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Real -> Double

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This commit is contained in:
Alexander Nozik 2021-03-16 21:17:26 +03:00
parent 05f742452d
commit 206e4cbcf6
80 changed files with 968 additions and 968 deletions
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1
CHANGELOG.md
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@ -12,6 +12,7 @@
- VectorSpace is now a vector space
- Buffer factories for primitives moved to MutableBuffer.Companion
- NDStructure and NDAlgebra to StructureND and AlgebraND respectively
- Real -> Double
### Deprecated

2
docs/algebra.md
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@ -31,7 +31,7 @@ multiplication;
- [Ring](http://mathworld.wolfram.com/Ring.html) adds multiplication and its neutral element (i.e. 1);
- [Field](http://mathworld.wolfram.com/Field.html) adds division operation.
A typical implementation of `Field<T>` is the `RealField` which works on doubles, and `VectorSpace` for `Space<T>`.
A typical implementation of `Field<T>` is the `DoubleField` which works on doubles, and `VectorSpace` for `Space<T>`.
In some cases algebra context can hold additional operations like `exp` or `sin`, and then it inherits appropriate
interface. Also, contexts may have operations, which produce elements outside of the context. For example, `Matrix.dot`

4
docs/nd-structure.md
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@ -10,11 +10,11 @@ structures. In `kmath` performance depends on which particular context was used
Let us consider following contexts:
```kotlin
// automatically build context most suited for given type.
val autoField = NDField.auto(RealField, dim, dim)
val autoField = NDField.auto(DoubleField, dim, dim)
// specialized nd-field for Double. It works as generic Double field as well
val specializedField = NDField.real(dim, dim)
//A generic boxing field. It should be used for objects, not primitives.
val genericField = NDField.buffered(RealField, dim, dim)
val genericField = NDField.buffered(DoubleField, dim, dim)
```
Now let us perform several tests and see which implementation is best suited for each case:

6
examples/src/benchmarks/kotlin/space/kscience/kmath/benchmarks/BufferBenchmark.kt
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@ -5,14 +5,14 @@ import kotlinx.benchmark.Scope
import kotlinx.benchmark.State
import space.kscience.kmath.complex.Complex
import space.kscience.kmath.complex.complex
import space.kscience.kmath.structures.DoubleBuffer
import space.kscience.kmath.structures.MutableBuffer
import space.kscience.kmath.structures.RealBuffer
@State(Scope.Benchmark)
internal class BufferBenchmark {
@Benchmark
fun genericRealBufferReadWrite() {
val buffer = RealBuffer(size) { it.toDouble() }
fun genericDoubleBufferReadWrite() {
val buffer = DoubleBuffer(size) { it.toDouble() }
(0 until size).forEach {
buffer[it]

4
examples/src/benchmarks/kotlin/space/kscience/kmath/benchmarks/DotBenchmark.kt
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@ -8,7 +8,7 @@ import space.kscience.kmath.commons.linear.CMLinearSpace
import space.kscience.kmath.ejml.EjmlLinearSpace
import space.kscience.kmath.linear.LinearSpace
import space.kscience.kmath.linear.invoke
import space.kscience.kmath.operations.RealField
import space.kscience.kmath.operations.DoubleField
import kotlin.random.Random
@State(Scope.Benchmark)
@ -51,7 +51,7 @@ internal class DotBenchmark {
@Benchmark
fun bufferedDot(blackhole: Blackhole) {
LinearSpace.auto(RealField).invoke {
LinearSpace.auto(DoubleField).invoke {
blackhole.consume(matrix1 dot matrix2)
}
}

4
examples/src/benchmarks/kotlin/space/kscience/kmath/benchmarks/ExpressionsInterpretersBenchmark.kt
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@ -10,7 +10,7 @@ import space.kscience.kmath.expressions.Expression
import space.kscience.kmath.expressions.expressionInField
import space.kscience.kmath.expressions.invoke
import space.kscience.kmath.expressions.symbol
import space.kscience.kmath.operations.RealField
import space.kscience.kmath.operations.DoubleField
import space.kscience.kmath.operations.bindSymbol
import kotlin.random.Random
@ -68,7 +68,7 @@ internal class ExpressionsInterpretersBenchmark {
}
private companion object {
private val algebra = RealField
private val algebra = DoubleField
private val x by symbol
}
}

6
examples/src/benchmarks/kotlin/space/kscience/kmath/benchmarks/NDFieldBenchmark.kt
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@ -5,7 +5,7 @@ import kotlinx.benchmark.Blackhole
import kotlinx.benchmark.Scope
import kotlinx.benchmark.State
import space.kscience.kmath.nd.*
import space.kscience.kmath.operations.RealField
import space.kscience.kmath.operations.DoubleField
import space.kscience.kmath.structures.Buffer
@State(Scope.Benchmark)
@ -41,8 +41,8 @@ internal class NDFieldBenchmark {
private companion object {
private const val dim = 1000
private const val n = 100
private val autoField = AlgebraND.auto(RealField, dim, dim)
private val autoField = AlgebraND.auto(DoubleField, dim, dim)
private val specializedField = AlgebraND.real(dim, dim)
private val genericField = AlgebraND.field(RealField, Buffer.Companion::boxing, dim, dim)
private val genericField = AlgebraND.field(DoubleField, Buffer.Companion::boxing, dim, dim)
}
}

4
examples/src/benchmarks/kotlin/space/kscience/kmath/benchmarks/ViktorBenchmark.kt
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@ -9,7 +9,7 @@ import space.kscience.kmath.nd.AlgebraND
import space.kscience.kmath.nd.StructureND
import space.kscience.kmath.nd.auto
import space.kscience.kmath.nd.real
import space.kscience.kmath.operations.RealField
import space.kscience.kmath.operations.DoubleField
import space.kscience.kmath.viktor.ViktorNDField
@State(Scope.Benchmark)
@ -54,7 +54,7 @@ internal class ViktorBenchmark {
private const val n = 100
// automatically build context most suited for given type.
private val autoField = AlgebraND.auto(RealField, dim, dim)
private val autoField = AlgebraND.auto(DoubleField, dim, dim)
private val realField = AlgebraND.real(dim, dim)
private val viktorField = ViktorNDField(dim, dim)
}

4
examples/src/benchmarks/kotlin/space/kscience/kmath/benchmarks/ViktorLogBenchmark.kt
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@ -8,7 +8,7 @@ import org.jetbrains.bio.viktor.F64Array
import space.kscience.kmath.nd.AlgebraND
import space.kscience.kmath.nd.auto
import space.kscience.kmath.nd.real
import space.kscience.kmath.operations.RealField
import space.kscience.kmath.operations.DoubleField
import space.kscience.kmath.viktor.ViktorFieldND
@State(Scope.Benchmark)
@ -46,7 +46,7 @@ internal class ViktorLogBenchmark {
private const val n = 100
// automatically build context most suited for given type.
private val autoField = AlgebraND.auto(RealField, dim, dim)
private val autoField = AlgebraND.auto(DoubleField, dim, dim)
private val realNdField = AlgebraND.real(dim, dim)
private val viktorField = ViktorFieldND(intArrayOf(dim, dim))
}

4
examples/src/main/kotlin/space/kscience/kmath/ast/expressions.kt
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@ -1,10 +1,10 @@
package space.kscience.kmath.ast
import space.kscience.kmath.expressions.invoke
import space.kscience.kmath.operations.RealField
import space.kscience.kmath.operations.DoubleField
fun main() {
val expr = RealField.mstInField {
val expr = DoubleField.mstInField {
val x = bindSymbol("x")
x * 2.0 + number(2.0) / x - 16.0
}

6
examples/src/main/kotlin/space/kscience/kmath/ast/kotlingradSupport.kt
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@ -5,7 +5,7 @@ import space.kscience.kmath.expressions.derivative
import space.kscience.kmath.expressions.invoke
import space.kscience.kmath.expressions.symbol
import space.kscience.kmath.kotlingrad.differentiable
import space.kscience.kmath.operations.RealField
import space.kscience.kmath.operations.DoubleField
/**
* In this example, x^2-4*x-44 function is differentiated with Kotlin∇, and the autodiff result is compared with
@ -14,11 +14,11 @@ import space.kscience.kmath.operations.RealField
fun main() {
val x by symbol
val actualDerivative = MstExpression(RealField, "x^2-4*x-44".parseMath())
val actualDerivative = MstExpression(DoubleField, "x^2-4*x-44".parseMath())
.differentiable()
.derivative(x)
.compile()
val expectedDerivative = MstExpression(RealField, "2*x-4".parseMath()).compile()
val expectedDerivative = MstExpression(DoubleField, "2*x-4".parseMath()).compile()
assert(actualDerivative("x" to 123.0) == expectedDerivative("x" to 123.0))
}

4
examples/src/main/kotlin/space/kscience/kmath/commons/fit/fitWithAutoDiff.kt
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@ -8,7 +8,7 @@ import kscience.plotly.models.TraceValues
import space.kscience.kmath.commons.optimization.chiSquared
import space.kscience.kmath.commons.optimization.minimize
import space.kscience.kmath.expressions.symbol
import space.kscience.kmath.real.RealVector
import space.kscience.kmath.real.DoubleVector
import space.kscience.kmath.real.map
import space.kscience.kmath.real.step
import space.kscience.kmath.stat.*
@ -26,7 +26,7 @@ private val c by symbol
/**
* Shortcut to use buffers in plotly
*/
operator fun TraceValues.invoke(vector: RealVector) {
operator fun TraceValues.invoke(vector: DoubleVector) {
numbers = vector.asIterable()
}

10
examples/src/main/kotlin/space/kscience/kmath/linear/gradient.kt
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@ -1,11 +1,11 @@
package space.kscience.kmath.linear
import space.kscience.kmath.real.*
import space.kscience.kmath.structures.RealBuffer
import space.kscience.kmath.structures.DoubleBuffer
fun main() {
val x0 = Point(0.0, 0.0, 0.0)
val sigma = Point(1.0, 1.0, 1.0)
val x0 = DoubleVector(0.0, 0.0, 0.0)
val sigma = DoubleVector(1.0, 1.0, 1.0)
val gaussian: (Point<Double>) -> Double = { x ->
require(x.size == x0.size)
@ -14,9 +14,9 @@ fun main() {
fun ((Point<Double>) -> Double).grad(x: Point<Double>): Point<Double> {
require(x.size == x0.size)
return RealBuffer(x.size) { i ->
return DoubleBuffer(x.size) { i ->
val h = sigma[i] / 5
val dVector = RealBuffer(x.size) { if (it == i) h else 0.0 }
val dVector = DoubleBuffer(x.size) { if (it == i) h else 0.0 }
val f1 = invoke(x + dVector / 2)
val f0 = invoke(x - dVector / 2)
(f1 - f0) / h

6
examples/src/main/kotlin/space/kscience/kmath/structures/NDField.kt
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@ -4,7 +4,7 @@ import kotlinx.coroutines.GlobalScope
import org.nd4j.linalg.factory.Nd4j
import space.kscience.kmath.nd.*
import space.kscience.kmath.nd4j.Nd4jArrayField
import space.kscience.kmath.operations.RealField
import space.kscience.kmath.operations.DoubleField
import space.kscience.kmath.operations.invoke
import space.kscience.kmath.viktor.ViktorNDField
import kotlin.contracts.InvocationKind
@ -24,11 +24,11 @@ fun main() {
val n = 1000
// automatically build context most suited for given type.
val autoField = AlgebraND.auto(RealField, dim, dim)
val autoField = AlgebraND.auto(DoubleField, dim, dim)
// specialized nd-field for Double. It works as generic Double field as well
val realField = AlgebraND.real(dim, dim)
//A generic boxing field. It should be used for objects, not primitives.
val boxingField = AlgebraND.field(RealField, Buffer.Companion::boxing, dim, dim)
val boxingField = AlgebraND.field(DoubleField, Buffer.Companion::boxing, dim, dim)
// Nd4j specialized field.
val nd4jField = Nd4jArrayField.real(dim, dim)
//viktor field

36
examples/src/main/kotlin/space/kscience/kmath/structures/ParallelRealNDField.kt → examples/src/main/kotlin/space/kscience/kmath/structures/StreamDoubleFieldND.kt
View File

@ -2,9 +2,9 @@ package space.kscience.kmath.structures
import space.kscience.kmath.misc.UnstableKMathAPI
import space.kscience.kmath.nd.*
import space.kscience.kmath.operations.DoubleField
import space.kscience.kmath.operations.ExtendedField
import space.kscience.kmath.operations.NumbersAddOperations
import space.kscience.kmath.operations.RealField
import java.util.*
import java.util.stream.IntStream
@ -12,14 +12,14 @@ import java.util.stream.IntStream
* A demonstration implementation of NDField over Real using Java [DoubleStream] for parallel execution
*/
@OptIn(UnstableKMathAPI::class)
class StreamRealFieldND(
class StreamDoubleFieldND(
override val shape: IntArray,
) : FieldND<Double, RealField>,
) : FieldND<Double, DoubleField>,
NumbersAddOperations<StructureND<Double>>,
ExtendedField<StructureND<Double>> {
private val strides = DefaultStrides(shape)
override val elementContext: RealField get() = RealField
override val elementContext: DoubleField get() = DoubleField
override val zero: NDBuffer<Double> by lazy { produce { zero } }
override val one: NDBuffer<Double> by lazy { produce { one } }
@ -28,38 +28,38 @@ class StreamRealFieldND(
return produce { d }
}
private val StructureND<Double>.buffer: RealBuffer
private val StructureND<Double>.buffer: DoubleBuffer
get() = when {
!shape.contentEquals(this@StreamRealFieldND.shape) -> throw ShapeMismatchException(
this@StreamRealFieldND.shape,
!shape.contentEquals(this@StreamDoubleFieldND.shape) -> throw ShapeMismatchException(
this@StreamDoubleFieldND.shape,
shape
)
this is NDBuffer && this.strides == this@StreamRealFieldND.strides -> this.buffer as RealBuffer
else -> RealBuffer(strides.linearSize) { offset -> get(strides.index(offset)) }
this is NDBuffer && this.strides == this@StreamDoubleFieldND.strides -> this.buffer as DoubleBuffer
else -> DoubleBuffer(strides.linearSize) { offset -> get(strides.index(offset)) }
}
override fun produce(initializer: RealField.(IntArray) -> Double): NDBuffer<Double> {
override fun produce(initializer: DoubleField.(IntArray) -> Double): NDBuffer<Double> {
val array = IntStream.range(0, strides.linearSize).parallel().mapToDouble { offset ->
val index = strides.index(offset)
RealField.initializer(index)
DoubleField.initializer(index)
}.toArray()
return NDBuffer(strides, array.asBuffer())
}
override fun StructureND<Double>.map(
transform: RealField.(Double) -> Double,
transform: DoubleField.(Double) -> Double,
): NDBuffer<Double> {
val array = Arrays.stream(buffer.array).parallel().map { RealField.transform(it) }.toArray()
val array = Arrays.stream(buffer.array).parallel().map { DoubleField.transform(it) }.toArray()
return NDBuffer(strides, array.asBuffer())
}
override fun StructureND<Double>.mapIndexed(
transform: RealField.(index: IntArray, Double) -> Double,
transform: DoubleField.(index: IntArray, Double) -> Double,
): NDBuffer<Double> {
val array = IntStream.range(0, strides.linearSize).parallel().mapToDouble { offset ->
RealField.transform(
DoubleField.transform(
strides.index(offset),
buffer.array[offset]
)
@ -71,10 +71,10 @@ class StreamRealFieldND(
override fun combine(
a: StructureND<Double>,
b: StructureND<Double>,
transform: RealField.(Double, Double) -> Double,
transform: DoubleField.(Double, Double) -> Double,
): NDBuffer<Double> {
val array = IntStream.range(0, strides.linearSize).parallel().mapToDouble { offset ->
RealField.transform(a.buffer.array[offset], b.buffer.array[offset])
DoubleField.transform(a.buffer.array[offset], b.buffer.array[offset])
}.toArray()
return NDBuffer(strides, array.asBuffer())
}
@ -104,4 +104,4 @@ class StreamRealFieldND(
override fun atanh(arg: StructureND<Double>): NDBuffer<Double> = arg.map { atanh(it) }
}
fun AlgebraND.Companion.realWithStream(vararg shape: Int): StreamRealFieldND = StreamRealFieldND(shape)
fun AlgebraND.Companion.realWithStream(vararg shape: Int): StreamDoubleFieldND = StreamDoubleFieldND(shape)

