if argument is [NDBuffer] * Transform structure to a new structure using provided [BufferFactory] and optimizing if argument is [NDBuffer]
*/ */
public inline fun <T, reified R : Any> NDStructure<T>.mapToBuffer( public inline fun <T, reified R : Any> StructureND<T>.mapToBuffer(
factory: BufferFactory<R> = Buffer.Companion::auto, factory: BufferFactory<R> = Buffer.Companion::auto,
crossinline transform: (T) -> R, crossinline transform: (T) -> R,
): NDBuffer<R> { ): NDBuffer<R> {
@ -338,10 +338,10 @@ public class MutableNDBuffer<T>(
override operator fun set(index: IntArray, value: T): Unit = buffer.set(strides.offset(index), value) override operator fun set(index: IntArray, value: T): Unit = buffer.set(strides.offset(index), value)
} }
public inline fun <reified T : Any> NDStructure<T>.combine( public inline fun <reified T : Any> StructureND<T>.combine(
struct: NDStructure<T>, struct: StructureND<T>,
crossinline block: (T, T) -> T, crossinline block: (T, T) -> T,
): NDStructure<T> { ): StructureND<T> {
require(shape.contentEquals(struct.shape)) { "Shape mismatch in structure combination" } require(shape.contentEquals(struct.shape)) { "Shape mismatch in structure combination" }
return NDStructure.auto(shape) { block(this[it], struct[it]) } return StructureND.auto(shape) { block(this[it], struct[it]) }
} }

8
kmath-core/src/commonMain/kotlin/space/kscience/kmath/operations/BigInt.kt
View File

@ -1,8 +1,8 @@
package space.kscience.kmath.operations package space.kscience.kmath.operations
import space.kscience.kmath.misc.UnstableKMathAPI import space.kscience.kmath.misc.UnstableKMathAPI
import space.kscience.kmath.nd.BufferedNDRing import space.kscience.kmath.nd.AlgebraND
import space.kscience.kmath.nd.NDAlgebra import space.kscience.kmath.nd.BufferedRingND
import space.kscience.kmath.operations.BigInt.Companion.BASE import space.kscience.kmath.operations.BigInt.Companion.BASE
import space.kscience.kmath.operations.BigInt.Companion.BASE_SIZE import space.kscience.kmath.operations.BigInt.Companion.BASE_SIZE
import space.kscience.kmath.structures.Buffer import space.kscience.kmath.structures.Buffer
@ -464,5 +464,5 @@ public inline fun Buffer.Companion.bigInt(size: Int, initializer: (Int) -> BigIn
public inline fun MutableBuffer.Companion.bigInt(size: Int, initializer: (Int) -> BigInt): MutableBuffer<BigInt> = public inline fun MutableBuffer.Companion.bigInt(size: Int, initializer: (Int) -> BigInt): MutableBuffer<BigInt> =
boxing(size, initializer) boxing(size, initializer)
public fun NDAlgebra.Companion.bigInt(vararg shape: Int): BufferedNDRing<BigInt, BigIntField> = public fun AlgebraND.Companion.bigInt(vararg shape: Int): BufferedRingND<BigInt, BigIntField> =
BufferedNDRing(shape, BigIntField, Buffer.Companion::bigInt) BufferedRingND(shape, BigIntField, Buffer.Companion::bigInt)

4
kmath-core/src/commonMain/kotlin/space/kscience/kmath/structures/BufferAccessor2D.kt
View File

@ -1,8 +1,8 @@
package space.kscience.kmath.structures package space.kscience.kmath.structures
import space.kscience.kmath.nd.DefaultStrides import space.kscience.kmath.nd.DefaultStrides
import space.kscience.kmath.nd.NDStructure
import space.kscience.kmath.nd.Structure2D import space.kscience.kmath.nd.Structure2D
import space.kscience.kmath.nd.StructureND
import space.kscience.kmath.nd.as2D import space.kscience.kmath.nd.as2D
/** /**
@ -25,7 +25,7 @@ internal class BufferAccessor2D<T : Any>(
public fun create(mat: Structure2D<T>): MutableBuffer<T> = create { i, j -> mat[i, j] } public fun create(mat: Structure2D<T>): MutableBuffer<T> = create { i, j -> mat[i, j] }
//TODO optimize wrapper //TODO optimize wrapper
public fun MutableBuffer<T>.collect(): Structure2D<T> = NDStructure.buffered( public fun MutableBuffer<T>.collect(): Structure2D<T> = StructureND.buffered(
DefaultStrides(intArrayOf(rowNum, colNum)), DefaultStrides(intArrayOf(rowNum, colNum)),
factory factory
) { (i, j) -> ) { (i, j) ->

6
kmath-core/src/commonTest/kotlin/space/kscience/kmath/linear/MatrixTest.kt
View File

@ -1,7 +1,7 @@
package space.kscience.kmath.linear package space.kscience.kmath.linear
import space.kscience.kmath.misc.UnstableKMathAPI import space.kscience.kmath.misc.UnstableKMathAPI
import space.kscience.kmath.nd.NDStructure import space.kscience.kmath.nd.StructureND
import space.kscience.kmath.nd.as2D import space.kscience.kmath.nd.as2D
import kotlin.test.Test import kotlin.test.Test
import kotlin.test.assertEquals import kotlin.test.assertEquals
@ -50,8 +50,8 @@ class MatrixTest {
@Test @Test
fun test2DDot() { fun test2DDot() {
val firstMatrix = NDStructure.auto(2, 3) { (i, j) -> (i + j).toDouble() }.as2D() val firstMatrix = StructureND.auto(2, 3) { (i, j) -> (i + j).toDouble() }.as2D()
val secondMatrix = NDStructure.auto(3, 2) { (i, j) -> (i + j).toDouble() }.as2D() val secondMatrix = StructureND.auto(3, 2) { (i, j) -> (i + j).toDouble() }.as2D()
LinearSpace.real.run { LinearSpace.real.run {
// val firstMatrix = produce(2, 3) { i, j -> (i + j).toDouble() } // val firstMatrix = produce(2, 3) { i, j -> (i + j).toDouble() }

6
kmath-core/src/commonTest/kotlin/space/kscience/kmath/structures/NDFieldTest.kt
View File

@ -1,6 +1,6 @@
package space.kscience.kmath.structures package space.kscience.kmath.structures
import space.kscience.kmath.nd.NDAlgebra import space.kscience.kmath.nd.AlgebraND
import space.kscience.kmath.nd.get import space.kscience.kmath.nd.get
import space.kscience.kmath.nd.real import space.kscience.kmath.nd.real
import space.kscience.kmath.operations.invoke import space.kscience.kmath.operations.invoke
@ -11,12 +11,12 @@ import kotlin.test.assertEquals
internal class NDFieldTest { internal class NDFieldTest {
@Test @Test
fun verify() { fun verify() {
(NDAlgebra.real(12, 32)) { FieldVerifier(this, one + 3, one - 23, one * 12, 6.66) } (AlgebraND.real(12, 32)) { FieldVerifier(this, one + 3, one - 23, one * 12, 6.66) }
} }
@Test @Test
fun testStrides() { fun testStrides() {
val ndArray = NDAlgebra.real(10, 10).produce { (it[0] + it[1]).toDouble() } val ndArray = AlgebraND.real(10, 10).produce { (it[0] + it[1]).toDouble() }
assertEquals(ndArray[5, 5], 10.0) assertEquals(ndArray[5, 5], 10.0)
} }
} }

8
kmath-core/src/commonTest/kotlin/space/kscience/kmath/structures/NumberNDFieldTest.kt
View File

@ -11,7 +11,7 @@ import kotlin.test.assertEquals
@Suppress("UNUSED_VARIABLE") @Suppress("UNUSED_VARIABLE")
class NumberNDFieldTest { class NumberNDFieldTest {
val algebra = NDAlgebra.real(3, 3) val algebra = AlgebraND.real(3, 3)
val array1 = algebra.produce { (i, j) -> (i + j).toDouble() } val array1 = algebra.produce { (i, j) -> (i + j).toDouble() }
val array2 = algebra.produce { (i, j) -> (i - j).toDouble() } val array2 = algebra.produce { (i, j) -> (i - j).toDouble() }
@ -69,15 +69,15 @@ class NumberNDFieldTest {
val division = array1.combine(array2, Double::div) val division = array1.combine(array2, Double::div)
} }
object L2Norm : Norm<NDStructure<out Number>, Double> { object L2Norm : Norm<StructureND<out Number>, Double> {
override fun norm(arg: NDStructure<out Number>): Double = override fun norm(arg: StructureND<out Number>): Double =
kotlin.math.sqrt(arg.elements().sumByDouble { it.second.toDouble() }) kotlin.math.sqrt(arg.elements().sumByDouble { it.second.toDouble() })
} }
@Test @Test
fun testInternalContext() { fun testInternalContext() {
algebra { algebra {
(NDAlgebra.real(*array1.shape)) { with(L2Norm) { 1 + norm(array1) + exp(array2) } } (AlgebraND.real(*array1.shape)) { with(L2Norm) { 1 + norm(array1) + exp(array2) } }
} }
} }
} }

2
kmath-coroutines/build.gradle.kts
View File

@ -18,6 +18,6 @@ kotlin.sourceSets {
} }
} }
readme{ readme {
maturity = ru.mipt.npm.gradle.Maturity.EXPERIMENTAL maturity = ru.mipt.npm.gradle.Maturity.EXPERIMENTAL
} }

4
kmath-coroutines/src/commonMain/kotlin/space/kscience/kmath/chains/Chain.kt
View File

@ -83,7 +83,7 @@ public class StatefulChain<S, out R>(
private val state: S, private val state: S,
private val seed: S.() -> R, private val seed: S.() -> R,
private val forkState: ((S) -> S), private val forkState: ((S) -> S),
private val gen: suspend S.(R) -> R private val gen: suspend S.(R) -> R,
) : Chain<R> { ) : Chain<R> {
private val mutex: Mutex = Mutex() private val mutex: Mutex = Mutex()
private var value: R? = null private var value: R? = null
@ -145,7 +145,7 @@ public fun <T, R> Chain<T>.collect(mapper: suspend (Chain<T>) -> R): Chain<R> =
public fun <T, S, R> Chain<T>.collectWithState( public fun <T, S, R> Chain<T>.collectWithState(
state: S, state: S,
stateFork: (S) -> S, stateFork: (S) -> S,
mapper: suspend S.(Chain<T>) -> R mapper: suspend S.(Chain<T>) -> R,
): Chain<R> = object : Chain<R> { ): Chain<R> = object : Chain<R> {
override suspend fun next(): R = state.mapper(this@collectWithState) override suspend fun next(): R = state.mapper(this@collectWithState)

6
kmath-coroutines/src/commonMain/kotlin/space/kscience/kmath/coroutines/coroutinesExtra.kt
View File

@ -27,7 +27,7 @@ public class AsyncFlow<T> internal constructor(internal val deferredFlow: Flow<L
public fun <T, R> Flow<T>.async( public fun <T, R> Flow<T>.async(
dispatcher: CoroutineDispatcher = Dispatchers.Default, dispatcher: CoroutineDispatcher = Dispatchers.Default,
block: suspend CoroutineScope.(T) -> R block: suspend CoroutineScope.(T) -> R,
): AsyncFlow<R> { ): AsyncFlow<R> {
val flow = map { LazyDeferred(dispatcher) { block(it) } } val flow = map { LazyDeferred(dispatcher) { block(it) } }
return AsyncFlow(flow) return AsyncFlow(flow)
@ -72,12 +72,12 @@ public suspend fun <T> AsyncFlow<T>.collect(concurrency: Int, collector: FlowCol
public suspend inline fun <T> AsyncFlow<T>.collect( public suspend inline fun <T> AsyncFlow<T>.collect(
concurrency: Int, concurrency: Int,
crossinline action: suspend (value: T) -> Unit crossinline action: suspend (value: T) -> Unit,
): Unit = collect(concurrency, object : FlowCollector<T> { ): Unit = collect(concurrency, object : FlowCollector<T> {
override suspend fun emit(value: T): Unit = action(value) override suspend fun emit(value: T): Unit = action(value)
}) })
public inline fun <T, R> Flow<T>.mapParallel( public inline fun <T, R> Flow<T>.mapParallel(
dispatcher: CoroutineDispatcher = Dispatchers.Default, dispatcher: CoroutineDispatcher = Dispatchers.Default,
crossinline transform: suspend (T) -> R crossinline transform: suspend (T) -> R,
): Flow<R> = flatMapMerge { value -> flow { emit(transform(value)) } }.flowOn(dispatcher) ): Flow<R> = flatMapMerge { value -> flow { emit(transform(value)) } }.flowOn(dispatcher)

2
kmath-coroutines/src/commonMain/kotlin/space/kscience/kmath/streaming/RingBuffer.kt
View File

@ -13,7 +13,7 @@ import space.kscience.kmath.structures.VirtualBuffer
public class RingBuffer<T>( public class RingBuffer<T>(
private val buffer: MutableBuffer<T?>, private val buffer: MutableBuffer<T?>,
private var startIndex: Int = 0, private var startIndex: Int = 0,
size: Int = 0 size: Int = 0,
) : Buffer<T> { ) : Buffer<T> {
private val mutex: Mutex = Mutex() private val mutex: Mutex = Mutex()

30
kmath-coroutines/src/jvmMain/kotlin/space/kscience/kmath/structures/LazyNDStructure.kt → kmath-coroutines/src/jvmMain/kotlin/space/kscience/kmath/structures/LazyStructureND.kt
View File

@ -3,13 +3,13 @@ package space.kscience.kmath.structures
import kotlinx.coroutines.* import kotlinx.coroutines.*
import space.kscience.kmath.coroutines.Math import space.kscience.kmath.coroutines.Math
import space.kscience.kmath.nd.DefaultStrides import space.kscience.kmath.nd.DefaultStrides
import space.kscience.kmath.nd.NDStructure import space.kscience.kmath.nd.StructureND
public class LazyNDStructure<T>( public class LazyStructureND<T>(
public val scope: CoroutineScope, public val scope: CoroutineScope,
public override val shape: IntArray, public override val shape: IntArray,
public val function: suspend (IntArray) -> T public val function: suspend (IntArray) -> T,
) : NDStructure<T> { ) : StructureND<T> {
private val cache: MutableMap<IntArray, Deferred<T>> = hashMapOf() private val cache: MutableMap<IntArray, Deferred<T>> = hashMapOf()
public fun deferred(index: IntArray): Deferred<T> = cache.getOrPut(index) { public fun deferred(index: IntArray): Deferred<T> = cache.getOrPut(index) {
@ -26,7 +26,7 @@ public class LazyNDStructure<T>(
} }
public override fun equals(other: Any?): Boolean { public override fun equals(other: Any?): Boolean {
return NDStructure.contentEquals(this, other as? NDStructure<*> ?: return false) return StructureND.contentEquals(this, other as? StructureND<*> ?: return false)
} }
public override fun hashCode(): Int { public override fun hashCode(): Int {
@ -38,21 +38,21 @@ public class LazyNDStructure<T>(
} }
} }
public fun <T> NDStructure<T>.deferred(index: IntArray): Deferred<T> = public fun <T> StructureND<T>.deferred(index: IntArray): Deferred<T> =
if (this is LazyNDStructure<T>) deferred(index) else CompletableDeferred(get(index)) if (this is LazyStructureND<T>) deferred(index) else CompletableDeferred(get(index))
public suspend fun <T> NDStructure<T>.await(index: IntArray): T = public suspend fun <T> StructureND<T>.await(index: IntArray): T =
if (this is LazyNDStructure<T>) await(index) else get(index) if (this is LazyStructureND<T>) await(index) else get(index)
/** /**
* PENDING would benefit from KEEP-176 * PENDING would benefit from KEEP-176
*/ */
public inline fun <T, R> NDStructure<T>.mapAsyncIndexed( public inline fun <T, R> StructureND<T>.mapAsyncIndexed(
scope: CoroutineScope, scope: CoroutineScope,
crossinline function: suspend (T, index: IntArray) -> R crossinline function: suspend (T, index: IntArray) -> R,
): LazyNDStructure<R> = LazyNDStructure(scope, shape) { index -> function(get(index), index) } ): LazyStructureND<R> = LazyStructureND(scope, shape) { index -> function(get(index), index) }
public inline fun <T, R> NDStructure<T>.mapAsync( public inline fun <T, R> StructureND<T>.mapAsync(
scope: CoroutineScope, scope: CoroutineScope,
crossinline function: suspend (T) -> R crossinline function: suspend (T) -> R,
): LazyNDStructure<R> = LazyNDStructure(scope, shape) { index -> function(get(index)) } ): LazyStructureND<R> = LazyStructureND(scope, shape) { index -> function(get(index)) }

2
kmath-dimensions/build.gradle.kts
View File

@ -19,6 +19,6 @@ kotlin.sourceSets {
} }
} }
readme{ readme {
maturity = ru.mipt.npm.gradle.Maturity.PROTOTYPE maturity = ru.mipt.npm.gradle.Maturity.PROTOTYPE
} }

14
kmath-dimensions/src/commonMain/kotlin/space/kscience/kmath/dimensions/Wrappers.kt
View File

@ -1,6 +1,9 @@
package space.kscience.kmath.dimensions package space.kscience.kmath.dimensions
import space.kscience.kmath.linear.* import space.kscience.kmath.linear.LinearSpace
import space.kscience.kmath.linear.Matrix
import space.kscience.kmath.linear.Point
import space.kscience.kmath.linear.transpose
import space.kscience.kmath.nd.Structure2D import space.kscience.kmath.nd.Structure2D
import space.kscience.kmath.operations.RealField import space.kscience.kmath.operations.RealField
import space.kscience.kmath.operations.Ring import space.kscience.kmath.operations.Ring
@ -95,7 +98,7 @@ public inline class DMatrixContext<T : Any, out A : Ring<T>>(public val context:
* Produce a matrix with this context and given dimensions * Produce a matrix with this context and given dimensions
*/ */
public inline fun <reified R : Dimension, reified C : Dimension> produce( public inline fun <reified R : Dimension, reified C : Dimension> produce(
noinline initializer: A.(i: Int, j: Int) -> T noinline initializer: A.(i: Int, j: Int) -> T,
): DMatrix<T, R, C> { ): DMatrix<T, R, C> {
val rows = Dimension.dim<R>() val rows = Dimension.dim<R>()
val cols = Dimension.dim<C>() val cols = Dimension.dim<C>()
@ -147,9 +150,10 @@ public inline class DMatrixContext<T : Any, out A : Ring<T>>(public val context:
/** /**
* A square unit matrix * A square unit matrix
*/ */
public inline fun <reified D : Dimension> DMatrixContext<Double, RealField>.one(): DMatrix<Double, D, D> = produce { i, j -> public inline fun <reified D : Dimension> DMatrixContext<Double, RealField>.one(): DMatrix<Double, D, D> =
if (i == j) 1.0 else 0.0 produce { i, j ->
} if (i == j) 1.0 else 0.0
}
public inline fun <reified R : Dimension, reified C : Dimension> DMatrixContext<Double, RealField>.zero(): DMatrix<Double, R, C> = public inline fun <reified R : Dimension, reified C : Dimension> DMatrixContext<Double, RealField>.zero(): DMatrix<Double, R, C> =
produce { _, _ -> produce { _, _ ->

2
kmath-ejml/build.gradle.kts
View File

@ -7,6 +7,6 @@ dependencies {
implementation(project(":kmath-core")) implementation(project(":kmath-core"))
} }
readme{ readme {
maturity = ru.mipt.npm.gradle.Maturity.PROTOTYPE maturity = ru.mipt.npm.gradle.Maturity.PROTOTYPE
} }

6
kmath-ejml/src/main/kotlin/space/kscience/kmath/ejml/EjmlMatrix.kt
View File

@ -2,7 +2,7 @@ package space.kscience.kmath.ejml
import org.ejml.simple.SimpleMatrix import org.ejml.simple.SimpleMatrix
import space.kscience.kmath.linear.Matrix import space.kscience.kmath.linear.Matrix
import space.kscience.kmath.nd.NDStructure import space.kscience.kmath.nd.StructureND
/** /**
* Represents featured matrix over EJML [SimpleMatrix]. * Represents featured matrix over EJML [SimpleMatrix].
@ -18,8 +18,8 @@ public class EjmlMatrix(public val origin: SimpleMatrix) : Matrix<Double> {
override fun equals(other: Any?): Boolean { override fun equals(other: Any?): Boolean {
if (this === other) return true if (this === other) return true
if (other !is NDStructure<*>) return false if (other !is StructureND<*>) return false
return NDStructure.contentEquals(this, other) return StructureND.contentEquals(this, other)
} }
override fun hashCode(): Int = origin.hashCode() override fun hashCode(): Int = origin.hashCode()

2
kmath-for-real/src/commonMain/kotlin/space/kscience/kmath/real/dot.kt
View File

@ -7,6 +7,6 @@ import space.kscience.kmath.linear.Matrix
/** /**
* Optimized dot product for real matrices * Optimized dot product for real matrices
*/ */
public infix fun Matrix<Double>.dot(other: Matrix<Double>): Matrix<Double> = LinearSpace.real.run{ public infix fun Matrix<Double>.dot(other: Matrix<Double>): Matrix<Double> = LinearSpace.real.run {
this@dot dot other this@dot dot other
} }

2
kmath-for-real/src/commonTest/kotlin/kaceince/kmath/real/GridTest.kt
View File

@ -6,7 +6,7 @@ import kotlin.test.assertEquals
class GridTest { class GridTest {
@Test @Test
fun testStepGrid(){ fun testStepGrid() {
val grid = 0.0..1.0 step 0.2 val grid = 0.0..1.0 step 0.2
assertEquals(6, grid.size) assertEquals(6, grid.size)
} }

8
kmath-functions/build.gradle.kts
View File

@ -15,6 +15,10 @@ readme {
feature("piecewise", "src/commonMain/kotlin/kscience/kmath/functions/Piecewise.kt", "Piecewise functions.") feature("piecewise", "src/commonMain/kotlin/kscience/kmath/functions/Piecewise.kt", "Piecewise functions.")
feature("polynomials", "src/commonMain/kotlin/kscience/kmath/functions/Polynomial.kt", "Polynomial functions.") feature("polynomials", "src/commonMain/kotlin/kscience/kmath/functions/Polynomial.kt", "Polynomial functions.")
feature("linear interpolation", "src/commonMain/kotlin/kscience/kmath/interpolation/LinearInterpolator.kt", "Linear XY interpolator.") feature("linear interpolation",
feature("spline interpolation", "src/commonMain/kotlin/kscience/kmath/interpolation/SplineInterpolator.kt", "Cubic spline XY interpolator.") "src/commonMain/kotlin/kscience/kmath/interpolation/LinearInterpolator.kt",
"Linear XY interpolator.")
feature("spline interpolation",
"src/commonMain/kotlin/kscience/kmath/interpolation/SplineInterpolator.kt",
"Cubic spline XY interpolator.")
} }

1
kmath-functions/src/commonMain/kotlin/space/kscience/kmath/integration/Integrand.kt
View File

@ -17,6 +17,7 @@ public class IntegrandRelativeAccuracy(public val accuracy: Double) : IntegrandF
public class IntegrandAbsoluteAccuracy(public val accuracy: Double) : IntegrandFeature public class IntegrandAbsoluteAccuracy(public val accuracy: Double) : IntegrandFeature
public class IntegrandCalls(public val calls: Int) : IntegrandFeature public class IntegrandCalls(public val calls: Int) : IntegrandFeature
public val Integrand.calls: Int get() = getFeature<IntegrandCalls>()?.calls ?: 0 public val Integrand.calls: Int get() = getFeature<IntegrandCalls>()?.calls ?: 0
public class IntegrandMaxCalls(public val maxCalls: Int) : IntegrandFeature public class IntegrandMaxCalls(public val maxCalls: Int) : IntegrandFeature

2
kmath-functions/src/commonMain/kotlin/space/kscience/kmath/integration/Integrator.kt
View File

@ -3,7 +3,7 @@ package space.kscience.kmath.integration
/** /**
* A general interface for all integrators * A general interface for all integrators
*/ */
public interface Integrator<I: Integrand> { public interface Integrator<I : Integrand> {
/** /**
* Run one integration pass and return a new [Integrand] with a new set of features * Run one integration pass and return a new [Integrand] with a new set of features
*/ */

6
kmath-functions/src/commonMain/kotlin/space/kscience/kmath/interpolation/Interpolator.kt
View File

@ -24,21 +24,21 @@ public interface PolynomialInterpolator<T : Comparable<T>> : Interpolator<T, T>
public fun <T : Comparable<T>> PolynomialInterpolator<T>.interpolatePolynomials( public fun <T : Comparable<T>> PolynomialInterpolator<T>.interpolatePolynomials(
x: Buffer<T>, x: Buffer<T>,
y: Buffer<T> y: Buffer<T>,
): PiecewisePolynomial<T> { ): PiecewisePolynomial<T> {
val pointSet = BufferXYPointSet(x, y) val pointSet = BufferXYPointSet(x, y)
return interpolatePolynomials(pointSet) return interpolatePolynomials(pointSet)
} }
public fun <T : Comparable<T>> PolynomialInterpolator<T>.interpolatePolynomials( public fun <T : Comparable<T>> PolynomialInterpolator<T>.interpolatePolynomials(
data: Map<T, T> data: Map<T, T>,
): PiecewisePolynomial<T> { ): PiecewisePolynomial<T> {
val pointSet = BufferXYPointSet(data.keys.toList().asBuffer(), data.values.toList().asBuffer()) val pointSet = BufferXYPointSet(data.keys.toList().asBuffer(), data.values.toList().asBuffer())
return interpolatePolynomials(pointSet) return interpolatePolynomials(pointSet)
} }
public fun <T : Comparable<T>> PolynomialInterpolator<T>.interpolatePolynomials( public fun <T : Comparable<T>> PolynomialInterpolator<T>.interpolatePolynomials(
data: List<Pair<T, T>> data: List<Pair<T, T>>,
): PiecewisePolynomial<T> { ): PiecewisePolynomial<T> {
val pointSet = BufferXYPointSet(data.map { it.first }.asBuffer(), data.map { it.second }.asBuffer()) val pointSet = BufferXYPointSet(data.map { it.first }.asBuffer(), data.map { it.second }.asBuffer())
return interpolatePolynomials(pointSet) return interpolatePolynomials(pointSet)

2
kmath-functions/src/commonMain/kotlin/space/kscience/kmath/interpolation/XYPointSet.kt
View File

@ -32,7 +32,7 @@ public class NDStructureColumn<T>(public val structure: Structure2D<T>, public v
public class BufferXYPointSet<X, Y>( public class BufferXYPointSet<X, Y>(
public override val x: Buffer<X>, public override val x: Buffer<X>,
public override val y: Buffer<Y> public override val y: Buffer<Y>,
) : XYPointSet<X, Y> { ) : XYPointSet<X, Y> {
public override val size: Int public override val size: Int
get() = x.size get() = x.size

2
kmath-geometry/build.gradle.kts
View File

@ -6,6 +6,6 @@ kotlin.sourceSets.commonMain {
} }
} }
readme{ readme {
maturity = ru.mipt.npm.gradle.Maturity.PROTOTYPE maturity = ru.mipt.npm.gradle.Maturity.PROTOTYPE
} }

3
kmath-histograms/src/commonMain/kotlin/space/kscience/kmath/histogram/Counter.kt
View File

@ -11,7 +11,8 @@ import space.kscience.kmath.operations.RealField
public interface Counter<T : Any> { public interface Counter<T : Any> {
public fun add(delta: T) public fun add(delta: T)
public val value: T public val value: T
public companion object{
public companion object {
public fun real(): ObjectCounter<Double> = ObjectCounter(RealField) public fun real(): ObjectCounter<Double> = ObjectCounter(RealField)
} }
} }

2
kmath-histograms/src/commonMain/kotlin/space/kscience/kmath/histogram/Histogram.kt
View File

@ -29,7 +29,7 @@ public interface Histogram<T : Any, out B : Bin<T>> {
public val bins: Iterable<B> public val bins: Iterable<B>
} }
public fun interface HistogramBuilder<T : Any> { public fun interface HistogramBuilder<T : Any> {
/** /**
* Increment appropriate bin * Increment appropriate bin