2
examples/src/main/kotlin/space/kscience/kmath/structures/StructureReadBenchmark.kt
View File

@ -8,7 +8,7 @@ import kotlin.system.measureTimeMillis
fun main() {
val n = 6000
val array = DoubleArray(n * n) { 1.0 }
val buffer = RealBuffer(array)
val buffer = DoubleBuffer(array)
val strides = DefaultStrides(intArrayOf(n, n))
val structure = NDBuffer(strides, buffer)

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

@ -20,10 +20,10 @@ fun main() {
println("Array mapping finished in $time2 millis")
val buffer = RealBuffer(DoubleArray(n * n) { 1.0 })
val buffer = DoubleBuffer(DoubleArray(n * n) { 1.0 })
val time3 = measureTimeMillis {
val target = RealBuffer(DoubleArray(n * n))
val target = DoubleBuffer(DoubleArray(n * n))
val res = array.forEachIndexed { index, value ->
target[index] = value + 1
}

8
kmath-ast/README.md
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@ -61,7 +61,7 @@ a special implementation of `Expression<T>` with implemented `invoke` function.
For example, the following builder:
```kotlin
RealField.mstInField { symbol("x") + 2 }.compile()
DoubleField.mstInField { symbol("x") + 2 }.compile()
```
… leads to generation of bytecode, which can be decompiled to the following Java class:
@ -94,8 +94,8 @@ public final class AsmCompiledExpression_45045_0 implements Expression<Double> {
This API extends MST and MstExpression, so you may optimize as both of them:
```kotlin
RealField.mstInField { symbol("x") + 2 }.compile()
RealField.expression("x+2".parseMath())
DoubleField.mstInField { symbol("x") + 2 }.compile()
DoubleField.expression("x+2".parseMath())
```
#### Known issues
@ -109,7 +109,7 @@ RealField.expression("x+2".parseMath())
A similar feature is also available on JS.
```kotlin
RealField.mstInField { symbol("x") + 2 }.compile()
DoubleField.mstInField { symbol("x") + 2 }.compile()
```
The code above returns expression implemented with such a JS function:

8
kmath-ast/docs/README-TEMPLATE.md
View File

@ -16,7 +16,7 @@ a special implementation of `Expression<T>` with implemented `invoke` function.
For example, the following builder:
```kotlin
RealField.mstInField { symbol("x") + 2 }.compile()
DoubleField.mstInField { symbol("x") + 2 }.compile()
```
… leads to generation of bytecode, which can be decompiled to the following Java class:
@ -49,8 +49,8 @@ public final class AsmCompiledExpression_45045_0 implements Expression<Double> {
This API extends MST and MstExpression, so you may optimize as both of them:
```kotlin
RealField.mstInField { symbol("x") + 2 }.compile()
RealField.expression("x+2".parseMath())
DoubleField.mstInField { symbol("x") + 2 }.compile()
DoubleField.expression("x+2".parseMath())
```
#### Known issues
@ -64,7 +64,7 @@ RealField.expression("x+2".parseMath())
A similar feature is also available on JS.
```kotlin
RealField.mstInField { symbol("x") + 2 }.compile()
DoubleField.mstInField { symbol("x") + 2 }.compile()
```
The code above returns expression implemented with such a JS function:

6
kmath-ast/src/jsTest/kotlin/space/kscience/kmath/estree/TestESTreeConsistencyWithInterpreter.kt
View File

@ -5,7 +5,7 @@ import space.kscience.kmath.complex.ComplexField
import space.kscience.kmath.complex.toComplex
import space.kscience.kmath.expressions.invoke
import space.kscience.kmath.operations.ByteRing
import space.kscience.kmath.operations.RealField
import space.kscience.kmath.operations.DoubleField
import kotlin.test.Test
import kotlin.test.assertEquals
@ -73,7 +73,7 @@ internal class TestESTreeConsistencyWithInterpreter {
@Test
fun realField() {
val res1 = RealField.mstInField {
val res1 = DoubleField.mstInField {
+(3 - 2 + 2 * number(1) + 1.0) + binaryOperationFunction("+")(
(3.0 - (bindSymbol("x") + (scale(add(number(1.0), number(1.0)), 2.0) + 1.0))) * 3 - 1.0
+ number(1),
@ -81,7 +81,7 @@ internal class TestESTreeConsistencyWithInterpreter {
) + zero
}("x" to 2.0)
val res2 = RealField.mstInField {
val res2 = DoubleField.mstInField {
+(3 - 2 + 2 * number(1) + 1.0) + binaryOperationFunction("+")(
(3.0 - (bindSymbol("x") + (scale(add(number(1.0), number(1.0)), 2.0) + 1.0))) * 3 - 1.0
+ number(1),

10
kmath-ast/src/jsTest/kotlin/space/kscience/kmath/estree/TestESTreeOperationsSupport.kt
View File

@ -4,7 +4,7 @@ import space.kscience.kmath.ast.mstInExtendedField
import space.kscience.kmath.ast.mstInField
import space.kscience.kmath.ast.mstInGroup
import space.kscience.kmath.expressions.invoke
import space.kscience.kmath.operations.RealField
import space.kscience.kmath.operations.DoubleField
import kotlin.random.Random
import kotlin.test.Test
import kotlin.test.assertEquals
@ -12,28 +12,28 @@ import kotlin.test.assertEquals
internal class TestESTreeOperationsSupport {
@Test
fun testUnaryOperationInvocation() {
val expression = RealField.mstInGroup { -bindSymbol("x") }.compile()
val expression = DoubleField.mstInGroup { -bindSymbol("x") }.compile()
val res = expression("x" to 2.0)
assertEquals(-2.0, res)
}
@Test
fun testBinaryOperationInvocation() {
val expression = RealField.mstInGroup { -bindSymbol("x") + number(1.0) }.compile()
val expression = DoubleField.mstInGroup { -bindSymbol("x") + number(1.0) }.compile()
val res = expression("x" to 2.0)
assertEquals(-1.0, res)
}
@Test
fun testConstProductInvocation() {
val res = RealField.mstInField { bindSymbol("x") * 2 }("x" to 2.0)
val res = DoubleField.mstInField { bindSymbol("x") * 2 }("x" to 2.0)
assertEquals(4.0, res)
}
@Test
fun testMultipleCalls() {
val e =
RealField.mstInExtendedField { sin(bindSymbol("x")).pow(4) - 6 * bindSymbol("x") / tanh(bindSymbol("x")) }
DoubleField.mstInExtendedField { sin(bindSymbol("x")).pow(4) - 6 * bindSymbol("x") / tanh(bindSymbol("x")) }
.compile()
val r = Random(0)
var s = 0.0

16
kmath-ast/src/jsTest/kotlin/space/kscience/kmath/estree/TestESTreeSpecialization.kt
View File

@ -2,50 +2,50 @@ package space.kscience.kmath.estree
import space.kscience.kmath.ast.mstInField
import space.kscience.kmath.expressions.invoke
import space.kscience.kmath.operations.RealField
import space.kscience.kmath.operations.DoubleField
import kotlin.test.Test
import kotlin.test.assertEquals
internal class TestESTreeSpecialization {
@Test
fun testUnaryPlus() {
val expr = RealField.mstInField { unaryOperationFunction("+")(bindSymbol("x")) }.compile()
val expr = DoubleField.mstInField { unaryOperationFunction("+")(bindSymbol("x")) }.compile()
assertEquals(2.0, expr("x" to 2.0))
}
@Test
fun testUnaryMinus() {
val expr = RealField.mstInField { unaryOperationFunction("-")(bindSymbol("x")) }.compile()
val expr = DoubleField.mstInField { unaryOperationFunction("-")(bindSymbol("x")) }.compile()
assertEquals(-2.0, expr("x" to 2.0))
}
@Test
fun testAdd() {
val expr = RealField.mstInField { binaryOperationFunction("+")(bindSymbol("x"), bindSymbol("x")) }.compile()
val expr = DoubleField.mstInField { binaryOperationFunction("+")(bindSymbol("x"), bindSymbol("x")) }.compile()
assertEquals(4.0, expr("x" to 2.0))
}
@Test
fun testSine() {
val expr = RealField.mstInField { unaryOperationFunction("sin")(bindSymbol("x")) }.compile()
val expr = DoubleField.mstInField { unaryOperationFunction("sin")(bindSymbol("x")) }.compile()
assertEquals(0.0, expr("x" to 0.0))
}
@Test
fun testMinus() {
val expr = RealField.mstInField { binaryOperationFunction("-")(bindSymbol("x"), bindSymbol("x")) }.compile()
val expr = DoubleField.mstInField { binaryOperationFunction("-")(bindSymbol("x"), bindSymbol("x")) }.compile()
assertEquals(0.0, expr("x" to 2.0))
}
@Test
fun testDivide() {
val expr = RealField.mstInField { binaryOperationFunction("/")(bindSymbol("x"), bindSymbol("x")) }.compile()
val expr = DoubleField.mstInField { binaryOperationFunction("/")(bindSymbol("x"), bindSymbol("x")) }.compile()
assertEquals(1.0, expr("x" to 2.0))
}
@Test
fun testPower() {
val expr = RealField
val expr = DoubleField
.mstInField { binaryOperationFunction("pow")(bindSymbol("x"), number(2)) }
.compile()

6
kmath-ast/src/jvmTest/kotlin/space/kscience/kmath/asm/TestAsmConsistencyWithInterpreter.kt
View File

@ -5,7 +5,7 @@ import space.kscience.kmath.complex.ComplexField
import space.kscience.kmath.complex.toComplex
import space.kscience.kmath.expressions.invoke
import space.kscience.kmath.operations.ByteRing
import space.kscience.kmath.operations.RealField
import space.kscience.kmath.operations.DoubleField
import kotlin.test.Test
import kotlin.test.assertEquals
@ -73,7 +73,7 @@ internal class TestAsmConsistencyWithInterpreter {
@Test
fun realField() {
val res1 = RealField.mstInField {
val res1 = DoubleField.mstInField {
+(3 - 2 + 2 * number(1) + 1.0) + binaryOperationFunction("+")(
(3.0 - (bindSymbol("x") + (scale(add(number(1.0), number(1.0)), 2.0) + 1.0))) * 3 - 1.0
+ number(1),
@ -81,7 +81,7 @@ internal class TestAsmConsistencyWithInterpreter {
) + zero
}("x" to 2.0)
val res2 = RealField.mstInField {
val res2 = DoubleField.mstInField {
+(3 - 2 + 2 * number(1) + 1.0) + binaryOperationFunction("+")(
(3.0 - (bindSymbol("x") + (scale(add(number(1.0), number(1.0)), 2.0) + 1.0))) * 3 - 1.0
+ number(1),

10
kmath-ast/src/jvmTest/kotlin/space/kscience/kmath/asm/TestAsmOperationsSupport.kt
View File

@ -4,7 +4,7 @@ import space.kscience.kmath.ast.mstInExtendedField
import space.kscience.kmath.ast.mstInField
import space.kscience.kmath.ast.mstInGroup
import space.kscience.kmath.expressions.invoke
import space.kscience.kmath.operations.RealField
import space.kscience.kmath.operations.DoubleField
import kotlin.random.Random
import kotlin.test.Test
import kotlin.test.assertEquals
@ -12,28 +12,28 @@ import kotlin.test.assertEquals
internal class TestAsmOperationsSupport {
@Test
fun testUnaryOperationInvocation() {
val expression = RealField.mstInGroup { -bindSymbol("x") }.compile()
val expression = DoubleField.mstInGroup { -bindSymbol("x") }.compile()
val res = expression("x" to 2.0)
assertEquals(-2.0, res)
}
@Test
fun testBinaryOperationInvocation() {
val expression = RealField.mstInGroup { -bindSymbol("x") + number(1.0) }.compile()
val expression = DoubleField.mstInGroup { -bindSymbol("x") + number(1.0) }.compile()
val res = expression("x" to 2.0)
assertEquals(-1.0, res)
}
@Test
fun testConstProductInvocation() {
val res = RealField.mstInField { bindSymbol("x") * 2 }("x" to 2.0)
val res = DoubleField.mstInField { bindSymbol("x") * 2 }("x" to 2.0)
assertEquals(4.0, res)
}
@Test
fun testMultipleCalls() {
val e =
RealField.mstInExtendedField { sin(bindSymbol("x")).pow(4) - 6 * bindSymbol("x") / tanh(bindSymbol("x")) }
DoubleField.mstInExtendedField { sin(bindSymbol("x")).pow(4) - 6 * bindSymbol("x") / tanh(bindSymbol("x")) }
.compile()
val r = Random(0)
var s = 0.0

16
kmath-ast/src/jvmTest/kotlin/space/kscience/kmath/asm/TestAsmSpecialization.kt
View File

@ -2,50 +2,50 @@ package space.kscience.kmath.asm
import space.kscience.kmath.ast.mstInField
import space.kscience.kmath.expressions.invoke
import space.kscience.kmath.operations.RealField
import space.kscience.kmath.operations.DoubleField
import kotlin.test.Test
import kotlin.test.assertEquals
internal class TestAsmSpecialization {
@Test
fun testUnaryPlus() {
val expr = RealField.mstInField { unaryOperationFunction("+")(bindSymbol("x")) }.compile()
val expr = DoubleField.mstInField { unaryOperationFunction("+")(bindSymbol("x")) }.compile()
assertEquals(2.0, expr("x" to 2.0))
}
@Test
fun testUnaryMinus() {
val expr = RealField.mstInField { unaryOperationFunction("-")(bindSymbol("x")) }.compile()
val expr = DoubleField.mstInField { unaryOperationFunction("-")(bindSymbol("x")) }.compile()
assertEquals(-2.0, expr("x" to 2.0))
}
@Test
fun testAdd() {
val expr = RealField.mstInField { binaryOperationFunction("+")(bindSymbol("x"), bindSymbol("x")) }.compile()
val expr = DoubleField.mstInField { binaryOperationFunction("+")(bindSymbol("x"), bindSymbol("x")) }.compile()
assertEquals(4.0, expr("x" to 2.0))
}
@Test
fun testSine() {
val expr = RealField.mstInField { unaryOperationFunction("sin")(bindSymbol("x")) }.compile()
val expr = DoubleField.mstInField { unaryOperationFunction("sin")(bindSymbol("x")) }.compile()
assertEquals(0.0, expr("x" to 0.0))
}
@Test
fun testMinus() {
val expr = RealField.mstInField { binaryOperationFunction("-")(bindSymbol("x"), bindSymbol("x")) }.compile()
val expr = DoubleField.mstInField { binaryOperationFunction("-")(bindSymbol("x"), bindSymbol("x")) }.compile()
assertEquals(0.0, expr("x" to 2.0))
}
@Test
fun testDivide() {
val expr = RealField.mstInField { binaryOperationFunction("/")(bindSymbol("x"), bindSymbol("x")) }.compile()
val expr = DoubleField.mstInField { binaryOperationFunction("/")(bindSymbol("x"), bindSymbol("x")) }.compile()
assertEquals(1.0, expr("x" to 2.0))
}
@Test
fun testPower() {
val expr = RealField
val expr = DoubleField
.mstInField { binaryOperationFunction("pow")(bindSymbol("x"), number(2)) }
.compile()

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

@ -1,12 +1,12 @@
package space.kscience.kmath.ast
import space.kscience.kmath.operations.DoubleField
import space.kscience.kmath.operations.Field
import space.kscience.kmath.operations.RealField
import kotlin.test.Test
import kotlin.test.assertEquals
internal class ParserPrecedenceTest {
private val f: Field<Double> = RealField
private val f: Field<Double> = DoubleField
@Test
fun test1(): Unit = assertEquals(6.0, f.evaluate("2*2+2".parseMath()))

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

@ -4,7 +4,7 @@ import space.kscience.kmath.complex.Complex
import space.kscience.kmath.complex.ComplexField
import space.kscience.kmath.expressions.invoke
import space.kscience.kmath.operations.Algebra
import space.kscience.kmath.operations.RealField
import space.kscience.kmath.operations.DoubleField
import kotlin.test.Test
import kotlin.test.assertEquals
@ -33,7 +33,7 @@ internal class ParserTest {
@Test
fun `evaluate MST with unary function`() {
val mst = "sin(0)".parseMath()
val res = RealField.evaluate(mst)
val res = DoubleField.evaluate(mst)
assertEquals(0.0, res)
}

18
kmath-commons/src/main/kotlin/space/kscience/kmath/commons/linear/CMMatrix.kt
View File

@ -4,8 +4,8 @@ import org.apache.commons.math3.linear.*
import space.kscience.kmath.linear.*
import space.kscience.kmath.misc.UnstableKMathAPI
import space.kscience.kmath.nd.StructureND
import space.kscience.kmath.operations.RealField
import space.kscience.kmath.structures.RealBuffer
import space.kscience.kmath.operations.DoubleField
import space.kscience.kmath.structures.DoubleBuffer
import kotlin.reflect.KClass
import kotlin.reflect.cast
@ -34,15 +34,15 @@ public inline class CMVector(public val origin: RealVector) : Point<Double> {
public fun RealVector.toPoint(): CMVector = CMVector(this)
public object CMLinearSpace : LinearSpace<Double, RealField> {
override val elementAlgebra: RealField get() = RealField
public object CMLinearSpace : LinearSpace<Double, DoubleField> {
override val elementAlgebra: DoubleField get() = DoubleField
public override fun buildMatrix(
rows: Int,
columns: Int,
initializer: RealField.(i: Int, j: Int) -> Double,
initializer: DoubleField.(i: Int, j: Int) -> Double,
): CMMatrix {
val array = Array(rows) { i -> DoubleArray(columns) { j -> RealField.initializer(i, j) } }
val array = Array(rows) { i -> DoubleArray(columns) { j -> DoubleField.initializer(i, j) } }
return CMMatrix(Array2DRowRealMatrix(array))
}
@ -64,8 +64,8 @@ public object CMLinearSpace : LinearSpace<Double, RealField> {
internal fun RealMatrix.wrap(): CMMatrix = CMMatrix(this)
internal fun RealVector.wrap(): CMVector = CMVector(this)
override fun buildVector(size: Int, initializer: RealField.(Int) -> Double): Point<Double> =
ArrayRealVector(DoubleArray(size) { RealField.initializer(it) }).wrap()
override fun buildVector(size: Int, initializer: DoubleField.(Int) -> Double): Point<Double> =
ArrayRealVector(DoubleArray(size) { DoubleField.initializer(it) }).wrap()
override fun Matrix<Double>.plus(other: Matrix<Double>): CMMatrix =
toCM().origin.add(other.toCM().origin).wrap()
@ -135,7 +135,7 @@ public object CMLinearSpace : LinearSpace<Double, RealField> {
override val u: Matrix<Double> by lazy { CMMatrix(sv.u) }
override val s: Matrix<Double> by lazy { CMMatrix(sv.s) }
override val v: Matrix<Double> by lazy { CMMatrix(sv.v) }
override val singularValues: Point<Double> by lazy { RealBuffer(sv.singularValues) }
override val singularValues: Point<Double> by lazy { DoubleBuffer(sv.singularValues) }
}
else -> null
}?.let(type::cast)

3
kmath-commons/src/main/kotlin/space/kscience/kmath/commons/transform/Transformations.kt
View File

@ -6,7 +6,6 @@ import kotlinx.coroutines.flow.map
import org.apache.commons.math3.transform.*
import space.kscience.kmath.complex.Complex
import space.kscience.kmath.streaming.chunked
import space.kscience.kmath.streaming.spread
import space.kscience.kmath.structures.*
@ -17,7 +16,7 @@ public object Transformations {
private fun Buffer<Complex>.toArray(): Array<org.apache.commons.math3.complex.Complex> =
Array(size) { org.apache.commons.math3.complex.Complex(get(it).re, get(it).im) }
private fun Buffer<Double>.asArray() = if (this is RealBuffer) {
private fun Buffer<Double>.asArray() = if (this is DoubleBuffer) {
array
} else {
DoubleArray(size) { i -> get(i) }

2
kmath-commons/src/test/kotlin/space/kscience/kmath/commons/integration/IntegrationTest.kt
View File

@ -3,7 +3,7 @@ package space.kscience.kmath.commons.integration
import org.junit.jupiter.api.Test
import space.kscience.kmath.integration.integrate
import space.kscience.kmath.misc.UnstableKMathAPI
import space.kscience.kmath.operations.RealField.sin
import space.kscience.kmath.operations.DoubleField.sin
import kotlin.math.PI
import kotlin.math.abs
import kotlin.test.assertTrue

10
kmath-complex/src/commonMain/kotlin/space/kscience/kmath/complex/ComplexFieldND.kt
View File

@ -34,15 +34,15 @@ public class ComplexFieldND(
// @Suppress("OVERRIDE_BY_INLINE")
// override inline fun map(
// arg: AbstractNDBuffer<Double>,
// transform: RealField.(Double) -> Double,
// transform: DoubleField.(Double) -> Double,
// ): RealNDElement {
// check(arg)
// val array = RealBuffer(arg.strides.linearSize) { offset -> RealField.transform(arg.buffer[offset]) }
// val array = RealBuffer(arg.strides.linearSize) { offset -> DoubleField.transform(arg.buffer[offset]) }
// return BufferedNDFieldElement(this, array)
// }
//
// @Suppress("OVERRIDE_BY_INLINE")
// override inline fun produce(initializer: RealField.(IntArray) -> Double): RealNDElement {
// override inline fun produce(initializer: DoubleField.(IntArray) -> Double): RealNDElement {
// val array = RealBuffer(strides.linearSize) { offset -> elementContext.initializer(strides.index(offset)) }
// return BufferedNDFieldElement(this, array)
// }
@ -50,7 +50,7 @@ public class ComplexFieldND(
// @Suppress("OVERRIDE_BY_INLINE")
// override inline fun mapIndexed(
// arg: AbstractNDBuffer<Double>,
// transform: RealField.(index: IntArray, Double) -> Double,
// transform: DoubleField.(index: IntArray, Double) -> Double,
// ): RealNDElement {
// check(arg)
// return BufferedNDFieldElement(
@ -67,7 +67,7 @@ public class ComplexFieldND(
// override inline fun combine(
// a: AbstractNDBuffer<Double>,
// b: AbstractNDBuffer<Double>,
// transform: RealField.(Double, Double) -> Double,
// transform: DoubleField.(Double, Double) -> Double,
// ): RealNDElement {
// check(a, b)
// val buffer = RealBuffer(strides.linearSize) { offset ->