8
kmath-histograms/src/commonMain/kotlin/space/kscience/kmath/histogram/IndexedHistogramSpace.kt
View File

@ -3,9 +3,9 @@ package space.kscience.kmath.histogram
import space.kscience.kmath.domains.Domain import space.kscience.kmath.domains.Domain
import space.kscience.kmath.linear.Point import space.kscience.kmath.linear.Point
import space.kscience.kmath.misc.UnstableKMathAPI import space.kscience.kmath.misc.UnstableKMathAPI
import space.kscience.kmath.nd.NDField import space.kscience.kmath.nd.FieldND
import space.kscience.kmath.nd.NDStructure
import space.kscience.kmath.nd.Strides import space.kscience.kmath.nd.Strides
import space.kscience.kmath.nd.StructureND
import space.kscience.kmath.operations.Group import space.kscience.kmath.operations.Group
import space.kscience.kmath.operations.ScaleOperations import space.kscience.kmath.operations.ScaleOperations
import space.kscience.kmath.operations.SpaceElement import space.kscience.kmath.operations.SpaceElement
@ -22,7 +22,7 @@ public data class DomainBin<T : Comparable<T>>(
@OptIn(UnstableKMathAPI::class) @OptIn(UnstableKMathAPI::class)
public class IndexedHistogram<T : Comparable<T>, V : Any>( public class IndexedHistogram<T : Comparable<T>, V : Any>(
override val context: IndexedHistogramSpace<T, V>, override val context: IndexedHistogramSpace<T, V>,
public val values: NDStructure<V>, public val values: StructureND<V>,
) : Histogram<T, Bin<T>>, SpaceElement<IndexedHistogram<T, V>, IndexedHistogramSpace<T, V>> { ) : Histogram<T, Bin<T>>, SpaceElement<IndexedHistogram<T, V>, IndexedHistogramSpace<T, V>> {
override fun get(point: Point<T>): Bin<T>? { override fun get(point: Point<T>): Bin<T>? {
@ -46,7 +46,7 @@ public interface IndexedHistogramSpace<T : Comparable<T>, V : Any>
: Group<IndexedHistogram<T, V>>, ScaleOperations<IndexedHistogram<T, V>> { : Group<IndexedHistogram<T, V>>, ScaleOperations<IndexedHistogram<T, V>> {
//public val valueSpace: Space<V> //public val valueSpace: Space<V>
public val strides: Strides public val strides: Strides
public val histogramValueSpace: NDField<V, *> //= NDAlgebra.space(valueSpace, Buffer.Companion::boxing, *shape), public val histogramValueSpace: FieldND<V, *> //= NDAlgebra.space(valueSpace, Buffer.Companion::boxing, *shape),
/** /**
* Resolve index of the bin including given [point] * Resolve index of the bin including given [point]

6
kmath-histograms/src/commonMain/kotlin/space/kscience/kmath/histogram/RealHistogramSpace.kt
View File

@ -23,13 +23,13 @@ public class RealHistogramSpace(
public val dimension: Int get() = lower.size public val dimension: Int get() = lower.size
private val shape = IntArray(binNums.size) { binNums[it] + 2 } private val shape = IntArray(binNums.size) { binNums[it] + 2 }
override val histogramValueSpace: RealNDField = NDAlgebra.real(*shape) override val histogramValueSpace: RealFieldND = AlgebraND.real(*shape)
override val strides: Strides get() = histogramValueSpace.strides override val strides: Strides get() = histogramValueSpace.strides
private val binSize = RealBuffer(dimension) { (upper[it] - lower[it]) / binNums[it] } private val binSize = RealBuffer(dimension) { (upper[it] - lower[it]) / binNums[it] }
/** /**
* Get internal [NDStructure] bin index for given axis * Get internal [StructureND] bin index for given axis
*/ */
private fun getIndex(axis: Int, value: Double): Int = when { private fun getIndex(axis: Int, value: Double): Int = when {
value >= upper[axis] -> binNums[axis] + 1 // overflow value >= upper[axis] -> binNums[axis] + 1 // overflow
@ -69,7 +69,7 @@ public class RealHistogramSpace(
} }
override fun produce(builder: HistogramBuilder<Double>.() -> Unit): IndexedHistogram<Double, Double> { override fun produce(builder: HistogramBuilder<Double>.() -> Unit): IndexedHistogram<Double, Double> {
val ndCounter = NDStructure.auto(strides) { Counter.real() } val ndCounter = StructureND.auto(strides) { Counter.real() }
val hBuilder = HistogramBuilder<Double> { point, value -> val hBuilder = HistogramBuilder<Double> { point, value ->
val index = getIndex(point) val index = getIndex(point)
ndCounter[index].add(value.toDouble()) ndCounter[index].add(value.toDouble())

2
kmath-histograms/src/commonTest/kotlin/space/kscience/kmath/histogram/MultivariateHistogramTest.kt
View File

@ -44,7 +44,7 @@ internal class MultivariateHistogramTest {
@Test @Test
fun testHistogramAlgebra() { fun testHistogramAlgebra() {
RealHistogramSpace.fromRanges( RealHistogramSpace.fromRanges(
(-1.0..1.0), (-1.0..1.0),
(-1.0..1.0), (-1.0..1.0),
(-1.0..1.0) (-1.0..1.0)

3
kmath-histograms/src/jvmMain/kotlin/space/kscience/kmath/histogram/UnivariateHistogram.kt
View File

@ -9,7 +9,8 @@ import space.kscience.kmath.structures.asSequence
@UnstableKMathAPI @UnstableKMathAPI
public val UnivariateDomain.center: Double get() = (range.endInclusive - range.start) / 2 public val UnivariateDomain.center: Double
get() = (range.endInclusive - range.start) / 2
/** /**
* A univariate bin based an a range * A univariate bin based an a range

2
kmath-kotlingrad/build.gradle.kts
View File

@ -8,6 +8,6 @@ dependencies {
api(project(":kmath-ast")) api(project(":kmath-ast"))
} }
readme{ readme {
maturity = ru.mipt.npm.gradle.Maturity.PROTOTYPE maturity = ru.mipt.npm.gradle.Maturity.PROTOTYPE
} }

2
kmath-memory/build.gradle.kts
View File

@ -3,7 +3,7 @@ plugins {
id("ru.mipt.npm.gradle.native") id("ru.mipt.npm.gradle.native")
} }
readme{ readme {
description = """ description = """
An API and basic implementation for arranging objects in a continous memory block. An API and basic implementation for arranging objects in a continous memory block.
""".trimIndent() """.trimIndent()

3
kmath-memory/src/commonMain/kotlin/space/kscience/kmath/memory/MemorySpec.kt
View File

@ -32,7 +32,8 @@ public fun <T : Any> MemoryReader.read(spec: MemorySpec<T>, offset: Int): T = wi
/** /**
* Writes the object [value] with [spec] starting from [offset]. * Writes the object [value] with [spec] starting from [offset].
*/ */
public fun <T : Any> MemoryWriter.write(spec: MemorySpec<T>, offset: Int, value: T): Unit = with(spec) { write(offset, value) } public fun <T : Any> MemoryWriter.write(spec: MemorySpec<T>, offset: Int, value: T): Unit =
with(spec) { write(offset, value) }
/** /**
* Reads array of [size] objects mapped by [spec] at certain [offset]. * Reads array of [size] objects mapped by [spec] at certain [offset].

5
kmath-memory/src/jvmMain/kotlin/space/kscience/kmath/memory/ByteBufferMemory.kt
View File

@ -13,7 +13,7 @@ import kotlin.contracts.contract
internal class ByteBufferMemory( internal class ByteBufferMemory(
val buffer: ByteBuffer, val buffer: ByteBuffer,
val startOffset: Int = 0, val startOffset: Int = 0,
override val size: Int = buffer.limit() override val size: Int = buffer.limit(),
) : Memory { ) : Memory {
@Suppress("NOTHING_TO_INLINE") @Suppress("NOTHING_TO_INLINE")
private inline fun position(o: Int): Int = startOffset + o private inline fun position(o: Int): Int = startOffset + o
@ -100,7 +100,8 @@ public actual fun Memory.Companion.allocate(length: Int): Memory =
* Wraps a [Memory] around existing [ByteArray]. This operation is unsafe since the array is not copied * Wraps a [Memory] around existing [ByteArray]. This operation is unsafe since the array is not copied
* and could be mutated independently from the resulting [Memory]. * and could be mutated independently from the resulting [Memory].
*/ */
public actual fun Memory.Companion.wrap(array: ByteArray): Memory = ByteBufferMemory(checkNotNull(ByteBuffer.wrap(array))) public actual fun Memory.Companion.wrap(array: ByteArray): Memory =
ByteBufferMemory(checkNotNull(ByteBuffer.wrap(array)))
/** /**
* Wraps this [ByteBuffer] to [Memory] object. * Wraps this [ByteBuffer] to [Memory] object.

2
kmath-memory/src/nativeMain/kotlin/space/kscience/kmath/memory/NativeMemory.kt
View File

@ -4,7 +4,7 @@ package space.kscience.kmath.memory
internal class NativeMemory( internal class NativeMemory(
val array: ByteArray, val array: ByteArray,
val startOffset: Int = 0, val startOffset: Int = 0,
override val size: Int = array.size override val size: Int = array.size,
) : Memory { ) : Memory {
@Suppress("NOTHING_TO_INLINE") @Suppress("NOTHING_TO_INLINE")
private inline fun position(o: Int): Int = startOffset + o private inline fun position(o: Int): Int = startOffset + o

106
kmath-nd4j/src/main/kotlin/space/kscience/kmath/nd4j/Nd4jArrayAlgebra.kt
View File

@ -7,7 +7,7 @@ import space.kscience.kmath.nd.*
import space.kscience.kmath.operations.* import space.kscience.kmath.operations.*
import space.kscience.kmath.structures.* import space.kscience.kmath.structures.*
internal fun NDAlgebra<*, *>.checkShape(array: INDArray): INDArray { internal fun AlgebraND<*, *>.checkShape(array: INDArray): INDArray {
val arrayShape = array.shape().toIntArray() val arrayShape = array.shape().toIntArray()
if (!shape.contentEquals(arrayShape)) throw ShapeMismatchException(shape, arrayShape) if (!shape.contentEquals(arrayShape)) throw ShapeMismatchException(shape, arrayShape)
return array return array
@ -15,18 +15,18 @@ internal fun NDAlgebra<*, *>.checkShape(array: INDArray): INDArray {
/** /**
* Represents [NDAlgebra] over [Nd4jArrayAlgebra]. * Represents [AlgebraND] over [Nd4jArrayAlgebra].
* *
* @param T the type of ND-structure element. * @param T the type of ND-structure element.
* @param C the type of the element context. * @param C the type of the element context.
*/ */
public interface Nd4jArrayAlgebra<T, C : Algebra<T>> : NDAlgebra<T, C> { public interface Nd4jArrayAlgebra<T, C : Algebra<T>> : AlgebraND<T, C> {
/** /**
* Wraps [INDArray] to [N]. * Wraps [INDArray] to [N].
*/ */
public fun INDArray.wrap(): Nd4jArrayStructure<T> public fun INDArray.wrap(): Nd4jArrayStructure<T>
public val NDStructure<T>.ndArray: INDArray public val StructureND<T>.ndArray: INDArray
get() = when { get() = when {
!shape.contentEquals(this@Nd4jArrayAlgebra.shape) -> throw ShapeMismatchException( !shape.contentEquals(this@Nd4jArrayAlgebra.shape) -> throw ShapeMismatchException(
this@Nd4jArrayAlgebra.shape, this@Nd4jArrayAlgebra.shape,
@ -44,13 +44,13 @@ public interface Nd4jArrayAlgebra<T, C : Algebra<T>> : NDAlgebra<T, C> {
return struct return struct
} }
public override fun NDStructure<T>.map(transform: C.(T) -> T): Nd4jArrayStructure<T> { public override fun StructureND<T>.map(transform: C.(T) -> T): Nd4jArrayStructure<T> {
val newStruct = ndArray.dup().wrap() val newStruct = ndArray.dup().wrap()
newStruct.elements().forEach { (idx, value) -> newStruct[idx] = elementContext.transform(value) } newStruct.elements().forEach { (idx, value) -> newStruct[idx] = elementContext.transform(value) }
return newStruct return newStruct
} }
public override fun NDStructure<T>.mapIndexed( public override fun StructureND<T>.mapIndexed(
transform: C.(index: IntArray, T) -> T, transform: C.(index: IntArray, T) -> T,
): Nd4jArrayStructure<T> { ): Nd4jArrayStructure<T> {
val new = Nd4j.create(*this@Nd4jArrayAlgebra.shape).wrap() val new = Nd4j.create(*this@Nd4jArrayAlgebra.shape).wrap()
@ -59,8 +59,8 @@ public interface Nd4jArrayAlgebra<T, C : Algebra<T>> : NDAlgebra<T, C> {
} }
public override fun combine( public override fun combine(
a: NDStructure<T>, a: StructureND<T>,
b: NDStructure<T>, b: StructureND<T>,
transform: C.(T, T) -> T, transform: C.(T, T) -> T,
): Nd4jArrayStructure<T> { ): Nd4jArrayStructure<T> {
val new = Nd4j.create(*shape).wrap() val new = Nd4j.create(*shape).wrap()
@ -70,42 +70,42 @@ public interface Nd4jArrayAlgebra<T, C : Algebra<T>> : NDAlgebra<T, C> {
} }
/** /**
* Represents [NDGroup] over [Nd4jArrayStructure]. * Represents [GroupND] over [Nd4jArrayStructure].
* *
* @param T the type of the element contained in ND structure. * @param T the type of the element contained in ND structure.
* @param S the type of space of structure elements. * @param S the type of space of structure elements.
*/ */
public interface Nd4JArrayGroup<T, S : Group<T>> : NDGroup<T, S>, Nd4jArrayAlgebra<T, S> { public interface Nd4JArrayGroup<T, S : Group<T>> : GroupND<T, S>, Nd4jArrayAlgebra<T, S> {
public override val zero: Nd4jArrayStructure<T> public override val zero: Nd4jArrayStructure<T>
get() = Nd4j.zeros(*shape).wrap() get() = Nd4j.zeros(*shape).wrap()
public override fun add(a: NDStructure<T>, b: NDStructure<T>): Nd4jArrayStructure<T> = public override fun add(a: StructureND<T>, b: StructureND<T>): Nd4jArrayStructure<T> =
a.ndArray.add(b.ndArray).wrap() a.ndArray.add(b.ndArray).wrap()
public override operator fun NDStructure<T>.minus(b: NDStructure<T>): Nd4jArrayStructure<T> = public override operator fun StructureND<T>.minus(b: StructureND<T>): Nd4jArrayStructure<T> =
ndArray.sub(b.ndArray).wrap() ndArray.sub(b.ndArray).wrap()
public override operator fun NDStructure<T>.unaryMinus(): Nd4jArrayStructure<T> = public override operator fun StructureND<T>.unaryMinus(): Nd4jArrayStructure<T> =
ndArray.neg().wrap() ndArray.neg().wrap()
public fun multiply(a: NDStructure<T>, k: Number): Nd4jArrayStructure<T> = public fun multiply(a: StructureND<T>, k: Number): Nd4jArrayStructure<T> =
a.ndArray.mul(k).wrap() a.ndArray.mul(k).wrap()
} }
/** /**
* Represents [NDRing] over [Nd4jArrayStructure]. * Represents [RingND] over [Nd4jArrayStructure].
* *
* @param T the type of the element contained in ND structure. * @param T the type of the element contained in ND structure.
* @param R the type of ring of structure elements. * @param R the type of ring of structure elements.
*/ */
@OptIn(UnstableKMathAPI::class) @OptIn(UnstableKMathAPI::class)
public interface Nd4jArrayRing<T, R : Ring<T>> : NDRing<T, R>, Nd4JArrayGroup<T, R> { public interface Nd4jArrayRing<T, R : Ring<T>> : RingND<T, R>, Nd4JArrayGroup<T, R> {
public override val one: Nd4jArrayStructure<T> public override val one: Nd4jArrayStructure<T>
get() = Nd4j.ones(*shape).wrap() get() = Nd4j.ones(*shape).wrap()
public override fun multiply(a: NDStructure<T>, b: NDStructure<T>): Nd4jArrayStructure<T> = public override fun multiply(a: StructureND<T>, b: StructureND<T>): Nd4jArrayStructure<T> =
a.ndArray.mul(b.ndArray).wrap() a.ndArray.mul(b.ndArray).wrap()
// //
// public override operator fun Nd4jArrayStructure<T>.minus(b: Number): Nd4jArrayStructure<T> { // public override operator fun Nd4jArrayStructure<T>.minus(b: Number): Nd4jArrayStructure<T> {
@ -131,19 +131,19 @@ public interface Nd4jArrayRing<T, R : Ring<T>> : NDRing<T, R>, Nd4JArrayGroup<T,
ThreadLocal.withInitial { hashMapOf() } ThreadLocal.withInitial { hashMapOf() }
/** /**
* Creates an [NDRing] for [Int] values or pull it from cache if it was created previously. * Creates an [RingND] for [Int] values or pull it from cache if it was created previously.
*/ */
public fun int(vararg shape: Int): Nd4jArrayRing<Int, IntRing> = public fun int(vararg shape: Int): Nd4jArrayRing<Int, IntRing> =
intNd4jArrayRingCache.get().getOrPut(shape) { IntNd4jArrayRing(shape) } intNd4jArrayRingCache.get().getOrPut(shape) { IntNd4jArrayRing(shape) }
/** /**
* Creates an [NDRing] for [Long] values or pull it from cache if it was created previously. * Creates an [RingND] for [Long] values or pull it from cache if it was created previously.
*/ */
public fun long(vararg shape: Int): Nd4jArrayRing<Long, LongRing> = public fun long(vararg shape: Int): Nd4jArrayRing<Long, LongRing> =
longNd4jArrayRingCache.get().getOrPut(shape) { LongNd4jArrayRing(shape) } longNd4jArrayRingCache.get().getOrPut(shape) { LongNd4jArrayRing(shape) }
/** /**
* Creates a most suitable implementation of [NDRing] using reified class. * Creates a most suitable implementation of [RingND] using reified class.
*/ */
@Suppress("UNCHECKED_CAST") @Suppress("UNCHECKED_CAST")
public inline fun <reified T : Any> auto(vararg shape: Int): Nd4jArrayRing<T, out Ring<T>> = when { public inline fun <reified T : Any> auto(vararg shape: Int): Nd4jArrayRing<T, out Ring<T>> = when {
@ -155,18 +155,18 @@ public interface Nd4jArrayRing<T, R : Ring<T>> : NDRing<T, R>, Nd4JArrayGroup<T,
} }
/** /**
* Represents [NDField] over [Nd4jArrayStructure]. * Represents [FieldND] over [Nd4jArrayStructure].
* *
* @param T the type of the element contained in ND structure. * @param T the type of the element contained in ND structure.
* @param N the type of ND structure. * @param N the type of ND structure.
* @param F the type field of structure elements. * @param F the type field of structure elements.
*/ */
public interface Nd4jArrayField<T, F : Field<T>> : NDField<T, F>, Nd4jArrayRing<T, F> { public interface Nd4jArrayField<T, F : Field<T>> : FieldND<T, F>, Nd4jArrayRing<T, F> {
public override fun divide(a: NDStructure<T>, b: NDStructure<T>): Nd4jArrayStructure<T> = public override fun divide(a: StructureND<T>, b: StructureND<T>): Nd4jArrayStructure<T> =
a.ndArray.div(b.ndArray).wrap() a.ndArray.div(b.ndArray).wrap()
public operator fun Number.div(b: NDStructure<T>): Nd4jArrayStructure<T> = b.ndArray.rdiv(this).wrap() public operator fun Number.div(b: StructureND<T>): Nd4jArrayStructure<T> = b.ndArray.rdiv(this).wrap()
public companion object { public companion object {
private val floatNd4jArrayFieldCache: ThreadLocal<MutableMap<IntArray, FloatNd4jArrayField>> = private val floatNd4jArrayFieldCache: ThreadLocal<MutableMap<IntArray, FloatNd4jArrayField>> =
@ -176,19 +176,19 @@ public interface Nd4jArrayField<T, F : Field<T>> : NDField<T, F>, Nd4jArrayRing<
ThreadLocal.withInitial { hashMapOf() } ThreadLocal.withInitial { hashMapOf() }
/** /**
* Creates an [NDField] for [Float] values or pull it from cache if it was created previously. * Creates an [FieldND] for [Float] values or pull it from cache if it was created previously.
*/ */
public fun float(vararg shape: Int): Nd4jArrayRing<Float, FloatField> = public fun float(vararg shape: Int): Nd4jArrayRing<Float, FloatField> =
floatNd4jArrayFieldCache.get().getOrPut(shape) { FloatNd4jArrayField(shape) } floatNd4jArrayFieldCache.get().getOrPut(shape) { FloatNd4jArrayField(shape) }
/** /**
* Creates an [NDField] for [Double] values or pull it from cache if it was created previously. * Creates an [FieldND] for [Double] values or pull it from cache if it was created previously.
*/ */
public fun real(vararg shape: Int): Nd4jArrayRing<Double, RealField> = public fun real(vararg shape: Int): Nd4jArrayRing<Double, RealField> =
realNd4jArrayFieldCache.get().getOrPut(shape) { RealNd4jArrayField(shape) } realNd4jArrayFieldCache.get().getOrPut(shape) { RealNd4jArrayField(shape) }
/** /**
* Creates a most suitable implementation of [NDRing] using reified class. * Creates a most suitable implementation of [RingND] using reified class.
*/ */
@Suppress("UNCHECKED_CAST") @Suppress("UNCHECKED_CAST")
public inline fun <reified T : Any> auto(vararg shape: Int): Nd4jArrayField<T, out Field<T>> = when { public inline fun <reified T : Any> auto(vararg shape: Int): Nd4jArrayField<T, out Field<T>> = when {
@ -200,44 +200,44 @@ public interface Nd4jArrayField<T, F : Field<T>> : NDField<T, F>, Nd4jArrayRing<
} }
/** /**
* Represents [NDField] over [Nd4jArrayRealStructure]. * Represents [FieldND] over [Nd4jArrayRealStructure].
*/ */
public class RealNd4jArrayField(public override val shape: IntArray) : Nd4jArrayField<Double, RealField> { public class RealNd4jArrayField(public override val shape: IntArray) : Nd4jArrayField<Double, RealField> {
public override val elementContext: RealField get() = RealField public override val elementContext: RealField get() = RealField
public override fun INDArray.wrap(): Nd4jArrayStructure<Double> = checkShape(this).asRealStructure() public override fun INDArray.wrap(): Nd4jArrayStructure<Double> = checkShape(this).asRealStructure()
override fun scale(a: NDStructure<Double>, value: Double): Nd4jArrayStructure<Double> { override fun scale(a: StructureND<Double>, value: Double): Nd4jArrayStructure<Double> {
return a.ndArray.mul(value).wrap() return a.ndArray.mul(value).wrap()
} }
public override operator fun NDStructure<Double>.div(arg: Double): Nd4jArrayStructure<Double> { public override operator fun StructureND<Double>.div(arg: Double): Nd4jArrayStructure<Double> {
return ndArray.div(arg).wrap() return ndArray.div(arg).wrap()
} }
public override operator fun NDStructure<Double>.plus(arg: Double): Nd4jArrayStructure<Double> { public override operator fun StructureND<Double>.plus(arg: Double): Nd4jArrayStructure<Double> {
return ndArray.add(arg).wrap() return ndArray.add(arg).wrap()
} }
public override operator fun NDStructure<Double>.minus(arg: Double): Nd4jArrayStructure<Double> { public override operator fun StructureND<Double>.minus(arg: Double): Nd4jArrayStructure<Double> {
return ndArray.sub(arg).wrap() return ndArray.sub(arg).wrap()
} }
public override operator fun NDStructure<Double>.times(arg: Double): Nd4jArrayStructure<Double> { public override operator fun StructureND<Double>.times(arg: Double): Nd4jArrayStructure<Double> {
return ndArray.mul(arg).wrap() return ndArray.mul(arg).wrap()
} }
public override operator fun Double.div(arg: NDStructure<Double>): Nd4jArrayStructure<Double> { public override operator fun Double.div(arg: StructureND<Double>): Nd4jArrayStructure<Double> {
return arg.ndArray.rdiv(this).wrap() return arg.ndArray.rdiv(this).wrap()
} }
public override operator fun Double.minus(arg: NDStructure<Double>): Nd4jArrayStructure<Double> { public override operator fun Double.minus(arg: StructureND<Double>): Nd4jArrayStructure<Double> {
return arg.ndArray.rsub(this).wrap() return arg.ndArray.rsub(this).wrap()
} }
} }
/** /**
* Represents [NDField] over [Nd4jArrayStructure] of [Float]. * Represents [FieldND] over [Nd4jArrayStructure] of [Float].
*/ */
public class FloatNd4jArrayField(public override val shape: IntArray) : Nd4jArrayField<Float, FloatField> { public class FloatNd4jArrayField(public override val shape: IntArray) : Nd4jArrayField<Float, FloatField> {
public override val elementContext: FloatField public override val elementContext: FloatField
@ -245,30 +245,30 @@ public class FloatNd4jArrayField(public override val shape: IntArray) : Nd4jArra
public override fun INDArray.wrap(): Nd4jArrayStructure<Float> = checkShape(this).asFloatStructure() public override fun INDArray.wrap(): Nd4jArrayStructure<Float> = checkShape(this).asFloatStructure()
override fun scale(a: NDStructure<Float>, value: Double): NDStructure<Float> = override fun scale(a: StructureND<Float>, value: Double): StructureND<Float> =
a.ndArray.mul(value).wrap() a.ndArray.mul(value).wrap()
public override operator fun NDStructure<Float>.div(arg: Float): Nd4jArrayStructure<Float> = public override operator fun StructureND<Float>.div(arg: Float): Nd4jArrayStructure<Float> =
ndArray.div(arg).wrap() ndArray.div(arg).wrap()
public override operator fun NDStructure<Float>.plus(arg: Float): Nd4jArrayStructure<Float> = public override operator fun StructureND<Float>.plus(arg: Float): Nd4jArrayStructure<Float> =
ndArray.add(arg).wrap() ndArray.add(arg).wrap()
public override operator fun NDStructure<Float>.minus(arg: Float): Nd4jArrayStructure<Float> = public override operator fun StructureND<Float>.minus(arg: Float): Nd4jArrayStructure<Float> =
ndArray.sub(arg).wrap() ndArray.sub(arg).wrap()
public override operator fun NDStructure<Float>.times(arg: Float): Nd4jArrayStructure<Float> = public override operator fun StructureND<Float>.times(arg: Float): Nd4jArrayStructure<Float> =
ndArray.mul(arg).wrap() ndArray.mul(arg).wrap()
public override operator fun Float.div(arg: NDStructure<Float>): Nd4jArrayStructure<Float> = public override operator fun Float.div(arg: StructureND<Float>): Nd4jArrayStructure<Float> =
arg.ndArray.rdiv(this).wrap() arg.ndArray.rdiv(this).wrap()
public override operator fun Float.minus(arg: NDStructure<Float>): Nd4jArrayStructure<Float> = public override operator fun Float.minus(arg: StructureND<Float>): Nd4jArrayStructure<Float> =
arg.ndArray.rsub(this).wrap() arg.ndArray.rsub(this).wrap()
} }
/** /**
* Represents [NDRing] over [Nd4jArrayIntStructure]. * Represents [RingND] over [Nd4jArrayIntStructure].
*/ */
public class IntNd4jArrayRing(public override val shape: IntArray) : Nd4jArrayRing<Int, IntRing> { public class IntNd4jArrayRing(public override val shape: IntArray) : Nd4jArrayRing<Int, IntRing> {
public override val elementContext: IntRing public override val elementContext: IntRing
@ -276,21 +276,21 @@ public class IntNd4jArrayRing(public override val shape: IntArray) : Nd4jArrayRi
public override fun INDArray.wrap(): Nd4jArrayStructure<Int> = checkShape(this).asIntStructure() public override fun INDArray.wrap(): Nd4jArrayStructure<Int> = checkShape(this).asIntStructure()
public override operator fun NDStructure<Int>.plus(arg: Int): Nd4jArrayStructure<Int> = public override operator fun StructureND<Int>.plus(arg: Int): Nd4jArrayStructure<Int> =
ndArray.add(arg).wrap() ndArray.add(arg).wrap()
public override operator fun NDStructure<Int>.minus(arg: Int): Nd4jArrayStructure<Int> = public override operator fun StructureND<Int>.minus(arg: Int): Nd4jArrayStructure<Int> =
ndArray.sub(arg).wrap() ndArray.sub(arg).wrap()
public override operator fun NDStructure<Int>.times(arg: Int): Nd4jArrayStructure<Int> = public override operator fun StructureND<Int>.times(arg: Int): Nd4jArrayStructure<Int> =
ndArray.mul(arg).wrap() ndArray.mul(arg).wrap()
public override operator fun Int.minus(arg: NDStructure<Int>): Nd4jArrayStructure<Int> = public override operator fun Int.minus(arg: StructureND<Int>): Nd4jArrayStructure<Int> =
arg.ndArray.rsub(this).wrap() arg.ndArray.rsub(this).wrap()
} }
/** /**
* Represents [NDRing] over [Nd4jArrayStructure] of [Long]. * Represents [RingND] over [Nd4jArrayStructure] of [Long].
*/ */
public class LongNd4jArrayRing(public override val shape: IntArray) : Nd4jArrayRing<Long, LongRing> { public class LongNd4jArrayRing(public override val shape: IntArray) : Nd4jArrayRing<Long, LongRing> {
public override val elementContext: LongRing public override val elementContext: LongRing
@ -298,15 +298,15 @@ public class LongNd4jArrayRing(public override val shape: IntArray) : Nd4jArrayR
public override fun INDArray.wrap(): Nd4jArrayStructure<Long> = checkShape(this).asLongStructure() public override fun INDArray.wrap(): Nd4jArrayStructure<Long> = checkShape(this).asLongStructure()
public override operator fun NDStructure<Long>.plus(arg: Long): Nd4jArrayStructure<Long> = public override operator fun StructureND<Long>.plus(arg: Long): Nd4jArrayStructure<Long> =
ndArray.add(arg).wrap() ndArray.add(arg).wrap()
public override operator fun NDStructure<Long>.minus(arg: Long): Nd4jArrayStructure<Long> = public override operator fun StructureND<Long>.minus(arg: Long): Nd4jArrayStructure<Long> =
ndArray.sub(arg).wrap() ndArray.sub(arg).wrap()
public override operator fun NDStructure<Long>.times(arg: Long): Nd4jArrayStructure<Long> = public override operator fun StructureND<Long>.times(arg: Long): Nd4jArrayStructure<Long> =
ndArray.mul(arg).wrap() ndArray.mul(arg).wrap()
public override operator fun Long.minus(arg: NDStructure<Long>): Nd4jArrayStructure<Long> = public override operator fun Long.minus(arg: StructureND<Long>): Nd4jArrayStructure<Long> =
arg.ndArray.rsub(this).wrap() arg.ndArray.rsub(this).wrap()
} }