696
kmath-core/api/kmath-core.api
View File

@ -825,6 +825,78 @@ public final class space/kscience/kmath/nd/DefaultStrides$Companion {
public final fun invoke ([I)Lspace/kscience/kmath/nd/Strides;
}
public final class space/kscience/kmath/nd/DoubleFieldND : space/kscience/kmath/nd/BufferedFieldND, space/kscience/kmath/operations/ExtendedField, space/kscience/kmath/operations/NumbersAddOperations, space/kscience/kmath/operations/ScaleOperations {
public fun <init> ([I)V
public synthetic fun acos (Ljava/lang/Object;)Ljava/lang/Object;
public fun acos (Lspace/kscience/kmath/nd/StructureND;)Lspace/kscience/kmath/nd/NDBuffer;
public synthetic fun acosh (Ljava/lang/Object;)Ljava/lang/Object;
public fun acosh (Lspace/kscience/kmath/nd/StructureND;)Lspace/kscience/kmath/nd/NDBuffer;
public synthetic fun asin (Ljava/lang/Object;)Ljava/lang/Object;
public fun asin (Lspace/kscience/kmath/nd/StructureND;)Lspace/kscience/kmath/nd/NDBuffer;
public synthetic fun asinh (Ljava/lang/Object;)Ljava/lang/Object;
public fun asinh (Lspace/kscience/kmath/nd/StructureND;)Lspace/kscience/kmath/nd/NDBuffer;
public synthetic fun atan (Ljava/lang/Object;)Ljava/lang/Object;
public fun atan (Lspace/kscience/kmath/nd/StructureND;)Lspace/kscience/kmath/nd/NDBuffer;
public synthetic fun atanh (Ljava/lang/Object;)Ljava/lang/Object;
public fun atanh (Lspace/kscience/kmath/nd/StructureND;)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/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 fun cos (Lspace/kscience/kmath/nd/StructureND;)Lspace/kscience/kmath/nd/NDBuffer;
public synthetic fun cosh (Ljava/lang/Object;)Ljava/lang/Object;
public fun cosh (Lspace/kscience/kmath/nd/StructureND;)Lspace/kscience/kmath/nd/NDBuffer;
public synthetic fun exp (Ljava/lang/Object;)Ljava/lang/Object;
public fun exp (Lspace/kscience/kmath/nd/StructureND;)Lspace/kscience/kmath/nd/NDBuffer;
public synthetic fun getBuffer (Lspace/kscience/kmath/nd/StructureND;)Lspace/kscience/kmath/structures/Buffer;
public fun getBuffer-Udx-57Q (Lspace/kscience/kmath/nd/StructureND;)[D
public synthetic fun getOne ()Ljava/lang/Object;
public fun getOne ()Lspace/kscience/kmath/nd/NDBuffer;
public synthetic fun getZero ()Ljava/lang/Object;
public fun getZero ()Lspace/kscience/kmath/nd/NDBuffer;
public synthetic fun ln (Ljava/lang/Object;)Ljava/lang/Object;
public fun ln (Lspace/kscience/kmath/nd/StructureND;)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/StructureND;Lkotlin/jvm/functions/Function2;)Lspace/kscience/kmath/nd/StructureND;
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/StructureND;Lkotlin/jvm/functions/Function3;)Lspace/kscience/kmath/nd/StructureND;
public synthetic fun minus (Ljava/lang/Number;Ljava/lang/Object;)Ljava/lang/Object;
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 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 fun number (Ljava/lang/Number;)Lspace/kscience/kmath/nd/NDBuffer;
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 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 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 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 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 synthetic fun produce (Lkotlin/jvm/functions/Function2;)Lspace/kscience/kmath/nd/StructureND;
public fun rightSideNumberOperationFunction (Ljava/lang/String;)Lkotlin/jvm/functions/Function2;
public synthetic fun scale (Ljava/lang/Object;D)Ljava/lang/Object;
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 fun sin (Lspace/kscience/kmath/nd/StructureND;)Lspace/kscience/kmath/nd/NDBuffer;
public synthetic fun sinh (Ljava/lang/Object;)Ljava/lang/Object;
public fun sinh (Lspace/kscience/kmath/nd/StructureND;)Lspace/kscience/kmath/nd/NDBuffer;
public synthetic fun sqrt (Ljava/lang/Object;)Ljava/lang/Object;
public fun sqrt (Lspace/kscience/kmath/nd/StructureND;)Lspace/kscience/kmath/nd/StructureND;
public synthetic fun tan (Ljava/lang/Object;)Ljava/lang/Object;
public fun tan (Lspace/kscience/kmath/nd/StructureND;)Lspace/kscience/kmath/nd/NDBuffer;
public synthetic fun tanh (Ljava/lang/Object;)Ljava/lang/Object;
public fun tanh (Lspace/kscience/kmath/nd/StructureND;)Lspace/kscience/kmath/nd/NDBuffer;
public fun unaryOperationFunction (Ljava/lang/String;)Lkotlin/jvm/functions/Function1;
}
public final class space/kscience/kmath/nd/DoubleFieldNDKt {
public static final fun nd (Lspace/kscience/kmath/operations/DoubleField;[ILkotlin/jvm/functions/Function1;)Ljava/lang/Object;
public static final fun real (Lspace/kscience/kmath/nd/AlgebraND$Companion;[I)Lspace/kscience/kmath/nd/DoubleFieldND;
}
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;
@ -921,78 +993,6 @@ public class space/kscience/kmath/nd/NDBuffer : space/kscience/kmath/nd/Structur
public fun toString ()Ljava/lang/String;
}
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 fun <init> ([I)V
public synthetic fun acos (Ljava/lang/Object;)Ljava/lang/Object;
public fun acos (Lspace/kscience/kmath/nd/StructureND;)Lspace/kscience/kmath/nd/NDBuffer;
public synthetic fun acosh (Ljava/lang/Object;)Ljava/lang/Object;
public fun acosh (Lspace/kscience/kmath/nd/StructureND;)Lspace/kscience/kmath/nd/NDBuffer;
public synthetic fun asin (Ljava/lang/Object;)Ljava/lang/Object;
public fun asin (Lspace/kscience/kmath/nd/StructureND;)Lspace/kscience/kmath/nd/NDBuffer;
public synthetic fun asinh (Ljava/lang/Object;)Ljava/lang/Object;
public fun asinh (Lspace/kscience/kmath/nd/StructureND;)Lspace/kscience/kmath/nd/NDBuffer;
public synthetic fun atan (Ljava/lang/Object;)Ljava/lang/Object;
public fun atan (Lspace/kscience/kmath/nd/StructureND;)Lspace/kscience/kmath/nd/NDBuffer;
public synthetic fun atanh (Ljava/lang/Object;)Ljava/lang/Object;
public fun atanh (Lspace/kscience/kmath/nd/StructureND;)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/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 fun cos (Lspace/kscience/kmath/nd/StructureND;)Lspace/kscience/kmath/nd/NDBuffer;
public synthetic fun cosh (Ljava/lang/Object;)Ljava/lang/Object;
public fun cosh (Lspace/kscience/kmath/nd/StructureND;)Lspace/kscience/kmath/nd/NDBuffer;
public synthetic fun exp (Ljava/lang/Object;)Ljava/lang/Object;
public fun exp (Lspace/kscience/kmath/nd/StructureND;)Lspace/kscience/kmath/nd/NDBuffer;
public synthetic fun getBuffer (Lspace/kscience/kmath/nd/StructureND;)Lspace/kscience/kmath/structures/Buffer;
public fun getBuffer-LGjt3BI (Lspace/kscience/kmath/nd/StructureND;)[D
public synthetic fun getOne ()Ljava/lang/Object;
public fun getOne ()Lspace/kscience/kmath/nd/NDBuffer;
public synthetic fun getZero ()Ljava/lang/Object;
public fun getZero ()Lspace/kscience/kmath/nd/NDBuffer;
public synthetic fun ln (Ljava/lang/Object;)Ljava/lang/Object;
public fun ln (Lspace/kscience/kmath/nd/StructureND;)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/StructureND;Lkotlin/jvm/functions/Function2;)Lspace/kscience/kmath/nd/StructureND;
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/StructureND;Lkotlin/jvm/functions/Function3;)Lspace/kscience/kmath/nd/StructureND;
public synthetic fun minus (Ljava/lang/Number;Ljava/lang/Object;)Ljava/lang/Object;
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 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 fun number (Ljava/lang/Number;)Lspace/kscience/kmath/nd/NDBuffer;
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 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 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 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 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 synthetic fun produce (Lkotlin/jvm/functions/Function2;)Lspace/kscience/kmath/nd/StructureND;
public fun rightSideNumberOperationFunction (Ljava/lang/String;)Lkotlin/jvm/functions/Function2;
public synthetic fun scale (Ljava/lang/Object;D)Ljava/lang/Object;
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 fun sin (Lspace/kscience/kmath/nd/StructureND;)Lspace/kscience/kmath/nd/NDBuffer;
public synthetic fun sinh (Ljava/lang/Object;)Ljava/lang/Object;
public fun sinh (Lspace/kscience/kmath/nd/StructureND;)Lspace/kscience/kmath/nd/NDBuffer;
public synthetic fun sqrt (Ljava/lang/Object;)Ljava/lang/Object;
public fun sqrt (Lspace/kscience/kmath/nd/StructureND;)Lspace/kscience/kmath/nd/StructureND;
public synthetic fun tan (Ljava/lang/Object;)Ljava/lang/Object;
public fun tan (Lspace/kscience/kmath/nd/StructureND;)Lspace/kscience/kmath/nd/NDBuffer;
public synthetic fun tanh (Ljava/lang/Object;)Ljava/lang/Object;
public fun tanh (Lspace/kscience/kmath/nd/StructureND;)Lspace/kscience/kmath/nd/NDBuffer;
public fun unaryOperationFunction (Ljava/lang/String;)Lkotlin/jvm/functions/Function1;
}
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 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;
@ -1338,6 +1338,92 @@ public final class space/kscience/kmath/operations/ByteRing : space/kscience/kma
public synthetic fun unaryPlus (Ljava/lang/Object;)Ljava/lang/Object;
}
public final class space/kscience/kmath/operations/DoubleField : space/kscience/kmath/operations/ExtendedField, space/kscience/kmath/operations/Norm, space/kscience/kmath/operations/ScaleOperations {
public static final field INSTANCE Lspace/kscience/kmath/operations/DoubleField;
public fun acos (D)Ljava/lang/Double;
public synthetic fun acos (Ljava/lang/Object;)Ljava/lang/Object;
public fun acosh (D)Ljava/lang/Double;
public synthetic fun acosh (Ljava/lang/Object;)Ljava/lang/Object;
public fun add (DD)Ljava/lang/Double;
public synthetic fun add (Ljava/lang/Object;Ljava/lang/Object;)Ljava/lang/Object;
public fun asin (D)Ljava/lang/Double;
public synthetic fun asin (Ljava/lang/Object;)Ljava/lang/Object;
public fun asinh (D)Ljava/lang/Double;
public synthetic fun asinh (Ljava/lang/Object;)Ljava/lang/Object;
public fun atan (D)Ljava/lang/Double;
public synthetic fun atan (Ljava/lang/Object;)Ljava/lang/Object;
public fun atanh (D)Ljava/lang/Double;
public synthetic fun atanh (Ljava/lang/Object;)Ljava/lang/Object;
public fun binaryOperation (Ljava/lang/String;DD)Ljava/lang/Double;
public synthetic fun binaryOperation (Ljava/lang/String;Ljava/lang/Object;Ljava/lang/Object;)Ljava/lang/Object;
public fun binaryOperationFunction (Ljava/lang/String;)Lkotlin/jvm/functions/Function2;
public fun bindSymbol (Ljava/lang/String;)Ljava/lang/Double;
public synthetic fun bindSymbol (Ljava/lang/String;)Ljava/lang/Object;
public fun cos (D)Ljava/lang/Double;
public synthetic fun cos (Ljava/lang/Object;)Ljava/lang/Object;
public fun cosh (D)Ljava/lang/Double;
public synthetic fun cosh (Ljava/lang/Object;)Ljava/lang/Object;
public fun div (DD)Ljava/lang/Double;
public fun div (DLjava/lang/Number;)Ljava/lang/Double;
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 fun divide (DD)Ljava/lang/Double;
public synthetic fun divide (Ljava/lang/Object;Ljava/lang/Object;)Ljava/lang/Object;
public fun exp (D)Ljava/lang/Double;
public synthetic fun exp (Ljava/lang/Object;)Ljava/lang/Object;
public fun getOne ()Ljava/lang/Double;
public synthetic fun getOne ()Ljava/lang/Object;
public fun getZero ()Ljava/lang/Double;
public synthetic fun getZero ()Ljava/lang/Object;
public fun leftSideNumberOperation (Ljava/lang/String;Ljava/lang/Number;D)Ljava/lang/Double;
public synthetic fun leftSideNumberOperation (Ljava/lang/String;Ljava/lang/Number;Ljava/lang/Object;)Ljava/lang/Object;
public fun leftSideNumberOperationFunction (Ljava/lang/String;)Lkotlin/jvm/functions/Function2;
public fun ln (D)Ljava/lang/Double;
public synthetic fun ln (Ljava/lang/Object;)Ljava/lang/Object;
public fun minus (DD)Ljava/lang/Double;
public synthetic fun minus (Ljava/lang/Object;Ljava/lang/Object;)Ljava/lang/Object;
public fun multiply (DD)Ljava/lang/Double;
public synthetic fun multiply (Ljava/lang/Object;Ljava/lang/Object;)Ljava/lang/Object;
public fun norm (D)Ljava/lang/Double;
public synthetic fun norm (Ljava/lang/Object;)Ljava/lang/Object;
public fun number (Ljava/lang/Number;)Ljava/lang/Double;
public synthetic fun number (Ljava/lang/Number;)Ljava/lang/Object;
public fun plus (DD)Ljava/lang/Double;
public synthetic fun plus (Ljava/lang/Object;Ljava/lang/Object;)Ljava/lang/Object;
public fun pow (DLjava/lang/Number;)Ljava/lang/Double;
public synthetic fun pow (Ljava/lang/Object;Ljava/lang/Number;)Ljava/lang/Object;
public fun power (DLjava/lang/Number;)Ljava/lang/Double;
public synthetic fun power (Ljava/lang/Object;Ljava/lang/Number;)Ljava/lang/Object;
public fun rightSideNumberOperation (Ljava/lang/String;DLjava/lang/Number;)Ljava/lang/Double;
public synthetic fun rightSideNumberOperation (Ljava/lang/String;Ljava/lang/Object;Ljava/lang/Number;)Ljava/lang/Object;
public fun rightSideNumberOperationFunction (Ljava/lang/String;)Lkotlin/jvm/functions/Function2;
public fun scale (DD)Ljava/lang/Double;
public synthetic fun scale (Ljava/lang/Object;D)Ljava/lang/Object;
public fun sin (D)Ljava/lang/Double;
public synthetic fun sin (Ljava/lang/Object;)Ljava/lang/Object;
public fun sinh (D)Ljava/lang/Double;
public synthetic fun sinh (Ljava/lang/Object;)Ljava/lang/Object;
public fun sqrt (D)Ljava/lang/Double;
public synthetic fun sqrt (Ljava/lang/Object;)Ljava/lang/Object;
public fun tan (D)Ljava/lang/Double;
public synthetic fun tan (Ljava/lang/Object;)Ljava/lang/Object;
public fun tanh (D)Ljava/lang/Double;
public synthetic fun tanh (Ljava/lang/Object;)Ljava/lang/Object;
public fun times (DD)Ljava/lang/Double;
public fun times (DLjava/lang/Number;)Ljava/lang/Double;
public fun times (Ljava/lang/Number;D)Ljava/lang/Double;
public synthetic fun times (Ljava/lang/Number;Ljava/lang/Object;)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 fun unaryMinus (D)Ljava/lang/Double;
public synthetic fun unaryMinus (Ljava/lang/Object;)Ljava/lang/Object;
public fun unaryOperation (Ljava/lang/String;D)Ljava/lang/Double;
public synthetic fun unaryOperation (Ljava/lang/String;Ljava/lang/Object;)Ljava/lang/Object;
public fun unaryOperationFunction (Ljava/lang/String;)Lkotlin/jvm/functions/Function1;
public fun unaryPlus (D)Ljava/lang/Double;
public synthetic fun unaryPlus (Ljava/lang/Object;)Ljava/lang/Object;
}
public abstract interface class space/kscience/kmath/operations/ExponentialOperations : space/kscience/kmath/operations/Algebra {
public static final field ACOSH_OPERATION Ljava/lang/String;
public static final field ASINH_OPERATION Ljava/lang/String;
@ -1877,92 +1963,6 @@ public final class space/kscience/kmath/operations/PowerOperations$DefaultImpls
public static fun unaryOperationFunction (Lspace/kscience/kmath/operations/PowerOperations;Ljava/lang/String;)Lkotlin/jvm/functions/Function1;
}
public final class space/kscience/kmath/operations/RealField : space/kscience/kmath/operations/ExtendedField, space/kscience/kmath/operations/Norm, space/kscience/kmath/operations/ScaleOperations {
public static final field INSTANCE Lspace/kscience/kmath/operations/RealField;
public fun acos (D)Ljava/lang/Double;
public synthetic fun acos (Ljava/lang/Object;)Ljava/lang/Object;
public fun acosh (D)Ljava/lang/Double;
public synthetic fun acosh (Ljava/lang/Object;)Ljava/lang/Object;
public fun add (DD)Ljava/lang/Double;
public synthetic fun add (Ljava/lang/Object;Ljava/lang/Object;)Ljava/lang/Object;
public fun asin (D)Ljava/lang/Double;
public synthetic fun asin (Ljava/lang/Object;)Ljava/lang/Object;
public fun asinh (D)Ljava/lang/Double;
public synthetic fun asinh (Ljava/lang/Object;)Ljava/lang/Object;
public fun atan (D)Ljava/lang/Double;
public synthetic fun atan (Ljava/lang/Object;)Ljava/lang/Object;
public fun atanh (D)Ljava/lang/Double;
public synthetic fun atanh (Ljava/lang/Object;)Ljava/lang/Object;
public fun binaryOperation (Ljava/lang/String;DD)Ljava/lang/Double;
public synthetic fun binaryOperation (Ljava/lang/String;Ljava/lang/Object;Ljava/lang/Object;)Ljava/lang/Object;
public fun binaryOperationFunction (Ljava/lang/String;)Lkotlin/jvm/functions/Function2;
public fun bindSymbol (Ljava/lang/String;)Ljava/lang/Double;
public synthetic fun bindSymbol (Ljava/lang/String;)Ljava/lang/Object;
public fun cos (D)Ljava/lang/Double;
public synthetic fun cos (Ljava/lang/Object;)Ljava/lang/Object;
public fun cosh (D)Ljava/lang/Double;
public synthetic fun cosh (Ljava/lang/Object;)Ljava/lang/Object;
public fun div (DD)Ljava/lang/Double;
public fun div (DLjava/lang/Number;)Ljava/lang/Double;
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 fun divide (DD)Ljava/lang/Double;
public synthetic fun divide (Ljava/lang/Object;Ljava/lang/Object;)Ljava/lang/Object;