4
kmath-nd4j/src/main/kotlin/space/kscience/kmath/nd4j/Nd4jArrayStructure.kt
View File

@ -2,10 +2,10 @@ package space.kscience.kmath.nd4j
import org.nd4j.linalg.api.ndarray.INDArray import org.nd4j.linalg.api.ndarray.INDArray
import space.kscience.kmath.nd.MutableNDStructure import space.kscience.kmath.nd.MutableNDStructure
import space.kscience.kmath.nd.NDStructure import space.kscience.kmath.nd.StructureND
/** /**
* Represents a [NDStructure] wrapping an [INDArray] object. * Represents a [StructureND] wrapping an [INDArray] object.
* *
* @param T the type of items. * @param T the type of items.
*/ */

2
kmath-nd4j/src/test/kotlin/space/kscience/kmath/nd4j/Nd4jArrayAlgebraTest.kt
View File

@ -8,7 +8,7 @@ import kotlin.test.fail
internal class Nd4jArrayAlgebraTest { internal class Nd4jArrayAlgebraTest {
@Test @Test
fun testProduce() { fun testProduce() {
val res = with(RealNd4jArrayField(intArrayOf(2, 2))){ produce { it.sum().toDouble() } } val res = with(RealNd4jArrayField(intArrayOf(2, 2))) { produce { it.sum().toDouble() } }
val expected = (Nd4j.create(2, 2) ?: fail()).asRealStructure() val expected = (Nd4j.create(2, 2) ?: fail()).asRealStructure()
expected[intArrayOf(0, 0)] = 0.0 expected[intArrayOf(0, 0)] = 0.0
expected[intArrayOf(0, 1)] = 1.0 expected[intArrayOf(0, 1)] = 1.0

6
kmath-nd4j/src/test/kotlin/space/kscience/kmath/nd4j/Nd4jArrayStructureTest.kt
View File

@ -41,9 +41,9 @@ internal class Nd4jArrayStructureTest {
@Test @Test
fun testHashCode() { fun testHashCode() {
val nd1 = Nd4j.create(doubleArrayOf(1.0, 2.0, 3.0))?:fail() val nd1 = Nd4j.create(doubleArrayOf(1.0, 2.0, 3.0)) ?: fail()
val struct1 = nd1.asRealStructure() val struct1 = nd1.asRealStructure()
val nd2 = Nd4j.create(doubleArrayOf(1.0, 2.0, 3.0))?:fail() val nd2 = Nd4j.create(doubleArrayOf(1.0, 2.0, 3.0)) ?: fail()
val struct2 = nd2.asRealStructure() val struct2 = nd2.asRealStructure()
assertEquals(struct1.hashCode(), struct2.hashCode()) assertEquals(struct1.hashCode(), struct2.hashCode())
} }
@ -57,7 +57,7 @@ internal class Nd4jArrayStructureTest {
@Test @Test
fun testGet() { fun testGet() {
val nd = Nd4j.rand(10, 2, 3, 6)?:fail() val nd = Nd4j.rand(10, 2, 3, 6) ?: fail()
val struct = nd.asIntStructure() val struct = nd.asIntStructure()
assertEquals(nd.getInt(0, 0, 0, 0), struct[0, 0, 0, 0]) assertEquals(nd.getInt(0, 0, 0, 0), struct[0, 0, 0, 0])
} }

2
kmath-stat/build.gradle.kts
View File

@ -25,6 +25,6 @@ kotlin.sourceSets {
} }
} }
readme{ readme {
maturity = ru.mipt.npm.gradle.Maturity.EXPERIMENTAL maturity = ru.mipt.npm.gradle.Maturity.EXPERIMENTAL
} }

2
kmath-stat/src/commonMain/kotlin/space/kscience/kmath/stat/Distribution.kt
View File

@ -53,7 +53,7 @@ public fun <T : Comparable<T>> UnivariateDistribution<T>.integral(from: T, to: T
public fun <T : Any> Sampler<T>.sampleBuffer( public fun <T : Any> Sampler<T>.sampleBuffer(
generator: RandomGenerator, generator: RandomGenerator,
size: Int, size: Int,
bufferFactory: BufferFactory<T> = Buffer.Companion::boxing bufferFactory: BufferFactory<T> = Buffer.Companion::boxing,
): Chain<Buffer<T>> { ): Chain<Buffer<T>> {
require(size > 1) require(size > 1)
//creating temporary storage once //creating temporary storage once

4
kmath-stat/src/commonMain/kotlin/space/kscience/kmath/stat/OptimizationProblem.kt
View File

@ -68,7 +68,7 @@ public fun <T : Any, F : OptimizationProblem<T>> Expression<T>.optimizeWith(
configuration: F.() -> Unit, configuration: F.() -> Unit,
): OptimizationResult<T> { ): OptimizationResult<T> {
require(symbols.isNotEmpty()) { "Must provide a list of symbols for optimization" } require(symbols.isNotEmpty()) { "Must provide a list of symbols for optimization" }
val problem = factory(symbols.toList(),configuration) val problem = factory(symbols.toList(), configuration)
problem.expression(this) problem.expression(this)
return problem.optimize() return problem.optimize()
} }
@ -76,7 +76,7 @@ public fun <T : Any, F : OptimizationProblem<T>> Expression<T>.optimizeWith(
/** /**
* Optimize differentiable expression using specific [OptimizationProblemFactory] * Optimize differentiable expression using specific [OptimizationProblemFactory]
*/ */
public fun <T : Any, F : OptimizationProblem<T>> DifferentiableExpression<T, Expression<T>>.optimizeWith( public fun <T : Any, F : OptimizationProblem<T>> DifferentiableExpression<T, Expression<T>>.optimizeWith(
factory: OptimizationProblemFactory<T, F>, factory: OptimizationProblemFactory<T, F>,
vararg symbols: Symbol, vararg symbols: Symbol,
configuration: F.() -> Unit, configuration: F.() -> Unit,

2
kmath-stat/src/commonMain/kotlin/space/kscience/kmath/stat/RandomChain.kt
View File

@ -7,7 +7,7 @@ import space.kscience.kmath.chains.Chain
*/ */
public class RandomChain<out R>( public class RandomChain<out R>(
public val generator: RandomGenerator, public val generator: RandomGenerator,
private val gen: suspend RandomGenerator.() -> R private val gen: suspend RandomGenerator.() -> R,
) : Chain<R> { ) : Chain<R> {
override suspend fun next(): R = generator.gen() override suspend fun next(): R = generator.gen()

4
kmath-stat/src/jvmMain/kotlin/space/kscience/kmath/stat/distributions.kt
View File

@ -50,7 +50,7 @@ private fun normalSampler(method: NormalSamplerMethod, provider: UniformRandomPr
} }
public fun Distribution.Companion.normal( public fun Distribution.Companion.normal(
method: NormalSamplerMethod = NormalSamplerMethod.Ziggurat method: NormalSamplerMethod = NormalSamplerMethod.Ziggurat,
): ContinuousSamplerDistribution = object : ContinuousSamplerDistribution() { ): ContinuousSamplerDistribution = object : ContinuousSamplerDistribution() {
override fun buildCMSampler(generator: RandomGenerator): ContinuousSampler { override fun buildCMSampler(generator: RandomGenerator): ContinuousSampler {
val provider = generator.asUniformRandomProvider() val provider = generator.asUniformRandomProvider()
@ -66,7 +66,7 @@ public fun Distribution.Companion.normal(
public fun Distribution.Companion.normal( public fun Distribution.Companion.normal(
mean: Double, mean: Double,
sigma: Double, sigma: Double,
method: NormalSamplerMethod = NormalSamplerMethod.Ziggurat method: NormalSamplerMethod = NormalSamplerMethod.Ziggurat,
): ContinuousSamplerDistribution = object : ContinuousSamplerDistribution() { ): ContinuousSamplerDistribution = object : ContinuousSamplerDistribution() {
private val sigma2 = sigma.pow(2) private val sigma2 = sigma.pow(2)
private val norm = sigma * sqrt(PI * 2) private val norm = sigma * sqrt(PI * 2)

148
kmath-viktor/api/kmath-viktor.api
View File

@ -26,130 +26,130 @@ public final class space/kscience/kmath/viktor/ViktorBuffer : space/kscience/kma
public final synthetic fun unbox-impl ()Lorg/jetbrains/bio/viktor/F64FlatArray; public final synthetic fun unbox-impl ()Lorg/jetbrains/bio/viktor/F64FlatArray;
} }
public final class space/kscience/kmath/viktor/ViktorNDField : space/kscience/kmath/nd/NDField, space/kscience/kmath/operations/ExtendedField, space/kscience/kmath/operations/NumbersAddOperations, space/kscience/kmath/operations/ScaleOperations { public final class space/kscience/kmath/viktor/ViktorFieldND : space/kscience/kmath/nd/FieldND, space/kscience/kmath/operations/ExtendedField, space/kscience/kmath/operations/NumbersAddOperations, space/kscience/kmath/operations/ScaleOperations {
public fun <init> ([I)V public fun <init> ([I)V
public synthetic fun acos (Ljava/lang/Object;)Ljava/lang/Object; public synthetic fun acos (Ljava/lang/Object;)Ljava/lang/Object;
public fun acos-Q7Xurp0 (Lspace/kscience/kmath/nd/NDStructure;)Lorg/jetbrains/bio/viktor/F64Array; public fun acos-8UOKELU (Lspace/kscience/kmath/nd/StructureND;)Lorg/jetbrains/bio/viktor/F64Array;
public synthetic fun acosh (Ljava/lang/Object;)Ljava/lang/Object; public synthetic fun acosh (Ljava/lang/Object;)Ljava/lang/Object;
public fun acosh (Lspace/kscience/kmath/nd/NDStructure;)Lspace/kscience/kmath/nd/NDStructure; public fun acosh (Lspace/kscience/kmath/nd/StructureND;)Lspace/kscience/kmath/nd/StructureND;
public synthetic fun add (Ljava/lang/Object;Ljava/lang/Object;)Ljava/lang/Object; public synthetic fun add (Ljava/lang/Object;Ljava/lang/Object;)Ljava/lang/Object;
public synthetic fun add (Lspace/kscience/kmath/nd/NDStructure;Lspace/kscience/kmath/nd/NDStructure;)Lspace/kscience/kmath/nd/NDStructure; public synthetic fun add (Lspace/kscience/kmath/nd/StructureND;Lspace/kscience/kmath/nd/StructureND;)Lspace/kscience/kmath/nd/StructureND;
public fun add-s8yP2C4 (Lspace/kscience/kmath/nd/NDStructure;Lspace/kscience/kmath/nd/NDStructure;)Lorg/jetbrains/bio/viktor/F64Array; public fun add-zrEAbyI (Lspace/kscience/kmath/nd/StructureND;Lspace/kscience/kmath/nd/StructureND;)Lorg/jetbrains/bio/viktor/F64Array;
public synthetic fun asin (Ljava/lang/Object;)Ljava/lang/Object; public synthetic fun asin (Ljava/lang/Object;)Ljava/lang/Object;
public fun asin-Q7Xurp0 (Lspace/kscience/kmath/nd/NDStructure;)Lorg/jetbrains/bio/viktor/F64Array; public fun asin-8UOKELU (Lspace/kscience/kmath/nd/StructureND;)Lorg/jetbrains/bio/viktor/F64Array;
public synthetic fun asinh (Ljava/lang/Object;)Ljava/lang/Object; public synthetic fun asinh (Ljava/lang/Object;)Ljava/lang/Object;
public fun asinh (Lspace/kscience/kmath/nd/NDStructure;)Lspace/kscience/kmath/nd/NDStructure; public fun asinh (Lspace/kscience/kmath/nd/StructureND;)Lspace/kscience/kmath/nd/StructureND;
public synthetic fun atan (Ljava/lang/Object;)Ljava/lang/Object; public synthetic fun atan (Ljava/lang/Object;)Ljava/lang/Object;
public fun atan-Q7Xurp0 (Lspace/kscience/kmath/nd/NDStructure;)Lorg/jetbrains/bio/viktor/F64Array; public fun atan-8UOKELU (Lspace/kscience/kmath/nd/StructureND;)Lorg/jetbrains/bio/viktor/F64Array;
public synthetic fun atanh (Ljava/lang/Object;)Ljava/lang/Object; public synthetic fun atanh (Ljava/lang/Object;)Ljava/lang/Object;
public fun atanh (Lspace/kscience/kmath/nd/NDStructure;)Lspace/kscience/kmath/nd/NDStructure; public fun atanh (Lspace/kscience/kmath/nd/StructureND;)Lspace/kscience/kmath/nd/StructureND;
public synthetic fun binaryOperation (Ljava/lang/String;Ljava/lang/Object;Ljava/lang/Object;)Ljava/lang/Object; public synthetic fun binaryOperation (Ljava/lang/String;Ljava/lang/Object;Ljava/lang/Object;)Ljava/lang/Object;
public fun binaryOperation (Ljava/lang/String;Lspace/kscience/kmath/nd/NDStructure;Lspace/kscience/kmath/nd/NDStructure;)Lspace/kscience/kmath/nd/NDStructure; public fun binaryOperation (Ljava/lang/String;Lspace/kscience/kmath/nd/StructureND;Lspace/kscience/kmath/nd/StructureND;)Lspace/kscience/kmath/nd/StructureND;
public fun binaryOperationFunction (Ljava/lang/String;)Lkotlin/jvm/functions/Function2; public fun binaryOperationFunction (Ljava/lang/String;)Lkotlin/jvm/functions/Function2;
public synthetic fun bindSymbol (Ljava/lang/String;)Ljava/lang/Object; public synthetic fun bindSymbol (Ljava/lang/String;)Ljava/lang/Object;
public fun bindSymbol (Ljava/lang/String;)Lspace/kscience/kmath/nd/NDStructure; public fun bindSymbol (Ljava/lang/String;)Lspace/kscience/kmath/nd/StructureND;
public synthetic fun combine (Lspace/kscience/kmath/nd/NDStructure;Lspace/kscience/kmath/nd/NDStructure;Lkotlin/jvm/functions/Function3;)Lspace/kscience/kmath/nd/NDStructure; public synthetic fun combine (Lspace/kscience/kmath/nd/StructureND;Lspace/kscience/kmath/nd/StructureND;Lkotlin/jvm/functions/Function3;)Lspace/kscience/kmath/nd/StructureND;
public fun combine-ZQYDhZg (Lspace/kscience/kmath/nd/NDStructure;Lspace/kscience/kmath/nd/NDStructure;Lkotlin/jvm/functions/Function3;)Lorg/jetbrains/bio/viktor/F64Array; public fun combine-WKhNzhk (Lspace/kscience/kmath/nd/StructureND;Lspace/kscience/kmath/nd/StructureND;Lkotlin/jvm/functions/Function3;)Lorg/jetbrains/bio/viktor/F64Array;
public synthetic fun cos (Ljava/lang/Object;)Ljava/lang/Object; public synthetic fun cos (Ljava/lang/Object;)Ljava/lang/Object;
public fun cos-Q7Xurp0 (Lspace/kscience/kmath/nd/NDStructure;)Lorg/jetbrains/bio/viktor/F64Array; public fun cos-8UOKELU (Lspace/kscience/kmath/nd/StructureND;)Lorg/jetbrains/bio/viktor/F64Array;
public synthetic fun cosh (Ljava/lang/Object;)Ljava/lang/Object; public synthetic fun cosh (Ljava/lang/Object;)Ljava/lang/Object;
public fun cosh (Lspace/kscience/kmath/nd/NDStructure;)Lspace/kscience/kmath/nd/NDStructure; public fun cosh (Lspace/kscience/kmath/nd/StructureND;)Lspace/kscience/kmath/nd/StructureND;
public fun div (DLspace/kscience/kmath/nd/NDStructure;)Lspace/kscience/kmath/nd/NDStructure; public fun div (DLspace/kscience/kmath/nd/StructureND;)Lspace/kscience/kmath/nd/StructureND;
public synthetic fun div (Ljava/lang/Object;Ljava/lang/Number;)Ljava/lang/Object; public synthetic fun div (Ljava/lang/Object;Ljava/lang/Number;)Ljava/lang/Object;
public synthetic fun div (Ljava/lang/Object;Ljava/lang/Object;)Ljava/lang/Object; public synthetic fun div (Ljava/lang/Object;Ljava/lang/Object;)Ljava/lang/Object;
public synthetic fun div (Ljava/lang/Object;Lspace/kscience/kmath/nd/NDStructure;)Lspace/kscience/kmath/nd/NDStructure; public synthetic fun div (Ljava/lang/Object;Lspace/kscience/kmath/nd/StructureND;)Lspace/kscience/kmath/nd/StructureND;
public fun div (Lspace/kscience/kmath/nd/NDStructure;D)Lspace/kscience/kmath/nd/NDStructure; public fun div (Lspace/kscience/kmath/nd/StructureND;D)Lspace/kscience/kmath/nd/StructureND;
public fun div (Lspace/kscience/kmath/nd/NDStructure;Ljava/lang/Number;)Lspace/kscience/kmath/nd/NDStructure; public fun div (Lspace/kscience/kmath/nd/StructureND;Ljava/lang/Number;)Lspace/kscience/kmath/nd/StructureND;
public synthetic fun div (Lspace/kscience/kmath/nd/NDStructure;Ljava/lang/Object;)Lspace/kscience/kmath/nd/NDStructure; public synthetic fun div (Lspace/kscience/kmath/nd/StructureND;Ljava/lang/Object;)Lspace/kscience/kmath/nd/StructureND;
public fun div (Lspace/kscience/kmath/nd/NDStructure;Lspace/kscience/kmath/nd/NDStructure;)Lspace/kscience/kmath/nd/NDStructure; public fun div (Lspace/kscience/kmath/nd/StructureND;Lspace/kscience/kmath/nd/StructureND;)Lspace/kscience/kmath/nd/StructureND;
public synthetic fun divide (Ljava/lang/Object;Ljava/lang/Object;)Ljava/lang/Object; public synthetic fun divide (Ljava/lang/Object;Ljava/lang/Object;)Ljava/lang/Object;
public fun divide (Lspace/kscience/kmath/nd/NDStructure;Lspace/kscience/kmath/nd/NDStructure;)Lspace/kscience/kmath/nd/NDStructure; public fun divide (Lspace/kscience/kmath/nd/StructureND;Lspace/kscience/kmath/nd/StructureND;)Lspace/kscience/kmath/nd/StructureND;
public synthetic fun exp (Ljava/lang/Object;)Ljava/lang/Object; public synthetic fun exp (Ljava/lang/Object;)Ljava/lang/Object;
public fun exp-Q7Xurp0 (Lspace/kscience/kmath/nd/NDStructure;)Lorg/jetbrains/bio/viktor/F64Array; public fun exp-8UOKELU (Lspace/kscience/kmath/nd/StructureND;)Lorg/jetbrains/bio/viktor/F64Array;
public synthetic fun getElementContext ()Lspace/kscience/kmath/operations/Algebra; public synthetic fun getElementContext ()Lspace/kscience/kmath/operations/Algebra;
public fun getElementContext ()Lspace/kscience/kmath/operations/RealField; public fun getElementContext ()Lspace/kscience/kmath/operations/RealField;
public final fun getF64Buffer (Lspace/kscience/kmath/nd/NDStructure;)Lorg/jetbrains/bio/viktor/F64Array; public final fun getF64Buffer (Lspace/kscience/kmath/nd/StructureND;)Lorg/jetbrains/bio/viktor/F64Array;
public synthetic fun getOne ()Ljava/lang/Object; public synthetic fun getOne ()Ljava/lang/Object;
public fun getOne-MSOxzaI ()Lorg/jetbrains/bio/viktor/F64Array; public fun getOne-6kW2wQc ()Lorg/jetbrains/bio/viktor/F64Array;
public fun getShape ()[I public fun getShape ()[I
public synthetic fun getZero ()Ljava/lang/Object; public synthetic fun getZero ()Ljava/lang/Object;
public fun getZero-MSOxzaI ()Lorg/jetbrains/bio/viktor/F64Array; public fun getZero-6kW2wQc ()Lorg/jetbrains/bio/viktor/F64Array;
public fun invoke (Lkotlin/jvm/functions/Function1;Lspace/kscience/kmath/nd/NDStructure;)Lspace/kscience/kmath/nd/NDStructure; public fun invoke (Lkotlin/jvm/functions/Function1;Lspace/kscience/kmath/nd/StructureND;)Lspace/kscience/kmath/nd/StructureND;
public synthetic fun leftSideNumberOperation (Ljava/lang/String;Ljava/lang/Number;Ljava/lang/Object;)Ljava/lang/Object; public synthetic fun leftSideNumberOperation (Ljava/lang/String;Ljava/lang/Number;Ljava/lang/Object;)Ljava/lang/Object;
public fun leftSideNumberOperation (Ljava/lang/String;Ljava/lang/Number;Lspace/kscience/kmath/nd/NDStructure;)Lspace/kscience/kmath/nd/NDStructure; public fun leftSideNumberOperation (Ljava/lang/String;Ljava/lang/Number;Lspace/kscience/kmath/nd/StructureND;)Lspace/kscience/kmath/nd/StructureND;
public fun leftSideNumberOperationFunction (Ljava/lang/String;)Lkotlin/jvm/functions/Function2; public fun leftSideNumberOperationFunction (Ljava/lang/String;)Lkotlin/jvm/functions/Function2;
public synthetic fun ln (Ljava/lang/Object;)Ljava/lang/Object; public synthetic fun ln (Ljava/lang/Object;)Ljava/lang/Object;
public fun ln-Q7Xurp0 (Lspace/kscience/kmath/nd/NDStructure;)Lorg/jetbrains/bio/viktor/F64Array; public fun ln-8UOKELU (Lspace/kscience/kmath/nd/StructureND;)Lorg/jetbrains/bio/viktor/F64Array;
public synthetic fun map (Lspace/kscience/kmath/nd/NDStructure;Lkotlin/jvm/functions/Function2;)Lspace/kscience/kmath/nd/NDStructure; public synthetic fun map (Lspace/kscience/kmath/nd/StructureND;Lkotlin/jvm/functions/Function2;)Lspace/kscience/kmath/nd/StructureND;
public fun map-s8yP2C4 (Lspace/kscience/kmath/nd/NDStructure;Lkotlin/jvm/functions/Function2;)Lorg/jetbrains/bio/viktor/F64Array; public fun map-zrEAbyI (Lspace/kscience/kmath/nd/StructureND;Lkotlin/jvm/functions/Function2;)Lorg/jetbrains/bio/viktor/F64Array;
public synthetic fun mapIndexed (Lspace/kscience/kmath/nd/NDStructure;Lkotlin/jvm/functions/Function3;)Lspace/kscience/kmath/nd/NDStructure; public synthetic fun mapIndexed (Lspace/kscience/kmath/nd/StructureND;Lkotlin/jvm/functions/Function3;)Lspace/kscience/kmath/nd/StructureND;
public fun mapIndexed-s8yP2C4 (Lspace/kscience/kmath/nd/NDStructure;Lkotlin/jvm/functions/Function3;)Lorg/jetbrains/bio/viktor/F64Array; public fun mapIndexed-zrEAbyI (Lspace/kscience/kmath/nd/StructureND;Lkotlin/jvm/functions/Function3;)Lorg/jetbrains/bio/viktor/F64Array;
public fun minus (DLspace/kscience/kmath/nd/NDStructure;)Lspace/kscience/kmath/nd/NDStructure; public fun minus (DLspace/kscience/kmath/nd/StructureND;)Lspace/kscience/kmath/nd/StructureND;
public synthetic fun minus (Ljava/lang/Number;Ljava/lang/Object;)Ljava/lang/Object; public synthetic fun minus (Ljava/lang/Number;Ljava/lang/Object;)Ljava/lang/Object;
public fun minus (Ljava/lang/Number;Lspace/kscience/kmath/nd/NDStructure;)Lspace/kscience/kmath/nd/NDStructure; public fun minus (Ljava/lang/Number;Lspace/kscience/kmath/nd/StructureND;)Lspace/kscience/kmath/nd/StructureND;
public synthetic fun minus (Ljava/lang/Object;Ljava/lang/Number;)Ljava/lang/Object; public synthetic fun minus (Ljava/lang/Object;Ljava/lang/Number;)Ljava/lang/Object;
public synthetic fun minus (Ljava/lang/Object;Ljava/lang/Object;)Ljava/lang/Object; public synthetic fun minus (Ljava/lang/Object;Ljava/lang/Object;)Ljava/lang/Object;
public synthetic fun minus (Ljava/lang/Object;Lspace/kscience/kmath/nd/NDStructure;)Lspace/kscience/kmath/nd/NDStructure; public synthetic fun minus (Ljava/lang/Object;Lspace/kscience/kmath/nd/StructureND;)Lspace/kscience/kmath/nd/StructureND;