public fun exp (D)Ljava/lang/Double;
public synthetic fun exp (Ljava/lang/Object;)Ljava/lang/Object;
public fun getOne ()Ljava/lang/Double;
public synthetic fun getOne ()Ljava/lang/Object;
public fun getZero ()Ljava/lang/Double;
public synthetic fun getZero ()Ljava/lang/Object;
public fun leftSideNumberOperation (Ljava/lang/String;Ljava/lang/Number;D)Ljava/lang/Double;
public synthetic fun leftSideNumberOperation (Ljava/lang/String;Ljava/lang/Number;Ljava/lang/Object;)Ljava/lang/Object;
public fun leftSideNumberOperationFunction (Ljava/lang/String;)Lkotlin/jvm/functions/Function2;
public fun ln (D)Ljava/lang/Double;
public synthetic fun ln (Ljava/lang/Object;)Ljava/lang/Object;
public fun minus (DD)Ljava/lang/Double;
public synthetic fun minus (Ljava/lang/Object;Ljava/lang/Object;)Ljava/lang/Object;
public fun multiply (DD)Ljava/lang/Double;
public synthetic fun multiply (Ljava/lang/Object;Ljava/lang/Object;)Ljava/lang/Object;
public fun norm (D)Ljava/lang/Double;
public synthetic fun norm (Ljava/lang/Object;)Ljava/lang/Object;
public fun number (Ljava/lang/Number;)Ljava/lang/Double;
public synthetic fun number (Ljava/lang/Number;)Ljava/lang/Object;
public fun plus (DD)Ljava/lang/Double;
public synthetic fun plus (Ljava/lang/Object;Ljava/lang/Object;)Ljava/lang/Object;
public fun pow (DLjava/lang/Number;)Ljava/lang/Double;
public synthetic fun pow (Ljava/lang/Object;Ljava/lang/Number;)Ljava/lang/Object;
public fun power (DLjava/lang/Number;)Ljava/lang/Double;
public synthetic fun power (Ljava/lang/Object;Ljava/lang/Number;)Ljava/lang/Object;
public fun rightSideNumberOperation (Ljava/lang/String;DLjava/lang/Number;)Ljava/lang/Double;
public synthetic fun rightSideNumberOperation (Ljava/lang/String;Ljava/lang/Object;Ljava/lang/Number;)Ljava/lang/Object;
public fun rightSideNumberOperationFunction (Ljava/lang/String;)Lkotlin/jvm/functions/Function2;
public fun scale (DD)Ljava/lang/Double;
public synthetic fun scale (Ljava/lang/Object;D)Ljava/lang/Object;
public fun sin (D)Ljava/lang/Double;
public synthetic fun sin (Ljava/lang/Object;)Ljava/lang/Object;
public fun sinh (D)Ljava/lang/Double;
public synthetic fun sinh (Ljava/lang/Object;)Ljava/lang/Object;
public fun sqrt (D)Ljava/lang/Double;
public synthetic fun sqrt (Ljava/lang/Object;)Ljava/lang/Object;
public fun tan (D)Ljava/lang/Double;
public synthetic fun tan (Ljava/lang/Object;)Ljava/lang/Object;
public fun tanh (D)Ljava/lang/Double;
public synthetic fun tanh (Ljava/lang/Object;)Ljava/lang/Object;
public fun times (DD)Ljava/lang/Double;
public fun times (DLjava/lang/Number;)Ljava/lang/Double;
public fun times (Ljava/lang/Number;D)Ljava/lang/Double;
public synthetic fun times (Ljava/lang/Number;Ljava/lang/Object;)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 fun unaryMinus (D)Ljava/lang/Double;
public synthetic fun unaryMinus (Ljava/lang/Object;)Ljava/lang/Object;
public fun unaryOperation (Ljava/lang/String;D)Ljava/lang/Double;
public synthetic fun unaryOperation (Ljava/lang/String;Ljava/lang/Object;)Ljava/lang/Object;
public fun unaryOperationFunction (Ljava/lang/String;)Lkotlin/jvm/functions/Function1;
public fun unaryPlus (D)Ljava/lang/Double;
public synthetic fun unaryPlus (Ljava/lang/Object;)Ljava/lang/Object;
}
public abstract interface class space/kscience/kmath/operations/Ring : space/kscience/kmath/operations/Group, space/kscience/kmath/operations/RingOperations {
public abstract fun getOne ()Ljava/lang/Object;
}
@ -2135,6 +2135,193 @@ public final class space/kscience/kmath/structures/BufferOperationKt {
public static final fun toList (Lspace/kscience/kmath/structures/Buffer;)Ljava/util/List;
}
public final class space/kscience/kmath/structures/DoubleBuffer : space/kscience/kmath/structures/MutableBuffer {
public static final synthetic fun box-impl ([D)Lspace/kscience/kmath/structures/DoubleBuffer;
public static fun constructor-impl ([D)[D
public fun contentEquals (Lspace/kscience/kmath/structures/Buffer;)Z
public static fun contentEquals-impl ([DLspace/kscience/kmath/structures/Buffer;)Z
public synthetic fun copy ()Lspace/kscience/kmath/structures/MutableBuffer;
public fun copy-Dv3HvWU ()[D
public static fun copy-Dv3HvWU ([D)[D
public fun equals (Ljava/lang/Object;)Z
public static fun equals-impl ([DLjava/lang/Object;)Z
public static final fun equals-impl0 ([D[D)Z
public fun get (I)Ljava/lang/Double;
public synthetic fun get (I)Ljava/lang/Object;
public static fun get-impl ([DI)Ljava/lang/Double;
public final fun getArray ()[D
public fun getSize ()I
public static fun getSize-impl ([D)I
public fun hashCode ()I
public static fun hashCode-impl ([D)I
public synthetic fun iterator ()Ljava/util/Iterator;
public fun iterator ()Lkotlin/collections/DoubleIterator;
public static fun iterator-impl ([D)Lkotlin/collections/DoubleIterator;
public fun set (ID)V
public synthetic fun set (ILjava/lang/Object;)V
public static fun set-impl ([DID)V
public fun toString ()Ljava/lang/String;
public static fun toString-impl ([D)Ljava/lang/String;
public final synthetic fun unbox-impl ()[D
}
public final class space/kscience/kmath/structures/DoubleBufferField : space/kscience/kmath/operations/ExtendedField {
public fun <init> (I)V
public synthetic fun acos (Ljava/lang/Object;)Ljava/lang/Object;
public fun acos-Udx-57Q (Lspace/kscience/kmath/structures/Buffer;)[D
public synthetic fun acosh (Ljava/lang/Object;)Ljava/lang/Object;
public fun acosh-Udx-57Q (Lspace/kscience/kmath/structures/Buffer;)[D
public synthetic fun add (Ljava/lang/Object;Ljava/lang/Object;)Ljava/lang/Object;
public fun add-CZ9oacQ (Lspace/kscience/kmath/structures/Buffer;Lspace/kscience/kmath/structures/Buffer;)[D
public synthetic fun asin (Ljava/lang/Object;)Ljava/lang/Object;
public fun asin-Udx-57Q (Lspace/kscience/kmath/structures/Buffer;)[D
public synthetic fun asinh (Ljava/lang/Object;)Ljava/lang/Object;
public fun asinh-Udx-57Q (Lspace/kscience/kmath/structures/Buffer;)[D
public synthetic fun atan (Ljava/lang/Object;)Ljava/lang/Object;
public fun atan-Udx-57Q (Lspace/kscience/kmath/structures/Buffer;)[D
public synthetic fun atanh (Ljava/lang/Object;)Ljava/lang/Object;
public fun atanh-Udx-57Q (Lspace/kscience/kmath/structures/Buffer;)[D
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/structures/Buffer;Lspace/kscience/kmath/structures/Buffer;)Lspace/kscience/kmath/structures/Buffer;
public fun binaryOperationFunction (Ljava/lang/String;)Lkotlin/jvm/functions/Function2;
public synthetic fun bindSymbol (Ljava/lang/String;)Ljava/lang/Object;
public fun bindSymbol (Ljava/lang/String;)Lspace/kscience/kmath/structures/Buffer;
public synthetic fun cos (Ljava/lang/Object;)Ljava/lang/Object;
public fun cos-Udx-57Q (Lspace/kscience/kmath/structures/Buffer;)[D
public synthetic fun cosh (Ljava/lang/Object;)Ljava/lang/Object;
public fun cosh-Udx-57Q (Lspace/kscience/kmath/structures/Buffer;)[D
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 fun div (Lspace/kscience/kmath/structures/Buffer;Ljava/lang/Number;)Lspace/kscience/kmath/structures/Buffer;
public fun div (Lspace/kscience/kmath/structures/Buffer;Lspace/kscience/kmath/structures/Buffer;)Lspace/kscience/kmath/structures/Buffer;
public synthetic fun divide (Ljava/lang/Object;Ljava/lang/Object;)Ljava/lang/Object;
public fun divide-CZ9oacQ (Lspace/kscience/kmath/structures/Buffer;Lspace/kscience/kmath/structures/Buffer;)[D
public synthetic fun exp (Ljava/lang/Object;)Ljava/lang/Object;
public fun exp-Udx-57Q (Lspace/kscience/kmath/structures/Buffer;)[D
public synthetic fun getOne ()Ljava/lang/Object;
public fun getOne ()Lspace/kscience/kmath/structures/Buffer;
public final fun getSize ()I
public synthetic fun getZero ()Ljava/lang/Object;
public fun getZero ()Lspace/kscience/kmath/structures/Buffer;
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/structures/Buffer;)Lspace/kscience/kmath/structures/Buffer;
public fun leftSideNumberOperationFunction (Ljava/lang/String;)Lkotlin/jvm/functions/Function2;
public synthetic fun ln (Ljava/lang/Object;)Ljava/lang/Object;
public fun ln-Udx-57Q (Lspace/kscience/kmath/structures/Buffer;)[D
public synthetic fun minus (Ljava/lang/Object;Ljava/lang/Object;)Ljava/lang/Object;
public fun minus (Lspace/kscience/kmath/structures/Buffer;Lspace/kscience/kmath/structures/Buffer;)Lspace/kscience/kmath/structures/Buffer;
public synthetic fun multiply (Ljava/lang/Object;Ljava/lang/Object;)Ljava/lang/Object;
public fun multiply-CZ9oacQ (Lspace/kscience/kmath/structures/Buffer;Lspace/kscience/kmath/structures/Buffer;)[D
public synthetic fun number (Ljava/lang/Number;)Ljava/lang/Object;
public fun number (Ljava/lang/Number;)Lspace/kscience/kmath/structures/Buffer;
public synthetic fun plus (Ljava/lang/Object;Ljava/lang/Object;)Ljava/lang/Object;
public fun plus (Lspace/kscience/kmath/structures/Buffer;Lspace/kscience/kmath/structures/Buffer;)Lspace/kscience/kmath/structures/Buffer;
public synthetic fun pow (Ljava/lang/Object;Ljava/lang/Number;)Ljava/lang/Object;
public fun pow (Lspace/kscience/kmath/structures/Buffer;Ljava/lang/Number;)Lspace/kscience/kmath/structures/Buffer;
public synthetic fun power (Ljava/lang/Object;Ljava/lang/Number;)Ljava/lang/Object;
public fun power-CZ9oacQ (Lspace/kscience/kmath/structures/Buffer;Ljava/lang/Number;)[D
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/structures/Buffer;Ljava/lang/Number;)Lspace/kscience/kmath/structures/Buffer;
public fun rightSideNumberOperationFunction (Ljava/lang/String;)Lkotlin/jvm/functions/Function2;
public synthetic fun scale (Ljava/lang/Object;D)Ljava/lang/Object;
public fun scale-CZ9oacQ (Lspace/kscience/kmath/structures/Buffer;D)[D
public synthetic fun sin (Ljava/lang/Object;)Ljava/lang/Object;
public fun sin-Udx-57Q (Lspace/kscience/kmath/structures/Buffer;)[D
public synthetic fun sinh (Ljava/lang/Object;)Ljava/lang/Object;
public fun sinh-Udx-57Q (Lspace/kscience/kmath/structures/Buffer;)[D
public synthetic fun sqrt (Ljava/lang/Object;)Ljava/lang/Object;
public fun sqrt (Lspace/kscience/kmath/structures/Buffer;)Lspace/kscience/kmath/structures/Buffer;
public synthetic fun tan (Ljava/lang/Object;)Ljava/lang/Object;
public fun tan-Udx-57Q (Lspace/kscience/kmath/structures/Buffer;)[D
public synthetic fun tanh (Ljava/lang/Object;)Ljava/lang/Object;
public fun tanh-Udx-57Q (Lspace/kscience/kmath/structures/Buffer;)[D
public synthetic fun times (Ljava/lang/Number;Ljava/lang/Object;)Ljava/lang/Object;
public fun times (Ljava/lang/Number;Lspace/kscience/kmath/structures/Buffer;)Lspace/kscience/kmath/structures/Buffer;
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 fun times (Lspace/kscience/kmath/structures/Buffer;Ljava/lang/Number;)Lspace/kscience/kmath/structures/Buffer;
public fun times (Lspace/kscience/kmath/structures/Buffer;Lspace/kscience/kmath/structures/Buffer;)Lspace/kscience/kmath/structures/Buffer;
public synthetic fun unaryMinus (Ljava/lang/Object;)Ljava/lang/Object;
public fun unaryMinus (Lspace/kscience/kmath/structures/Buffer;)Lspace/kscience/kmath/structures/Buffer;
public synthetic fun unaryOperation (Ljava/lang/String;Ljava/lang/Object;)Ljava/lang/Object;
public fun unaryOperation (Ljava/lang/String;Lspace/kscience/kmath/structures/Buffer;)Lspace/kscience/kmath/structures/Buffer;
public fun unaryOperationFunction (Ljava/lang/String;)Lkotlin/jvm/functions/Function1;
public synthetic fun unaryPlus (Ljava/lang/Object;)Ljava/lang/Object;
public fun unaryPlus (Lspace/kscience/kmath/structures/Buffer;)Lspace/kscience/kmath/structures/Buffer;
}
public final class space/kscience/kmath/structures/DoubleBufferFieldOperations : space/kscience/kmath/operations/ExtendedFieldOperations {
public static final field INSTANCE Lspace/kscience/kmath/structures/DoubleBufferFieldOperations;
public synthetic fun acos (Ljava/lang/Object;)Ljava/lang/Object;
public fun acos-Udx-57Q (Lspace/kscience/kmath/structures/Buffer;)[D
public synthetic fun acosh (Ljava/lang/Object;)Ljava/lang/Object;
public fun acosh-Udx-57Q (Lspace/kscience/kmath/structures/Buffer;)[D
public synthetic fun add (Ljava/lang/Object;Ljava/lang/Object;)Ljava/lang/Object;
public fun add-CZ9oacQ (Lspace/kscience/kmath/structures/Buffer;Lspace/kscience/kmath/structures/Buffer;)[D
public synthetic fun asin (Ljava/lang/Object;)Ljava/lang/Object;
public fun asin-Udx-57Q (Lspace/kscience/kmath/structures/Buffer;)[D
public synthetic fun asinh (Ljava/lang/Object;)Ljava/lang/Object;
public fun asinh-Udx-57Q (Lspace/kscience/kmath/structures/Buffer;)[D
public synthetic fun atan (Ljava/lang/Object;)Ljava/lang/Object;
public fun atan-Udx-57Q (Lspace/kscience/kmath/structures/Buffer;)[D
public synthetic fun atanh (Ljava/lang/Object;)Ljava/lang/Object;
public fun atanh-Udx-57Q (Lspace/kscience/kmath/structures/Buffer;)[D
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/structures/Buffer;Lspace/kscience/kmath/structures/Buffer;)Lspace/kscience/kmath/structures/Buffer;
public fun binaryOperationFunction (Ljava/lang/String;)Lkotlin/jvm/functions/Function2;
public synthetic fun bindSymbol (Ljava/lang/String;)Ljava/lang/Object;
public fun bindSymbol (Ljava/lang/String;)Lspace/kscience/kmath/structures/Buffer;
public synthetic fun cos (Ljava/lang/Object;)Ljava/lang/Object;
public fun cos-Udx-57Q (Lspace/kscience/kmath/structures/Buffer;)[D
public synthetic fun cosh (Ljava/lang/Object;)Ljava/lang/Object;
public fun cosh-Udx-57Q (Lspace/kscience/kmath/structures/Buffer;)[D
public synthetic fun div (Ljava/lang/Object;Ljava/lang/Object;)Ljava/lang/Object;
public fun div (Lspace/kscience/kmath/structures/Buffer;Lspace/kscience/kmath/structures/Buffer;)Lspace/kscience/kmath/structures/Buffer;
public synthetic fun divide (Ljava/lang/Object;Ljava/lang/Object;)Ljava/lang/Object;
public fun divide-CZ9oacQ (Lspace/kscience/kmath/structures/Buffer;Lspace/kscience/kmath/structures/Buffer;)[D
public synthetic fun exp (Ljava/lang/Object;)Ljava/lang/Object;
public fun exp-Udx-57Q (Lspace/kscience/kmath/structures/Buffer;)[D
public synthetic fun ln (Ljava/lang/Object;)Ljava/lang/Object;
public fun ln-Udx-57Q (Lspace/kscience/kmath/structures/Buffer;)[D
public synthetic fun minus (Ljava/lang/Object;Ljava/lang/Object;)Ljava/lang/Object;
public fun minus (Lspace/kscience/kmath/structures/Buffer;Lspace/kscience/kmath/structures/Buffer;)Lspace/kscience/kmath/structures/Buffer;
public synthetic fun multiply (Ljava/lang/Object;Ljava/lang/Object;)Ljava/lang/Object;
public fun multiply-CZ9oacQ (Lspace/kscience/kmath/structures/Buffer;Lspace/kscience/kmath/structures/Buffer;)[D
public synthetic fun plus (Ljava/lang/Object;Ljava/lang/Object;)Ljava/lang/Object;
public fun plus (Lspace/kscience/kmath/structures/Buffer;Lspace/kscience/kmath/structures/Buffer;)Lspace/kscience/kmath/structures/Buffer;
public synthetic fun pow (Ljava/lang/Object;Ljava/lang/Number;)Ljava/lang/Object;
public fun pow (Lspace/kscience/kmath/structures/Buffer;Ljava/lang/Number;)Lspace/kscience/kmath/structures/Buffer;
public synthetic fun power (Ljava/lang/Object;Ljava/lang/Number;)Ljava/lang/Object;
public fun power-CZ9oacQ (Lspace/kscience/kmath/structures/Buffer;Ljava/lang/Number;)[D
public synthetic fun sin (Ljava/lang/Object;)Ljava/lang/Object;
public fun sin-Udx-57Q (Lspace/kscience/kmath/structures/Buffer;)[D
public synthetic fun sinh (Ljava/lang/Object;)Ljava/lang/Object;
public fun sinh-Udx-57Q (Lspace/kscience/kmath/structures/Buffer;)[D
public synthetic fun sqrt (Ljava/lang/Object;)Ljava/lang/Object;
public fun sqrt (Lspace/kscience/kmath/structures/Buffer;)Lspace/kscience/kmath/structures/Buffer;
public synthetic fun tan (Ljava/lang/Object;)Ljava/lang/Object;
public fun tan-Udx-57Q (Lspace/kscience/kmath/structures/Buffer;)[D
public synthetic fun tanh (Ljava/lang/Object;)Ljava/lang/Object;
public fun tanh-Udx-57Q (Lspace/kscience/kmath/structures/Buffer;)[D
public synthetic fun times (Ljava/lang/Object;Ljava/lang/Object;)Ljava/lang/Object;
public fun times (Lspace/kscience/kmath/structures/Buffer;Lspace/kscience/kmath/structures/Buffer;)Lspace/kscience/kmath/structures/Buffer;
public synthetic fun unaryMinus (Ljava/lang/Object;)Ljava/lang/Object;
public fun unaryMinus-Udx-57Q (Lspace/kscience/kmath/structures/Buffer;)[D
public synthetic fun unaryOperation (Ljava/lang/String;Ljava/lang/Object;)Ljava/lang/Object;
public fun unaryOperation (Ljava/lang/String;Lspace/kscience/kmath/structures/Buffer;)Lspace/kscience/kmath/structures/Buffer;
public fun unaryOperationFunction (Ljava/lang/String;)Lkotlin/jvm/functions/Function1;