public fun minus (Lspace/kscience/kmath/nd/NDStructure;D)Lspace/kscience/kmath/nd/NDStructure; public fun minus (Lspace/kscience/kmath/nd/StructureND;D)Lspace/kscience/kmath/nd/StructureND;
public fun minus (Lspace/kscience/kmath/nd/NDStructure;Ljava/lang/Number;)Lspace/kscience/kmath/nd/NDStructure; public fun minus (Lspace/kscience/kmath/nd/StructureND;Ljava/lang/Number;)Lspace/kscience/kmath/nd/StructureND;
public synthetic fun minus (Lspace/kscience/kmath/nd/NDStructure;Ljava/lang/Object;)Lspace/kscience/kmath/nd/NDStructure; public synthetic fun minus (Lspace/kscience/kmath/nd/StructureND;Ljava/lang/Object;)Lspace/kscience/kmath/nd/StructureND;
public fun minus-s8yP2C4 (Lspace/kscience/kmath/nd/NDStructure;Lspace/kscience/kmath/nd/NDStructure;)Lorg/jetbrains/bio/viktor/F64Array; public fun minus-zrEAbyI (Lspace/kscience/kmath/nd/StructureND;Lspace/kscience/kmath/nd/StructureND;)Lorg/jetbrains/bio/viktor/F64Array;
public synthetic fun multiply (Ljava/lang/Object;Ljava/lang/Object;)Ljava/lang/Object; public synthetic fun multiply (Ljava/lang/Object;Ljava/lang/Object;)Ljava/lang/Object;
public fun multiply (Lspace/kscience/kmath/nd/NDStructure;Lspace/kscience/kmath/nd/NDStructure;)Lspace/kscience/kmath/nd/NDStructure; public fun multiply (Lspace/kscience/kmath/nd/StructureND;Lspace/kscience/kmath/nd/StructureND;)Lspace/kscience/kmath/nd/StructureND;
public synthetic fun number (Ljava/lang/Number;)Ljava/lang/Object; public synthetic fun number (Ljava/lang/Number;)Ljava/lang/Object;
public fun number-Q7Xurp0 (Ljava/lang/Number;)Lorg/jetbrains/bio/viktor/F64Array; public fun number-8UOKELU (Ljava/lang/Number;)Lorg/jetbrains/bio/viktor/F64Array;
public fun plus (DLspace/kscience/kmath/nd/NDStructure;)Lspace/kscience/kmath/nd/NDStructure; public fun plus (DLspace/kscience/kmath/nd/StructureND;)Lspace/kscience/kmath/nd/StructureND;
public synthetic fun plus (Ljava/lang/Number;Ljava/lang/Object;)Ljava/lang/Object; public synthetic fun plus (Ljava/lang/Number;Ljava/lang/Object;)Ljava/lang/Object;
public fun plus (Ljava/lang/Number;Lspace/kscience/kmath/nd/NDStructure;)Lspace/kscience/kmath/nd/NDStructure; public fun plus (Ljava/lang/Number;Lspace/kscience/kmath/nd/StructureND;)Lspace/kscience/kmath/nd/StructureND;
public synthetic fun plus (Ljava/lang/Object;Ljava/lang/Number;)Ljava/lang/Object; public synthetic fun plus (Ljava/lang/Object;Ljava/lang/Number;)Ljava/lang/Object;
public synthetic fun plus (Ljava/lang/Object;Ljava/lang/Object;)Ljava/lang/Object; public synthetic fun plus (Ljava/lang/Object;Ljava/lang/Object;)Ljava/lang/Object;
public synthetic fun plus (Ljava/lang/Object;Lspace/kscience/kmath/nd/NDStructure;)Lspace/kscience/kmath/nd/NDStructure; public synthetic fun plus (Ljava/lang/Object;Lspace/kscience/kmath/nd/StructureND;)Lspace/kscience/kmath/nd/StructureND;
public fun plus (Lspace/kscience/kmath/nd/NDStructure;Ljava/lang/Number;)Lspace/kscience/kmath/nd/NDStructure; public fun plus (Lspace/kscience/kmath/nd/StructureND;Ljava/lang/Number;)Lspace/kscience/kmath/nd/StructureND;
public synthetic fun plus (Lspace/kscience/kmath/nd/NDStructure;Ljava/lang/Object;)Lspace/kscience/kmath/nd/NDStructure; public synthetic fun plus (Lspace/kscience/kmath/nd/StructureND;Ljava/lang/Object;)Lspace/kscience/kmath/nd/StructureND;
public fun plus-s8yP2C4 (Lspace/kscience/kmath/nd/NDStructure;D)Lorg/jetbrains/bio/viktor/F64Array; public fun plus-zrEAbyI (Lspace/kscience/kmath/nd/StructureND;D)Lorg/jetbrains/bio/viktor/F64Array;
public fun plus-s8yP2C4 (Lspace/kscience/kmath/nd/NDStructure;Lspace/kscience/kmath/nd/NDStructure;)Lorg/jetbrains/bio/viktor/F64Array; public fun plus-zrEAbyI (Lspace/kscience/kmath/nd/StructureND;Lspace/kscience/kmath/nd/StructureND;)Lorg/jetbrains/bio/viktor/F64Array;
public synthetic fun pow (Ljava/lang/Object;Ljava/lang/Number;)Ljava/lang/Object; public synthetic fun pow (Ljava/lang/Object;Ljava/lang/Number;)Ljava/lang/Object;
public fun pow (Lspace/kscience/kmath/nd/NDStructure;Ljava/lang/Number;)Lspace/kscience/kmath/nd/NDStructure; public fun pow (Lspace/kscience/kmath/nd/StructureND;Ljava/lang/Number;)Lspace/kscience/kmath/nd/StructureND;
public synthetic fun power (Ljava/lang/Object;Ljava/lang/Number;)Ljava/lang/Object; public synthetic fun power (Ljava/lang/Object;Ljava/lang/Number;)Ljava/lang/Object;
public fun power-s8yP2C4 (Lspace/kscience/kmath/nd/NDStructure;Ljava/lang/Number;)Lorg/jetbrains/bio/viktor/F64Array; public fun power-zrEAbyI (Lspace/kscience/kmath/nd/StructureND;Ljava/lang/Number;)Lorg/jetbrains/bio/viktor/F64Array;
public synthetic fun produce (Lkotlin/jvm/functions/Function2;)Lspace/kscience/kmath/nd/NDStructure; public synthetic fun produce (Lkotlin/jvm/functions/Function2;)Lspace/kscience/kmath/nd/StructureND;
public fun produce-Q7Xurp0 (Lkotlin/jvm/functions/Function2;)Lorg/jetbrains/bio/viktor/F64Array; public fun produce-8UOKELU (Lkotlin/jvm/functions/Function2;)Lorg/jetbrains/bio/viktor/F64Array;
public synthetic fun rightSideNumberOperation (Ljava/lang/String;Ljava/lang/Object;Ljava/lang/Number;)Ljava/lang/Object; public synthetic fun rightSideNumberOperation (Ljava/lang/String;Ljava/lang/Object;Ljava/lang/Number;)Ljava/lang/Object;
public fun rightSideNumberOperation (Ljava/lang/String;Lspace/kscience/kmath/nd/NDStructure;Ljava/lang/Number;)Lspace/kscience/kmath/nd/NDStructure; public fun rightSideNumberOperation (Ljava/lang/String;Lspace/kscience/kmath/nd/StructureND;Ljava/lang/Number;)Lspace/kscience/kmath/nd/StructureND;
public fun rightSideNumberOperationFunction (Ljava/lang/String;)Lkotlin/jvm/functions/Function2; public fun rightSideNumberOperationFunction (Ljava/lang/String;)Lkotlin/jvm/functions/Function2;
public synthetic fun scale (Ljava/lang/Object;D)Ljava/lang/Object; public synthetic fun scale (Ljava/lang/Object;D)Ljava/lang/Object;
public fun scale-s8yP2C4 (Lspace/kscience/kmath/nd/NDStructure;D)Lorg/jetbrains/bio/viktor/F64Array; public fun scale-zrEAbyI (Lspace/kscience/kmath/nd/StructureND;D)Lorg/jetbrains/bio/viktor/F64Array;
public synthetic fun sin (Ljava/lang/Object;)Ljava/lang/Object; public synthetic fun sin (Ljava/lang/Object;)Ljava/lang/Object;
public fun sin-Q7Xurp0 (Lspace/kscience/kmath/nd/NDStructure;)Lorg/jetbrains/bio/viktor/F64Array; public fun sin-8UOKELU (Lspace/kscience/kmath/nd/StructureND;)Lorg/jetbrains/bio/viktor/F64Array;
public synthetic fun sinh (Ljava/lang/Object;)Ljava/lang/Object; public synthetic fun sinh (Ljava/lang/Object;)Ljava/lang/Object;
public fun sinh (Lspace/kscience/kmath/nd/NDStructure;)Lspace/kscience/kmath/nd/NDStructure; public fun sinh (Lspace/kscience/kmath/nd/StructureND;)Lspace/kscience/kmath/nd/StructureND;
public synthetic fun sqrt (Ljava/lang/Object;)Ljava/lang/Object; public synthetic fun sqrt (Ljava/lang/Object;)Ljava/lang/Object;
public fun sqrt (Lspace/kscience/kmath/nd/NDStructure;)Lspace/kscience/kmath/nd/NDStructure; public fun sqrt (Lspace/kscience/kmath/nd/StructureND;)Lspace/kscience/kmath/nd/StructureND;
public synthetic fun tan (Ljava/lang/Object;)Ljava/lang/Object; public synthetic fun tan (Ljava/lang/Object;)Ljava/lang/Object;
public fun tan (Lspace/kscience/kmath/nd/NDStructure;)Lspace/kscience/kmath/nd/NDStructure; public fun tan (Lspace/kscience/kmath/nd/StructureND;)Lspace/kscience/kmath/nd/StructureND;
public synthetic fun tanh (Ljava/lang/Object;)Ljava/lang/Object; public synthetic fun tanh (Ljava/lang/Object;)Ljava/lang/Object;
public fun tanh (Lspace/kscience/kmath/nd/NDStructure;)Lspace/kscience/kmath/nd/NDStructure; public fun tanh (Lspace/kscience/kmath/nd/StructureND;)Lspace/kscience/kmath/nd/StructureND;
public fun times (DLspace/kscience/kmath/nd/NDStructure;)Lspace/kscience/kmath/nd/NDStructure; public fun times (DLspace/kscience/kmath/nd/StructureND;)Lspace/kscience/kmath/nd/StructureND;
public synthetic fun times (Ljava/lang/Number;Ljava/lang/Object;)Ljava/lang/Object; public synthetic fun times (Ljava/lang/Number;Ljava/lang/Object;)Ljava/lang/Object;
public fun times (Ljava/lang/Number;Lspace/kscience/kmath/nd/NDStructure;)Lspace/kscience/kmath/nd/NDStructure; public fun times (Ljava/lang/Number;Lspace/kscience/kmath/nd/StructureND;)Lspace/kscience/kmath/nd/StructureND;
public synthetic fun times (Ljava/lang/Object;Ljava/lang/Number;)Ljava/lang/Object; public synthetic fun times (Ljava/lang/Object;Ljava/lang/Number;)Ljava/lang/Object;
public synthetic fun times (Ljava/lang/Object;Ljava/lang/Object;)Ljava/lang/Object; public synthetic fun times (Ljava/lang/Object;Ljava/lang/Object;)Ljava/lang/Object;
public synthetic fun times (Ljava/lang/Object;Lspace/kscience/kmath/nd/NDStructure;)Lspace/kscience/kmath/nd/NDStructure; public synthetic fun times (Ljava/lang/Object;Lspace/kscience/kmath/nd/StructureND;)Lspace/kscience/kmath/nd/StructureND;
public fun times (Lspace/kscience/kmath/nd/NDStructure;D)Lspace/kscience/kmath/nd/NDStructure; public fun times (Lspace/kscience/kmath/nd/StructureND;D)Lspace/kscience/kmath/nd/StructureND;
public synthetic fun times (Lspace/kscience/kmath/nd/NDStructure;Ljava/lang/Object;)Lspace/kscience/kmath/nd/NDStructure; public synthetic fun times (Lspace/kscience/kmath/nd/StructureND;Ljava/lang/Object;)Lspace/kscience/kmath/nd/StructureND;
public fun times (Lspace/kscience/kmath/nd/NDStructure;Lspace/kscience/kmath/nd/NDStructure;)Lspace/kscience/kmath/nd/NDStructure; public fun times (Lspace/kscience/kmath/nd/StructureND;Lspace/kscience/kmath/nd/StructureND;)Lspace/kscience/kmath/nd/StructureND;
public fun times-s8yP2C4 (Lspace/kscience/kmath/nd/NDStructure;Ljava/lang/Number;)Lorg/jetbrains/bio/viktor/F64Array; public fun times-zrEAbyI (Lspace/kscience/kmath/nd/StructureND;Ljava/lang/Number;)Lorg/jetbrains/bio/viktor/F64Array;
public synthetic fun unaryMinus (Ljava/lang/Object;)Ljava/lang/Object; public synthetic fun unaryMinus (Ljava/lang/Object;)Ljava/lang/Object;
public fun unaryMinus (Lspace/kscience/kmath/nd/NDStructure;)Lspace/kscience/kmath/nd/NDStructure; public fun unaryMinus (Lspace/kscience/kmath/nd/StructureND;)Lspace/kscience/kmath/nd/StructureND;
public synthetic fun unaryOperation (Ljava/lang/String;Ljava/lang/Object;)Ljava/lang/Object; public synthetic fun unaryOperation (Ljava/lang/String;Ljava/lang/Object;)Ljava/lang/Object;
public fun unaryOperation (Ljava/lang/String;Lspace/kscience/kmath/nd/NDStructure;)Lspace/kscience/kmath/nd/NDStructure; public fun unaryOperation (Ljava/lang/String;Lspace/kscience/kmath/nd/StructureND;)Lspace/kscience/kmath/nd/StructureND;
public fun unaryOperationFunction (Ljava/lang/String;)Lkotlin/jvm/functions/Function1; public fun unaryOperationFunction (Ljava/lang/String;)Lkotlin/jvm/functions/Function1;
public synthetic fun unaryPlus (Ljava/lang/Object;)Ljava/lang/Object; public synthetic fun unaryPlus (Ljava/lang/Object;)Ljava/lang/Object;
public fun unaryPlus (Lspace/kscience/kmath/nd/NDStructure;)Lspace/kscience/kmath/nd/NDStructure; public fun unaryPlus (Lspace/kscience/kmath/nd/StructureND;)Lspace/kscience/kmath/nd/StructureND;
} }
public final class space/kscience/kmath/viktor/ViktorNDStructure : space/kscience/kmath/nd/MutableNDStructure { public final class space/kscience/kmath/viktor/ViktorStructureND : space/kscience/kmath/nd/MutableNDStructure {
public static final synthetic fun box-impl (Lorg/jetbrains/bio/viktor/F64Array;)Lspace/kscience/kmath/viktor/ViktorNDStructure; public static final synthetic fun box-impl (Lorg/jetbrains/bio/viktor/F64Array;)Lspace/kscience/kmath/viktor/ViktorStructureND;
public static fun constructor-impl (Lorg/jetbrains/bio/viktor/F64Array;)Lorg/jetbrains/bio/viktor/F64Array; public static fun constructor-impl (Lorg/jetbrains/bio/viktor/F64Array;)Lorg/jetbrains/bio/viktor/F64Array;
public fun elements ()Lkotlin/sequences/Sequence; public fun elements ()Lkotlin/sequences/Sequence;
public static fun elements-impl (Lorg/jetbrains/bio/viktor/F64Array;)Lkotlin/sequences/Sequence; public static fun elements-impl (Lorg/jetbrains/bio/viktor/F64Array;)Lkotlin/sequences/Sequence;
@ -174,8 +174,8 @@ public final class space/kscience/kmath/viktor/ViktorNDStructure : space/kscienc
public final synthetic fun unbox-impl ()Lorg/jetbrains/bio/viktor/F64Array; public final synthetic fun unbox-impl ()Lorg/jetbrains/bio/viktor/F64Array;
} }
public final class space/kscience/kmath/viktor/ViktorNDStructureKt { public final class space/kscience/kmath/viktor/ViktorStructureNDKt {
public static final fun ViktorNDField ([I)Lspace/kscience/kmath/viktor/ViktorNDField; public static final fun ViktorNDField ([I)Lspace/kscience/kmath/viktor/ViktorFieldND;
public static final fun asStructure (Lorg/jetbrains/bio/viktor/F64Array;)Lorg/jetbrains/bio/viktor/F64Array; public static final fun asStructure (Lorg/jetbrains/bio/viktor/F64Array;)Lorg/jetbrains/bio/viktor/F64Array;
} }

2
kmath-viktor/build.gradle.kts
View File

@ -9,6 +9,6 @@ dependencies {
api("org.jetbrains.bio:viktor:1.0.1") api("org.jetbrains.bio:viktor:1.0.1")
} }
readme{ readme {
maturity = ru.mipt.npm.gradle.Maturity.DEVELOPMENT maturity = ru.mipt.npm.gradle.Maturity.DEVELOPMENT
} }

123
kmath-viktor/src/main/kotlin/space/kscience/kmath/viktor/ViktorNDStructure.kt
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@ -1,123 +0,0 @@
package space.kscience.kmath.viktor
import org.jetbrains.bio.viktor.F64Array
import space.kscience.kmath.misc.UnstableKMathAPI
import space.kscience.kmath.nd.*
import space.kscience.kmath.operations.ExtendedField
import space.kscience.kmath.operations.NumbersAddOperations
import space.kscience.kmath.operations.RealField
import space.kscience.kmath.operations.ScaleOperations
@Suppress("OVERRIDE_BY_INLINE", "NOTHING_TO_INLINE")
public inline class ViktorNDStructure(public val f64Buffer: F64Array) : MutableNDStructure<Double> {
public override val shape: IntArray get() = f64Buffer.shape
public override inline fun get(index: IntArray): Double = f64Buffer.get(*index)
public override inline fun set(index: IntArray, value: Double) {
f64Buffer.set(*index, value = value)
}
public override fun elements(): Sequence<Pair<IntArray, Double>> =
DefaultStrides(shape).indices().map { it to get(it) }
}
public fun F64Array.asStructure(): ViktorNDStructure = ViktorNDStructure(this)
@OptIn(UnstableKMathAPI::class)
@Suppress("OVERRIDE_BY_INLINE", "NOTHING_TO_INLINE")
public class ViktorNDField(public override val shape: IntArray) : NDField<Double, RealField>,
NumbersAddOperations<NDStructure<Double>>, ExtendedField<NDStructure<Double>>,
ScaleOperations<NDStructure<Double>> {
public val NDStructure<Double>.f64Buffer: F64Array
get() = when {
!shape.contentEquals(this@ViktorNDField.shape) -> throw ShapeMismatchException(
this@ViktorNDField.shape,
shape
)
this is ViktorNDStructure && this.f64Buffer.shape.contentEquals(this@ViktorNDField.shape) -> this.f64Buffer
else -> produce { this@f64Buffer[it] }.f64Buffer
}
public override val zero: ViktorNDStructure by lazy { F64Array.full(init = 0.0, shape = shape).asStructure() }
public override val one: ViktorNDStructure by lazy { F64Array.full(init = 1.0, shape = shape).asStructure() }
private val strides: Strides = DefaultStrides(shape)
public override val elementContext: RealField get() = RealField
public override fun produce(initializer: RealField.(IntArray) -> Double): ViktorNDStructure =
F64Array(*shape).apply {
this@ViktorNDField.strides.indices().forEach { index ->
set(value = RealField.initializer(index), indices = index)
}
}.asStructure()
override fun NDStructure<Double>.unaryMinus(): NDStructure<Double> = -1 * this
public override fun NDStructure<Double>.map(transform: RealField.(Double) -> Double): ViktorNDStructure =
F64Array(*this@ViktorNDField.shape).apply {
this@ViktorNDField.strides.indices().forEach { index ->
set(value = RealField.transform(this@map[index]), indices = index)
}
}.asStructure()
public override fun NDStructure<Double>.mapIndexed(
transform: RealField.(index: IntArray, Double) -> Double,
): ViktorNDStructure = F64Array(*this@ViktorNDField.shape).apply {
this@ViktorNDField.strides.indices().forEach { index ->
set(value = RealField.transform(index, this@mapIndexed[index]), indices = index)
}
}.asStructure()
public override fun combine(
a: NDStructure<Double>,
b: NDStructure<Double>,
transform: RealField.(Double, Double) -> Double,
): ViktorNDStructure = F64Array(*shape).apply {
this@ViktorNDField.strides.indices().forEach { index ->
set(value = RealField.transform(a[index], b[index]), indices = index)
}
}.asStructure()
public override fun add(a: NDStructure<Double>, b: NDStructure<Double>): ViktorNDStructure =
(a.f64Buffer + b.f64Buffer).asStructure()
public override fun scale(a: NDStructure<Double>, value: Double): ViktorNDStructure =
(a.f64Buffer * value.toDouble()).asStructure()
public override inline fun NDStructure<Double>.plus(b: NDStructure<Double>): ViktorNDStructure =
(f64Buffer + b.f64Buffer).asStructure()
public override inline fun NDStructure<Double>.minus(b: NDStructure<Double>): ViktorNDStructure =
(f64Buffer - b.f64Buffer).asStructure()
public override inline fun NDStructure<Double>.times(k: Number): ViktorNDStructure =
(f64Buffer * k.toDouble()).asStructure()
public override inline fun NDStructure<Double>.plus(arg: Double): ViktorNDStructure =
(f64Buffer.plus(arg)).asStructure()
override fun number(value: Number): ViktorNDStructure =
F64Array.full(init = value.toDouble(), shape = shape).asStructure()
override fun sin(arg: NDStructure<Double>): ViktorNDStructure = arg.map { sin(it) }
override fun cos(arg: NDStructure<Double>): ViktorNDStructure = arg.map { cos(it) }
override fun asin(arg: NDStructure<Double>): ViktorNDStructure = arg.map { asin(it) }
override fun acos(arg: NDStructure<Double>): ViktorNDStructure = arg.map { acos(it) }
override fun atan(arg: NDStructure<Double>): ViktorNDStructure = arg.map { atan(it) }
override fun power(arg: NDStructure<Double>, pow: Number): ViktorNDStructure = arg.map { it.pow(pow) }
override fun exp(arg: NDStructure<Double>): ViktorNDStructure = arg.f64Buffer.exp().asStructure()
override fun ln(arg: NDStructure<Double>): ViktorNDStructure = arg.f64Buffer.log().asStructure()
}
public fun ViktorNDField(vararg shape: Int): ViktorNDField = ViktorNDField(shape)

123
kmath-viktor/src/main/kotlin/space/kscience/kmath/viktor/ViktorStructureND.kt Normal file
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@ -0,0 +1,123 @@
package space.kscience.kmath.viktor
import org.jetbrains.bio.viktor.F64Array
import space.kscience.kmath.misc.UnstableKMathAPI
import space.kscience.kmath.nd.*
import space.kscience.kmath.operations.ExtendedField
import space.kscience.kmath.operations.NumbersAddOperations
import space.kscience.kmath.operations.RealField
import space.kscience.kmath.operations.ScaleOperations
@Suppress("OVERRIDE_BY_INLINE", "NOTHING_TO_INLINE")
public inline class ViktorStructureND(public val f64Buffer: F64Array) : MutableNDStructure<Double> {
public override val shape: IntArray get() = f64Buffer.shape
public override inline fun get(index: IntArray): Double = f64Buffer.get(*index)
public override inline fun set(index: IntArray, value: Double) {
f64Buffer.set(*index, value = value)
}
public override fun elements(): Sequence<Pair<IntArray, Double>> =
DefaultStrides(shape).indices().map { it to get(it) }
}
public fun F64Array.asStructure(): ViktorStructureND = ViktorStructureND(this)
@OptIn(UnstableKMathAPI::class)
@Suppress("OVERRIDE_BY_INLINE", "NOTHING_TO_INLINE")
public class ViktorFieldND(public override val shape: IntArray) : FieldND<Double, RealField>,
NumbersAddOperations<StructureND<Double>>, ExtendedField<StructureND<Double>>,
ScaleOperations<StructureND<Double>> {
public val StructureND<Double>.f64Buffer: F64Array
get() = when {
!shape.contentEquals(this@ViktorFieldND.shape) -> throw ShapeMismatchException(
this@ViktorFieldND.shape,
shape
)
this is ViktorStructureND && this.f64Buffer.shape.contentEquals(this@ViktorFieldND.shape) -> this.f64Buffer
else -> produce { this@f64Buffer[it] }.f64Buffer
}
public override val zero: ViktorStructureND by lazy { F64Array.full(init = 0.0, shape = shape).asStructure() }
public override val one: ViktorStructureND by lazy { F64Array.full(init = 1.0, shape = shape).asStructure() }
private val strides: Strides = DefaultStrides(shape)
public override val elementContext: RealField get() = RealField
public override fun produce(initializer: RealField.(IntArray) -> Double): ViktorStructureND =
F64Array(*shape).apply {
this@ViktorFieldND.strides.indices().forEach { index ->
set(value = RealField.initializer(index), indices = index)
}
}.asStructure()
override fun StructureND<Double>.unaryMinus(): StructureND<Double> = -1 * this
public override fun StructureND<Double>.map(transform: RealField.(Double) -> Double): ViktorStructureND =
F64Array(*this@ViktorFieldND.shape).apply {
this@ViktorFieldND.strides.indices().forEach { index ->
set(value = RealField.transform(this@map[index]), indices = index)
}
}.asStructure()
public override fun StructureND<Double>.mapIndexed(
transform: RealField.(index: IntArray, Double) -> Double,
): ViktorStructureND = F64Array(*this@ViktorFieldND.shape).apply {
this@ViktorFieldND.strides.indices().forEach { index ->
set(value = RealField.transform(index, this@mapIndexed[index]), indices = index)
}
}.asStructure()
public override fun combine(
a: StructureND<Double>,
b: StructureND<Double>,
transform: RealField.(Double, Double) -> Double,
): ViktorStructureND = F64Array(*shape).apply {
this@ViktorFieldND.strides.indices().forEach { index ->
set(value = RealField.transform(a[index], b[index]), indices = index)
}
}.asStructure()
public override fun add(a: StructureND<Double>, b: StructureND<Double>): ViktorStructureND =
(a.f64Buffer + b.f64Buffer).asStructure()
public override fun scale(a: StructureND<Double>, value: Double): ViktorStructureND =
(a.f64Buffer * value.toDouble()).asStructure()
public override inline fun StructureND<Double>.plus(b: StructureND<Double>): ViktorStructureND =
(f64Buffer + b.f64Buffer).asStructure()
public override inline fun StructureND<Double>.minus(b: StructureND<Double>): ViktorStructureND =
(f64Buffer - b.f64Buffer).asStructure()
public override inline fun StructureND<Double>.times(k: Number): ViktorStructureND =
(f64Buffer * k.toDouble()).asStructure()
public override inline fun StructureND<Double>.plus(arg: Double): ViktorStructureND =
(f64Buffer.plus(arg)).asStructure()
override fun number(value: Number): ViktorStructureND =
F64Array.full(init = value.toDouble(), shape = shape).asStructure()
override fun sin(arg: StructureND<Double>): ViktorStructureND = arg.map { sin(it) }
override fun cos(arg: StructureND<Double>): ViktorStructureND = arg.map { cos(it) }
override fun asin(arg: StructureND<Double>): ViktorStructureND = arg.map { asin(it) }
override fun acos(arg: StructureND<Double>): ViktorStructureND = arg.map { acos(it) }
override fun atan(arg: StructureND<Double>): ViktorStructureND = arg.map { atan(it) }
override fun power(arg: StructureND<Double>, pow: Number): ViktorStructureND = arg.map { it.pow(pow) }
override fun exp(arg: StructureND<Double>): ViktorStructureND = arg.f64Buffer.exp().asStructure()
override fun ln(arg: StructureND<Double>): ViktorStructureND = arg.f64Buffer.log().asStructure()
}
public fun ViktorNDField(vararg shape: Int): ViktorFieldND = ViktorFieldND(shape)