public synthetic fun unaryPlus (Ljava/lang/Object;)Ljava/lang/Object;
public fun unaryPlus (Lspace/kscience/kmath/structures/Buffer;)Lspace/kscience/kmath/structures/Buffer;
}
public final class space/kscience/kmath/structures/DoubleBufferKt {
public static final fun DoubleBuffer (ILkotlin/jvm/functions/Function1;)[D
public static final fun DoubleBuffer ([D)[D
public static final fun asBuffer ([D)[D
public static final fun contentEquals-2c9zdjM ([D[D)Z
public static final fun toDoubleArray (Lspace/kscience/kmath/structures/Buffer;)[D
}
public abstract interface class space/kscience/kmath/structures/FlaggedBuffer : space/kscience/kmath/structures/Buffer {
public abstract fun getFlag (I)B
}
@ -2144,13 +2331,13 @@ public final class space/kscience/kmath/structures/FlaggedBuffer$DefaultImpls {
}
public final class space/kscience/kmath/structures/FlaggedBufferKt {
public static final fun forEachValid (Lspace/kscience/kmath/structures/FlaggedRealBuffer;Lkotlin/jvm/functions/Function1;)V
public static final fun forEachValid (Lspace/kscience/kmath/structures/FlaggedDoubleBuffer;Lkotlin/jvm/functions/Function1;)V
public static final fun hasFlag (Lspace/kscience/kmath/structures/FlaggedBuffer;ILspace/kscience/kmath/structures/ValueFlag;)Z
public static final fun isMissing (Lspace/kscience/kmath/structures/FlaggedBuffer;I)Z
public static final fun isValid (Lspace/kscience/kmath/structures/FlaggedBuffer;I)Z
}
public final class space/kscience/kmath/structures/FlaggedRealBuffer : space/kscience/kmath/structures/Buffer, space/kscience/kmath/structures/FlaggedBuffer {
public final class space/kscience/kmath/structures/FlaggedDoubleBuffer : space/kscience/kmath/structures/Buffer, space/kscience/kmath/structures/FlaggedBuffer {
public fun <init> ([D[B)V
public fun contentEquals (Lspace/kscience/kmath/structures/Buffer;)Z
public fun get (I)Ljava/lang/Double;
@ -2317,10 +2504,10 @@ public abstract interface class space/kscience/kmath/structures/MutableBuffer :
public final class space/kscience/kmath/structures/MutableBuffer$Companion {
public final fun auto (Lkotlin/reflect/KClass;ILkotlin/jvm/functions/Function1;)Lspace/kscience/kmath/structures/MutableBuffer;
public final fun boxing (ILkotlin/jvm/functions/Function1;)Lspace/kscience/kmath/structures/MutableBuffer;
public final fun double-CZ9oacQ (ILkotlin/jvm/functions/Function1;)[D
public final fun float-YxruXGw (ILkotlin/jvm/functions/Function1;)[F
public final fun int-Ye6GY2U (ILkotlin/jvm/functions/Function1;)[I
public final fun long-BuQOeTY (ILkotlin/jvm/functions/Function1;)[J
public final fun real-8hrHhI4 (ILkotlin/jvm/functions/Function1;)[D
public final fun short-1yRgbGw (ILkotlin/jvm/functions/Function1;)[S
}
@ -2388,193 +2575,6 @@ public final class space/kscience/kmath/structures/ReadOnlyBuffer : space/kscien
public final synthetic fun unbox-impl ()Lspace/kscience/kmath/structures/MutableBuffer;
}
public final class space/kscience/kmath/structures/RealBuffer : space/kscience/kmath/structures/MutableBuffer {
public static final synthetic fun box-impl ([D)Lspace/kscience/kmath/structures/RealBuffer;
public static fun constructor-impl ([D)[D
public fun contentEquals (Lspace/kscience/kmath/structures/Buffer;)Z
public static fun contentEquals-impl ([DLspace/kscience/kmath/structures/Buffer;)Z
public synthetic fun copy ()Lspace/kscience/kmath/structures/MutableBuffer;
public fun copy-88GwAag ()[D
public static fun copy-88GwAag ([D)[D
public fun equals (Ljava/lang/Object;)Z
public static fun equals-impl ([DLjava/lang/Object;)Z
public static final fun equals-impl0 ([D[D)Z
public fun get (I)Ljava/lang/Double;
public synthetic fun get (I)Ljava/lang/Object;
public static fun get-impl ([DI)Ljava/lang/Double;
public final fun getArray ()[D
public fun getSize ()I
public static fun getSize-impl ([D)I
public fun hashCode ()I
public static fun hashCode-impl ([D)I
public synthetic fun iterator ()Ljava/util/Iterator;
public fun iterator ()Lkotlin/collections/DoubleIterator;
public static fun iterator-impl ([D)Lkotlin/collections/DoubleIterator;
public fun set (ID)V
public synthetic fun set (ILjava/lang/Object;)V
public static fun set-impl ([DID)V
public fun toString ()Ljava/lang/String;
public static fun toString-impl ([D)Ljava/lang/String;
public final synthetic fun unbox-impl ()[D
}
public final class space/kscience/kmath/structures/RealBufferField : space/kscience/kmath/operations/ExtendedField {
public fun <init> (I)V
public synthetic fun acos (Ljava/lang/Object;)Ljava/lang/Object;
public fun acos-LGjt3BI (Lspace/kscience/kmath/structures/Buffer;)[D
public synthetic fun acosh (Ljava/lang/Object;)Ljava/lang/Object;
public fun acosh-LGjt3BI (Lspace/kscience/kmath/structures/Buffer;)[D
public synthetic fun add (Ljava/lang/Object;Ljava/lang/Object;)Ljava/lang/Object;
public fun add-8hrHhI4 (Lspace/kscience/kmath/structures/Buffer;Lspace/kscience/kmath/structures/Buffer;)[D
public synthetic fun asin (Ljava/lang/Object;)Ljava/lang/Object;
public fun asin-LGjt3BI (Lspace/kscience/kmath/structures/Buffer;)[D
public synthetic fun asinh (Ljava/lang/Object;)Ljava/lang/Object;
public fun asinh-LGjt3BI (Lspace/kscience/kmath/structures/Buffer;)[D
public synthetic fun atan (Ljava/lang/Object;)Ljava/lang/Object;
public fun atan-LGjt3BI (Lspace/kscience/kmath/structures/Buffer;)[D
public synthetic fun atanh (Ljava/lang/Object;)Ljava/lang/Object;
public fun atanh-LGjt3BI (Lspace/kscience/kmath/structures/Buffer;)[D
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/structures/Buffer;Lspace/kscience/kmath/structures/Buffer;)Lspace/kscience/kmath/structures/Buffer;
public fun binaryOperationFunction (Ljava/lang/String;)Lkotlin/jvm/functions/Function2;
public synthetic fun bindSymbol (Ljava/lang/String;)Ljava/lang/Object;
public fun bindSymbol (Ljava/lang/String;)Lspace/kscience/kmath/structures/Buffer;
public synthetic fun cos (Ljava/lang/Object;)Ljava/lang/Object;
public fun cos-LGjt3BI (Lspace/kscience/kmath/structures/Buffer;)[D
public synthetic fun cosh (Ljava/lang/Object;)Ljava/lang/Object;
public fun cosh-LGjt3BI (Lspace/kscience/kmath/structures/Buffer;)[D
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 fun div (Lspace/kscience/kmath/structures/Buffer;Ljava/lang/Number;)Lspace/kscience/kmath/structures/Buffer;
public fun div (Lspace/kscience/kmath/structures/Buffer;Lspace/kscience/kmath/structures/Buffer;)Lspace/kscience/kmath/structures/Buffer;
public synthetic fun divide (Ljava/lang/Object;Ljava/lang/Object;)Ljava/lang/Object;
public fun divide-8hrHhI4 (Lspace/kscience/kmath/structures/Buffer;Lspace/kscience/kmath/structures/Buffer;)[D
public synthetic fun exp (Ljava/lang/Object;)Ljava/lang/Object;
public fun exp-LGjt3BI (Lspace/kscience/kmath/structures/Buffer;)[D
public synthetic fun getOne ()Ljava/lang/Object;
public fun getOne ()Lspace/kscience/kmath/structures/Buffer;
public final fun getSize ()I
public synthetic fun getZero ()Ljava/lang/Object;
public fun getZero ()Lspace/kscience/kmath/structures/Buffer;
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/structures/Buffer;)Lspace/kscience/kmath/structures/Buffer;
public fun leftSideNumberOperationFunction (Ljava/lang/String;)Lkotlin/jvm/functions/Function2;
public synthetic fun ln (Ljava/lang/Object;)Ljava/lang/Object;
public fun ln-LGjt3BI (Lspace/kscience/kmath/structures/Buffer;)[D
public synthetic fun minus (Ljava/lang/Object;Ljava/lang/Object;)Ljava/lang/Object;
public fun minus (Lspace/kscience/kmath/structures/Buffer;Lspace/kscience/kmath/structures/Buffer;)Lspace/kscience/kmath/structures/Buffer;
public synthetic fun multiply (Ljava/lang/Object;Ljava/lang/Object;)Ljava/lang/Object;
public fun multiply-8hrHhI4 (Lspace/kscience/kmath/structures/Buffer;Lspace/kscience/kmath/structures/Buffer;)[D
public synthetic fun number (Ljava/lang/Number;)Ljava/lang/Object;
public fun number (Ljava/lang/Number;)Lspace/kscience/kmath/structures/Buffer;
public synthetic fun plus (Ljava/lang/Object;Ljava/lang/Object;)Ljava/lang/Object;
public fun plus (Lspace/kscience/kmath/structures/Buffer;Lspace/kscience/kmath/structures/Buffer;)Lspace/kscience/kmath/structures/Buffer;
public synthetic fun pow (Ljava/lang/Object;Ljava/lang/Number;)Ljava/lang/Object;
public fun pow (Lspace/kscience/kmath/structures/Buffer;Ljava/lang/Number;)Lspace/kscience/kmath/structures/Buffer;
public synthetic fun power (Ljava/lang/Object;Ljava/lang/Number;)Ljava/lang/Object;
public fun power-8hrHhI4 (Lspace/kscience/kmath/structures/Buffer;Ljava/lang/Number;)[D
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/structures/Buffer;Ljava/lang/Number;)Lspace/kscience/kmath/structures/Buffer;
public fun rightSideNumberOperationFunction (Ljava/lang/String;)Lkotlin/jvm/functions/Function2;
public synthetic fun scale (Ljava/lang/Object;D)Ljava/lang/Object;
public fun scale-8hrHhI4 (Lspace/kscience/kmath/structures/Buffer;D)[D
public synthetic fun sin (Ljava/lang/Object;)Ljava/lang/Object;
public fun sin-LGjt3BI (Lspace/kscience/kmath/structures/Buffer;)[D
public synthetic fun sinh (Ljava/lang/Object;)Ljava/lang/Object;
public fun sinh-LGjt3BI (Lspace/kscience/kmath/structures/Buffer;)[D
public synthetic fun sqrt (Ljava/lang/Object;)Ljava/lang/Object;
public fun sqrt (Lspace/kscience/kmath/structures/Buffer;)Lspace/kscience/kmath/structures/Buffer;
public synthetic fun tan (Ljava/lang/Object;)Ljava/lang/Object;
public fun tan-LGjt3BI (Lspace/kscience/kmath/structures/Buffer;)[D
public synthetic fun tanh (Ljava/lang/Object;)Ljava/lang/Object;
public fun tanh-LGjt3BI (Lspace/kscience/kmath/structures/Buffer;)[D
public synthetic fun times (Ljava/lang/Number;Ljava/lang/Object;)Ljava/lang/Object;
public fun times (Ljava/lang/Number;Lspace/kscience/kmath/structures/Buffer;)Lspace/kscience/kmath/structures/Buffer;
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 fun times (Lspace/kscience/kmath/structures/Buffer;Ljava/lang/Number;)Lspace/kscience/kmath/structures/Buffer;
public fun times (Lspace/kscience/kmath/structures/Buffer;Lspace/kscience/kmath/structures/Buffer;)Lspace/kscience/kmath/structures/Buffer;
public synthetic fun unaryMinus (Ljava/lang/Object;)Ljava/lang/Object;
public fun unaryMinus (Lspace/kscience/kmath/structures/Buffer;)Lspace/kscience/kmath/structures/Buffer;
public synthetic fun unaryOperation (Ljava/lang/String;Ljava/lang/Object;)Ljava/lang/Object;
public fun unaryOperation (Ljava/lang/String;Lspace/kscience/kmath/structures/Buffer;)Lspace/kscience/kmath/structures/Buffer;
public fun unaryOperationFunction (Ljava/lang/String;)Lkotlin/jvm/functions/Function1;
public synthetic fun unaryPlus (Ljava/lang/Object;)Ljava/lang/Object;
public fun unaryPlus (Lspace/kscience/kmath/structures/Buffer;)Lspace/kscience/kmath/structures/Buffer;
}
public final class space/kscience/kmath/structures/RealBufferFieldOperations : space/kscience/kmath/operations/ExtendedFieldOperations {
public static final field INSTANCE Lspace/kscience/kmath/structures/RealBufferFieldOperations;
public synthetic fun acos (Ljava/lang/Object;)Ljava/lang/Object;
public fun acos-LGjt3BI (Lspace/kscience/kmath/structures/Buffer;)[D
public synthetic fun acosh (Ljava/lang/Object;)Ljava/lang/Object;
public fun acosh-LGjt3BI (Lspace/kscience/kmath/structures/Buffer;)[D
public synthetic fun add (Ljava/lang/Object;Ljava/lang/Object;)Ljava/lang/Object;
public fun add-8hrHhI4 (Lspace/kscience/kmath/structures/Buffer;Lspace/kscience/kmath/structures/Buffer;)[D
public synthetic fun asin (Ljava/lang/Object;)Ljava/lang/Object;
public fun asin-LGjt3BI (Lspace/kscience/kmath/structures/Buffer;)[D
public synthetic fun asinh (Ljava/lang/Object;)Ljava/lang/Object;
public fun asinh-LGjt3BI (Lspace/kscience/kmath/structures/Buffer;)[D
public synthetic fun atan (Ljava/lang/Object;)Ljava/lang/Object;
public fun atan-LGjt3BI (Lspace/kscience/kmath/structures/Buffer;)[D
public synthetic fun atanh (Ljava/lang/Object;)Ljava/lang/Object;
public fun atanh-LGjt3BI (Lspace/kscience/kmath/structures/Buffer;)[D
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/structures/Buffer;Lspace/kscience/kmath/structures/Buffer;)Lspace/kscience/kmath/structures/Buffer;
public fun binaryOperationFunction (Ljava/lang/String;)Lkotlin/jvm/functions/Function2;
public synthetic fun bindSymbol (Ljava/lang/String;)Ljava/lang/Object;
public fun bindSymbol (Ljava/lang/String;)Lspace/kscience/kmath/structures/Buffer;
public synthetic fun cos (Ljava/lang/Object;)Ljava/lang/Object;
public fun cos-LGjt3BI (Lspace/kscience/kmath/structures/Buffer;)[D
public synthetic fun cosh (Ljava/lang/Object;)Ljava/lang/Object;
public fun cosh-LGjt3BI (Lspace/kscience/kmath/structures/Buffer;)[D
public synthetic fun div (Ljava/lang/Object;Ljava/lang/Object;)Ljava/lang/Object;
public fun div (Lspace/kscience/kmath/structures/Buffer;Lspace/kscience/kmath/structures/Buffer;)Lspace/kscience/kmath/structures/Buffer;
public synthetic fun divide (Ljava/lang/Object;Ljava/lang/Object;)Ljava/lang/Object;
public fun divide-8hrHhI4 (Lspace/kscience/kmath/structures/Buffer;Lspace/kscience/kmath/structures/Buffer;)[D
public synthetic fun exp (Ljava/lang/Object;)Ljava/lang/Object;
public fun exp-LGjt3BI (Lspace/kscience/kmath/structures/Buffer;)[D
public synthetic fun ln (Ljava/lang/Object;)Ljava/lang/Object;
public fun ln-LGjt3BI (Lspace/kscience/kmath/structures/Buffer;)[D
public synthetic fun minus (Ljava/lang/Object;Ljava/lang/Object;)Ljava/lang/Object;
public fun minus (Lspace/kscience/kmath/structures/Buffer;Lspace/kscience/kmath/structures/Buffer;)Lspace/kscience/kmath/structures/Buffer;
public synthetic fun multiply (Ljava/lang/Object;Ljava/lang/Object;)Ljava/lang/Object;
public fun multiply-8hrHhI4 (Lspace/kscience/kmath/structures/Buffer;Lspace/kscience/kmath/structures/Buffer;)[D
public synthetic fun plus (Ljava/lang/Object;Ljava/lang/Object;)Ljava/lang/Object;
public fun plus (Lspace/kscience/kmath/structures/Buffer;Lspace/kscience/kmath/structures/Buffer;)Lspace/kscience/kmath/structures/Buffer;
public synthetic fun pow (Ljava/lang/Object;Ljava/lang/Number;)Ljava/lang/Object;
public fun pow (Lspace/kscience/kmath/structures/Buffer;Ljava/lang/Number;)Lspace/kscience/kmath/structures/Buffer;
public synthetic fun power (Ljava/lang/Object;Ljava/lang/Number;)Ljava/lang/Object;
public fun power-8hrHhI4 (Lspace/kscience/kmath/structures/Buffer;Ljava/lang/Number;)[D
public synthetic fun sin (Ljava/lang/Object;)Ljava/lang/Object;
public fun sin-LGjt3BI (Lspace/kscience/kmath/structures/Buffer;)[D
public synthetic fun sinh (Ljava/lang/Object;)Ljava/lang/Object;
public fun sinh-LGjt3BI (Lspace/kscience/kmath/structures/Buffer;)[D
public synthetic fun sqrt (Ljava/lang/Object;)Ljava/lang/Object;
public fun sqrt (Lspace/kscience/kmath/structures/Buffer;)Lspace/kscience/kmath/structures/Buffer;
public synthetic fun tan (Ljava/lang/Object;)Ljava/lang/Object;
public fun tan-LGjt3BI (Lspace/kscience/kmath/structures/Buffer;)[D
public synthetic fun tanh (Ljava/lang/Object;)Ljava/lang/Object;
public fun tanh-LGjt3BI (Lspace/kscience/kmath/structures/Buffer;)[D
public synthetic fun times (Ljava/lang/Object;Ljava/lang/Object;)Ljava/lang/Object;
public fun times (Lspace/kscience/kmath/structures/Buffer;Lspace/kscience/kmath/structures/Buffer;)Lspace/kscience/kmath/structures/Buffer;
public synthetic fun unaryMinus (Ljava/lang/Object;)Ljava/lang/Object;
public fun unaryMinus-LGjt3BI (Lspace/kscience/kmath/structures/Buffer;)[D
public synthetic fun unaryOperation (Ljava/lang/String;Ljava/lang/Object;)Ljava/lang/Object;
public fun unaryOperation (Ljava/lang/String;Lspace/kscience/kmath/structures/Buffer;)Lspace/kscience/kmath/structures/Buffer;
public fun unaryOperationFunction (Ljava/lang/String;)Lkotlin/jvm/functions/Function1;
public synthetic fun unaryPlus (Ljava/lang/Object;)Ljava/lang/Object;
public fun unaryPlus (Lspace/kscience/kmath/structures/Buffer;)Lspace/kscience/kmath/structures/Buffer;
}
public final class space/kscience/kmath/structures/RealBufferKt {
public static final fun RealBuffer (ILkotlin/jvm/functions/Function1;)[D
public static final fun RealBuffer ([D)[D
public static final fun asBuffer ([D)[D
public static final fun contentEquals-2uVC2J0 ([D[D)Z
public static final fun toDoubleArray (Lspace/kscience/kmath/structures/Buffer;)[D
}
public final class space/kscience/kmath/structures/ShortBuffer : space/kscience/kmath/structures/MutableBuffer {
public static final synthetic fun box-impl ([S)Lspace/kscience/kmath/structures/ShortBuffer;
public static fun constructor-impl ([S)[S

2
kmath-core/src/commonMain/kotlin/space/kscience/kmath/domains/RealDomain.kt → kmath-core/src/commonMain/kotlin/space/kscience/kmath/domains/DoubleDomain.kt
View File

@ -23,7 +23,7 @@ import space.kscience.kmath.misc.UnstableKMathAPI
* @author Alexander Nozik
*/
@UnstableKMathAPI
public interface RealDomain : Domain<Double> {
public interface DoubleDomain : Domain<Double> {
/**
* Global lower edge

2
kmath-core/src/commonMain/kotlin/space/kscience/kmath/domains/HyperSquareDomain.kt
View File

@ -27,7 +27,7 @@ import space.kscience.kmath.structures.indices
* @author Alexander Nozik
*/
@UnstableKMathAPI
public class HyperSquareDomain(private val lower: Buffer<Double>, private val upper: Buffer<Double>) : RealDomain {
public class HyperSquareDomain(private val lower: Buffer<Double>, private val upper: Buffer<Double>) : DoubleDomain {
public override val dimension: Int get() = lower.size
public override operator fun contains(point: Point<Double>): Boolean = point.indices.all { i ->

2
kmath-core/src/commonMain/kotlin/space/kscience/kmath/domains/UnconstrainedDomain.kt
View File

@ -19,7 +19,7 @@ import space.kscience.kmath.linear.Point
import space.kscience.kmath.misc.UnstableKMathAPI
@UnstableKMathAPI
public class UnconstrainedDomain(public override val dimension: Int) : RealDomain {
public class UnconstrainedDomain(public override val dimension: Int) : DoubleDomain {
public override operator fun contains(point: Point<Double>): Boolean = true
public override fun getLowerBound(num: Int): Double = Double.NEGATIVE_INFINITY

2
kmath-core/src/commonMain/kotlin/space/kscience/kmath/domains/UnivariateDomain.kt
View File

@ -4,7 +4,7 @@ import space.kscience.kmath.linear.Point
import space.kscience.kmath.misc.UnstableKMathAPI
@UnstableKMathAPI
public inline class UnivariateDomain(public val range: ClosedFloatingPointRange<Double>) : RealDomain {
public inline class UnivariateDomain(public val range: ClosedFloatingPointRange<Double>) : DoubleDomain {
public override val dimension: Int get() = 1
public operator fun contains(d: Double): Boolean = range.contains(d)

2
kmath-core/src/commonMain/kotlin/space/kscience/kmath/expressions/SimpleAutoDiff.kt
View File

@ -198,7 +198,7 @@ public open class SimpleAutoDiffField<T : Any, F : Field<T>>(
* Example:
* ```
* val x by symbol // define variable(s) and their values
* val y = RealField.withAutoDiff() { sqr(x) + 5 * x + 3 } // write formulate in deriv context
* val y = DoubleField.withAutoDiff() { sqr(x) + 5 * x + 3 } // write formulate in deriv context
* assertEquals(17.0, y.x) // the value of result (y)
* assertEquals(9.0, x.d) // dy/dx
* ```

4
kmath-core/src/commonMain/kotlin/space/kscience/kmath/linear/LinearSpace.kt
View File

@ -5,7 +5,7 @@ import space.kscience.kmath.nd.*
import space.kscience.kmath.operations.*
import space.kscience.kmath.structures.Buffer
import space.kscience.kmath.structures.BufferFactory
import space.kscience.kmath.structures.RealBuffer
import space.kscience.kmath.structures.DoubleBuffer
import kotlin.reflect.KClass
/**
@ -176,7 +176,7 @@ public interface LinearSpace<T : Any, out A : Ring<T>> {
bufferFactory: BufferFactory<T> = Buffer.Companion::boxing,
): LinearSpace<T, A> = BufferedLinearSpace(algebra, bufferFactory)
public val real: LinearSpace<Double, RealField> = buffered(RealField, ::RealBuffer)
public val real: LinearSpace<Double, DoubleField> = buffered(DoubleField, ::DoubleBuffer)
/**
* Automatic buffered matrix, unboxed if it is possible

12
kmath-core/src/commonMain/kotlin/space/kscience/kmath/linear/LupDecomposition.kt
View File

@ -4,9 +4,9 @@ import space.kscience.kmath.misc.UnstableKMathAPI
import space.kscience.kmath.nd.getFeature
import space.kscience.kmath.operations.*
import space.kscience.kmath.structures.BufferAccessor2D
import space.kscience.kmath.structures.DoubleBuffer
import space.kscience.kmath.structures.MutableBuffer
import space.kscience.kmath.structures.MutableBufferFactory
import space.kscience.kmath.structures.RealBuffer
/**
* Common implementation of [LupDecompositionFeature].
@ -151,8 +151,8 @@ public inline fun <reified T : Comparable<T>> LinearSpace<T, Field<T>>.lup(
noinline checkSingular: (T) -> Boolean,
): LupDecomposition<T> = lup(MutableBuffer.Companion::auto, matrix, checkSingular)
public fun LinearSpace<Double, RealField>.lup(matrix: Matrix<Double>): LupDecomposition<Double> =
lup(::RealBuffer, matrix) { it < 1e-11 }
public fun LinearSpace<Double, DoubleField>.lup(matrix: Matrix<Double>): LupDecomposition<Double> =
lup(::DoubleBuffer, matrix) { it < 1e-11 }
public fun <T : Any> LupDecomposition<T>.solveWithLup(
factory: MutableBufferFactory<T>,
@ -228,9 +228,9 @@ public inline fun <reified T : Comparable<T>> LinearSpace<T, Field<T>>.inverseWi
@OptIn(UnstableKMathAPI::class)
public fun LinearSpace<Double, RealField>.solveWithLup(a: Matrix<Double>, b: Matrix<Double>): Matrix<Double> {
public fun LinearSpace<Double, DoubleField>.solveWithLup(a: Matrix<Double>, b: Matrix<Double>): Matrix<Double> {
// Use existing decomposition if it is provided by matrix
val bufferFactory: MutableBufferFactory<Double> = ::RealBuffer
val bufferFactory: MutableBufferFactory<Double> = ::DoubleBuffer
val decomposition: LupDecomposition<Double> = a.getFeature() ?: lup(bufferFactory, a) { it < 1e-11 }
return decomposition.solveWithLup(bufferFactory, b)
}
@ -238,5 +238,5 @@ public fun LinearSpace<Double, RealField>.solveWithLup(a: Matrix<Double>, b: Mat
/**
* Inverses a square matrix using LUP decomposition. Non square matrix will throw a error.
*/
public fun LinearSpace<Double, RealField>.inverseWithLup(matrix: Matrix<Double>): Matrix<Double> =
public fun LinearSpace<Double, DoubleField>.inverseWithLup(matrix: Matrix<Double>): Matrix<Double> =
solveWithLup(matrix, one(matrix.rowNum, matrix.colNum))

2
kmath-core/src/commonMain/kotlin/space/kscience/kmath/nd/BufferAlgebraND.kt
View File

@ -123,7 +123,7 @@ public inline fun <reified T : Any, A : Field<T>> AlgebraND.Companion.auto(
field: A,
vararg shape: Int,
): FieldND<T, A> = when (field) {
RealField -> RealFieldND(shape) as FieldND<T, A>
DoubleField -> DoubleFieldND(shape) as FieldND<T, A>
else -> BufferedFieldND(shape, field, Buffer.Companion::auto)
}

46
kmath-core/src/commonMain/kotlin/space/kscience/kmath/nd/RealFieldND.kt → kmath-core/src/commonMain/kotlin/space/kscience/kmath/nd/DoubleFieldND.kt
View File

@ -1,18 +1,18 @@
package space.kscience.kmath.nd
import space.kscience.kmath.misc.UnstableKMathAPI
import space.kscience.kmath.operations.DoubleField
import space.kscience.kmath.operations.ExtendedField
import space.kscience.kmath.operations.NumbersAddOperations
import space.kscience.kmath.operations.RealField
import space.kscience.kmath.operations.ScaleOperations
import space.kscience.kmath.structures.RealBuffer
import space.kscience.kmath.structures.DoubleBuffer
import kotlin.contracts.InvocationKind
import kotlin.contracts.contract
@OptIn(UnstableKMathAPI::class)
public class RealFieldND(
public class DoubleFieldND(
shape: IntArray,
) : BufferedFieldND<Double, RealField>(shape, RealField, ::RealBuffer),
) : BufferedFieldND<Double, DoubleField>(shape, DoubleField, ::DoubleBuffer),
NumbersAddOperations<StructureND<Double>>,
ScaleOperations<StructureND<Double>>,
ExtendedField<StructureND<Double>> {
@ -25,40 +25,40 @@ public class RealFieldND(
return produce { d }
}
override val StructureND<Double>.buffer: RealBuffer
override val StructureND<Double>.buffer: DoubleBuffer
get() = when {
!shape.contentEquals(this@RealFieldND.shape) -> throw ShapeMismatchException(
this@RealFieldND.shape,
!shape.contentEquals(this@DoubleFieldND.shape) -> throw ShapeMismatchException(
this@DoubleFieldND.shape,
shape
)
this is NDBuffer && this.strides == this@RealFieldND.strides -> this.buffer as RealBuffer
else -> RealBuffer(strides.linearSize) { offset -> get(strides.index(offset)) }
this is NDBuffer && this.strides == this@DoubleFieldND.strides -> this.buffer as DoubleBuffer
else -> DoubleBuffer(strides.linearSize) { offset -> get(strides.index(offset)) }
}
@Suppress("OVERRIDE_BY_INLINE")
override inline fun StructureND<Double>.map(
transform: RealField.(Double) -> Double,
transform: DoubleField.(Double) -> Double,
): NDBuffer<Double> {
val buffer = RealBuffer(strides.linearSize) { offset -> RealField.transform(buffer.array[offset]) }
val buffer = DoubleBuffer(strides.linearSize) { offset -> DoubleField.transform(buffer.array[offset]) }
return NDBuffer(strides, buffer)
}
@Suppress("OVERRIDE_BY_INLINE")
override inline fun produce(initializer: RealField.(IntArray) -> Double): NDBuffer<Double> {
override inline fun produce(initializer: DoubleField.(IntArray) -> Double): NDBuffer<Double> {
val array = DoubleArray(strides.linearSize) { offset ->
val index = strides.index(offset)
RealField.initializer(index)
DoubleField.initializer(index)
}
return NDBuffer(strides, RealBuffer(array))
return NDBuffer(strides, DoubleBuffer(array))
}
@Suppress("OVERRIDE_BY_INLINE")
override inline fun StructureND<Double>.mapIndexed(
transform: RealField.(index: IntArray, Double) -> Double,
transform: DoubleField.(index: IntArray, Double) -> Double,
): NDBuffer<Double> = NDBuffer(
strides,
buffer = RealBuffer(strides.linearSize) { offset ->
RealField.transform(
buffer = DoubleBuffer(strides.linearSize) { offset ->
DoubleField.transform(
strides.index(offset),
buffer.array[offset]
)
@ -68,10 +68,10 @@ public class RealFieldND(
override inline fun combine(
a: StructureND<Double>,
b: StructureND<Double>,
transform: RealField.(Double, Double) -> Double,
transform: DoubleField.(Double, Double) -> Double,
): NDBuffer<Double> {
val buffer = RealBuffer(strides.linearSize) { offset ->
RealField.transform(a.buffer.array[offset], b.buffer.array[offset])
val buffer = DoubleBuffer(strides.linearSize) { offset ->
DoubleField.transform(a.buffer.array[offset], b.buffer.array[offset])
}
return NDBuffer(strides, buffer)
}
@ -99,12 +99,12 @@ public class RealFieldND(
override fun atanh(arg: StructureND<Double>): NDBuffer<Double> = arg.map { atanh(it) }
}
public fun AlgebraND.Companion.real(vararg shape: Int): RealFieldND = RealFieldND(shape)
public fun AlgebraND.Companion.real(vararg shape: Int): DoubleFieldND = DoubleFieldND(shape)
/**
* Produce a context for n-dimensional operations inside this real field
*/
public inline fun <R> RealField.nd(vararg shape: Int, action: RealFieldND.() -> R): R {
public inline fun <R> DoubleField.nd(vararg shape: Int, action: DoubleFieldND.() -> R): R {
contract { callsInPlace(action, InvocationKind.EXACTLY_ONCE) }
return RealFieldND(shape).run(action)
return DoubleFieldND(shape).run(action)
}

2
kmath-core/src/commonMain/kotlin/space/kscience/kmath/operations/numbers.kt
View File

@ -55,7 +55,7 @@ public interface ExtendedField<T> : ExtendedFieldOperations<T>, Field<T>, Numeri
* A field for [Double] without boxing. Does not produce appropriate field element.
*/
@Suppress("EXTENSION_SHADOWED_BY_MEMBER", "OVERRIDE_BY_INLINE", "NOTHING_TO_INLINE")
public object RealField : ExtendedField<Double>, Norm<Double, Double>, ScaleOperations<Double> {
public object DoubleField : ExtendedField<Double>, Norm<Double, Double>, ScaleOperations<Double> {
public override val zero: Double = 0.0
public override val one: Double = 1.0

18
kmath-core/src/commonMain/kotlin/space/kscience/kmath/structures/Buffer.kt
View File

@ -53,14 +53,14 @@ public interface Buffer<out T> {
/**
* Creates a [Buffer] of given [type]. If the type is primitive, specialized buffers are used ([IntBuffer],
* [RealBuffer], etc.), [ListBuffer] is returned otherwise.
* [DoubleBuffer], etc.), [ListBuffer] is returned otherwise.
*
* The [size] is specified, and each element is calculated by calling the specified [initializer] function.
*/
@Suppress("UNCHECKED_CAST")
public inline fun <T : Any> auto(type: KClass<T>, size: Int, initializer: (Int) -> T): Buffer<T> =
when (type) {
Double::class -> MutableBuffer.real(size) { initializer(it) as Double } as Buffer<T>
Double::class -> MutableBuffer.double(size) { initializer(it) as Double } as Buffer<T>
Short::class -> MutableBuffer.short(size) { initializer(it) as Short } as Buffer<T>
Int::class -> MutableBuffer.int(size) { initializer(it) as Int } as Buffer<T>
Long::class -> MutableBuffer.long(size) { initializer(it) as Long } as Buffer<T>
@ -70,7 +70,7 @@ public interface Buffer<out T> {
/**
* Creates a [Buffer] of given type [T]. If the type is primitive, specialized buffers are used ([IntBuffer],
* [RealBuffer], etc.), [ListBuffer] is returned otherwise.
* [DoubleBuffer], etc.), [ListBuffer] is returned otherwise.
*
* The [size] is specified, and each element is calculated by calling the specified [initializer] function.
*/
@ -104,11 +104,11 @@ public interface MutableBuffer<T> : Buffer<T> {
public companion object {
/**
* Creates a [RealBuffer] with the specified [size], where each element is calculated by calling the specified
* Creates a [DoubleBuffer] with the specified [size], where each element is calculated by calling the specified
* [initializer] function.
*/
public inline fun real(size: Int, initializer: (Int) -> Double): RealBuffer =
RealBuffer(size, initializer)
public inline fun double(size: Int, initializer: (Int) -> Double): DoubleBuffer =
DoubleBuffer(size, initializer)
/**
* Creates a [ShortBuffer] with the specified [size], where each element is calculated by calling the specified
@ -148,14 +148,14 @@ public interface MutableBuffer<T> : Buffer<T> {
/**
* Creates a [MutableBuffer] of given [type]. If the type is primitive, specialized buffers are used
* ([IntBuffer], [RealBuffer], etc.), [ListBuffer] is returned otherwise.
* ([IntBuffer], [DoubleBuffer], etc.), [ListBuffer] is returned otherwise.
*
* The [size] is specified, and each element is calculated by calling the specified [initializer] function.
*/
@Suppress("UNCHECKED_CAST")
public inline fun <T : Any> auto(type: KClass<out T>, size: Int, initializer: (Int) -> T): MutableBuffer<T> =
when (type) {
Double::class -> real(size) { initializer(it) as Double } as MutableBuffer<T>
Double::class -> double(size) { initializer(it) as Double } as MutableBuffer<T>
Short::class -> short(size) { initializer(it) as Short } as MutableBuffer<T>
Int::class -> int(size) { initializer(it) as Int } as MutableBuffer<T>
Float::class -> float(size) { initializer(it) as Float } as MutableBuffer<T>
@ -165,7 +165,7 @@ public interface MutableBuffer<T> : Buffer<T> {
/**
* Creates a [MutableBuffer] of given type [T]. If the type is primitive, specialized buffers are used
* ([IntBuffer], [RealBuffer], etc.), [ListBuffer] is returned otherwise.
* ([IntBuffer], [DoubleBuffer], etc.), [ListBuffer] is returned otherwise.
*
* The [size] is specified, and each element is calculated by calling the specified [initializer] function.
*/

22
kmath-core/src/commonMain/kotlin/space/kscience/kmath/structures/RealBuffer.kt → kmath-core/src/commonMain/kotlin/space/kscience/kmath/structures/DoubleBuffer.kt
View File

@ -6,7 +6,7 @@ package space.kscience.kmath.structures
* @property array the underlying array.
*/
@Suppress("OVERRIDE_BY_INLINE")
public inline class RealBuffer(public val array: DoubleArray) : MutableBuffer<Double> {
public inline class DoubleBuffer(public val array: DoubleArray) : MutableBuffer<Double> {
override val size: Int get() = array.size
override operator fun get(index: Int): Double = array[index]
@ -17,40 +17,40 @@ public inline class RealBuffer(public val array: DoubleArray) : MutableBuffer<Do
override operator fun iterator(): DoubleIterator = array.iterator()
override fun copy(): RealBuffer = RealBuffer(array.copyOf())
override fun copy(): DoubleBuffer = DoubleBuffer(array.copyOf())
}
/**
* Creates a new [RealBuffer] with the specified [size], where each element is calculated by calling the specified
* Creates a new [DoubleBuffer] with the specified [size], where each element is calculated by calling the specified
* [init] function.
*
* The function [init] is called for each array element sequentially starting from the first one.
* It should return the value for an buffer element given its index.
*/
public inline fun RealBuffer(size: Int, init: (Int) -> Double): RealBuffer = RealBuffer(DoubleArray(size) { init(it) })
public inline fun DoubleBuffer(size: Int, init: (Int) -> Double): DoubleBuffer = DoubleBuffer(DoubleArray(size) { init(it) })
/**
* Returns a new [RealBuffer] of given elements.
* Returns a new [DoubleBuffer] of given elements.
*/
public fun RealBuffer(vararg doubles: Double): RealBuffer = RealBuffer(doubles)
public fun DoubleBuffer(vararg doubles: Double): DoubleBuffer = DoubleBuffer(doubles)
/**
* Simplified [RealBuffer] to array comparison
* Simplified [DoubleBuffer] to array comparison
*/
public fun RealBuffer.contentEquals(vararg doubles: Double): Boolean = array.contentEquals(doubles)
public fun DoubleBuffer.contentEquals(vararg doubles: Double): Boolean = array.contentEquals(doubles)
/**
* Returns a new [DoubleArray] containing all of the elements of this [Buffer].
*/
public fun Buffer<Double>.toDoubleArray(): DoubleArray = when (this) {
is RealBuffer -> array.copyOf()
is DoubleBuffer -> array.copyOf()
else -> DoubleArray(size, ::get)
}
/**
* Returns [RealBuffer] over this array.
* Returns [DoubleBuffer] over this array.
*
* @receiver the array.
* @return the new buffer.
*/
public fun DoubleArray.asBuffer(): RealBuffer = RealBuffer(this)
public fun DoubleArray.asBuffer(): DoubleBuffer = DoubleBuffer(this)

272
kmath-core/src/commonMain/kotlin/space/kscience/kmath/structures/DoubleBufferField.kt Normal file
View File

@ -0,0 +1,272 @@
package space.kscience.kmath.structures
import space.kscience.kmath.operations.ExtendedField
import space.kscience.kmath.operations.ExtendedFieldOperations
import kotlin.math.*
/**
* [ExtendedFieldOperations] over [DoubleBuffer].
*/
public object DoubleBufferFieldOperations : ExtendedFieldOperations<Buffer<Double>> {
override fun Buffer<Double>.unaryMinus(): DoubleBuffer = if (this is DoubleBuffer) {
DoubleBuffer(size) { -array[it] }
} else {
DoubleBuffer(size) { -get(it) }
}
public override fun add(a: Buffer<Double>, b: Buffer<Double>): DoubleBuffer {
require(b.size == a.size) {
"The size of the first buffer ${a.size} should be the same as for second one: ${b.size} "
}
return if (a is DoubleBuffer && b is DoubleBuffer) {
val aArray = a.array
val bArray = b.array
DoubleBuffer(DoubleArray(a.size) { aArray[it] + bArray[it] })
} else DoubleBuffer(DoubleArray(a.size) { a[it] + b[it] })
}
//
// public override fun multiply(a: Buffer<Double>, k: Number): RealBuffer {
// val kValue = k.toDouble()
//
// return if (a is RealBuffer) {
// val aArray = a.array
// RealBuffer(DoubleArray(a.size) { aArray[it] * kValue })
// } else RealBuffer(DoubleArray(a.size) { a[it] * kValue })
// }
//
// public override fun divide(a: Buffer<Double>, k: Number): RealBuffer {
// val kValue = k.toDouble()
//
// return if (a is RealBuffer) {
// val aArray = a.array
// RealBuffer(DoubleArray(a.size) { aArray[it] / kValue })
// } else RealBuffer(DoubleArray(a.size) { a[it] / kValue })
// }
public override fun multiply(a: Buffer<Double>, b: Buffer<Double>): DoubleBuffer {
require(b.size == a.size) {
"The size of the first buffer ${a.size} should be the same as for second one: ${b.size} "
}
return if (a is DoubleBuffer && b is DoubleBuffer) {
val aArray = a.array
val bArray = b.array
DoubleBuffer(DoubleArray(a.size) { aArray[it] * bArray[it] })
} else
DoubleBuffer(DoubleArray(a.size) { a[it] * b[it] })
}
public override fun divide(a: Buffer<Double>, b: Buffer<Double>): DoubleBuffer {
require(b.size == a.size) {
"The size of the first buffer ${a.size} should be the same as for second one: ${b.size} "
}
return if (a is DoubleBuffer && b is DoubleBuffer) {
val aArray = a.array
val bArray = b.array
DoubleBuffer(DoubleArray(a.size) { aArray[it] / bArray[it] })
} else DoubleBuffer(DoubleArray(a.size) { a[it] / b[it] })
}
public override fun sin(arg: Buffer<Double>): DoubleBuffer = if (arg is DoubleBuffer) {
val array = arg.array
DoubleBuffer(DoubleArray(arg.size) { sin(array[it]) })
} else DoubleBuffer(DoubleArray(arg.size) { sin(arg[it]) })
public override fun cos(arg: Buffer<Double>): DoubleBuffer = if (arg is DoubleBuffer) {
val array = arg.array
DoubleBuffer(DoubleArray(arg.size) { cos(array[it]) })
} else DoubleBuffer(DoubleArray(arg.size) { cos(arg[it]) })
public override fun tan(arg: Buffer<Double>): DoubleBuffer = if (arg is DoubleBuffer) {
val array = arg.array
DoubleBuffer(DoubleArray(arg.size) { tan(array[it]) })
} else DoubleBuffer(DoubleArray(arg.size) { tan(arg[it]) })
public override fun asin(arg: Buffer<Double>): DoubleBuffer = if (arg is DoubleBuffer) {
val array = arg.array
DoubleBuffer(DoubleArray(arg.size) { asin(array[it]) })
} else
DoubleBuffer(DoubleArray(arg.size) { asin(arg[it]) })
public override fun acos(arg: Buffer<Double>): DoubleBuffer = if (arg is DoubleBuffer) {
val array = arg.array
DoubleBuffer(DoubleArray(arg.size) { acos(array[it]) })
} else
DoubleBuffer(DoubleArray(arg.size) { acos(arg[it]) })
public override fun atan(arg: Buffer<Double>): DoubleBuffer = if (arg is DoubleBuffer) {
val array = arg.array
DoubleBuffer(DoubleArray(arg.size) { atan(array[it]) })
} else
DoubleBuffer(DoubleArray(arg.size) { atan(arg[it]) })
public override fun sinh(arg: Buffer<Double>): DoubleBuffer = if (arg is DoubleBuffer) {
val array = arg.array
DoubleBuffer(DoubleArray(arg.size) { sinh(array[it]) })
} else
DoubleBuffer(DoubleArray(arg.size) { sinh(arg[it]) })
public override fun cosh(arg: Buffer<Double>): DoubleBuffer = if (arg is DoubleBuffer) {
val array = arg.array
DoubleBuffer(DoubleArray(arg.size) { cosh(array[it]) })
} else
DoubleBuffer(DoubleArray(arg.size) { cosh(arg[it]) })
public override fun tanh(arg: Buffer<Double>): DoubleBuffer = if (arg is DoubleBuffer) {
val array = arg.array
DoubleBuffer(DoubleArray(arg.size) { tanh(array[it]) })
} else
DoubleBuffer(DoubleArray(arg.size) { tanh(arg[it]) })
public override fun asinh(arg: Buffer<Double>): DoubleBuffer = if (arg is DoubleBuffer) {
val array = arg.array
DoubleBuffer(DoubleArray(arg.size) { asinh(array[it]) })
} else
DoubleBuffer(DoubleArray(arg.size) { asinh(arg[it]) })
public override fun acosh(arg: Buffer<Double>): DoubleBuffer = if (arg is DoubleBuffer) {
val array = arg.array
DoubleBuffer(DoubleArray(arg.size) { acosh(array[it]) })
} else
DoubleBuffer(DoubleArray(arg.size) { acosh(arg[it]) })
public override fun atanh(arg: Buffer<Double>): DoubleBuffer = if (arg is DoubleBuffer) {
val array = arg.array
DoubleBuffer(DoubleArray(arg.size) { atanh(array[it]) })
} else
DoubleBuffer(DoubleArray(arg.size) { atanh(arg[it]) })
public override fun power(arg: Buffer<Double>, pow: Number): DoubleBuffer = if (arg is DoubleBuffer) {
val array = arg.array
DoubleBuffer(DoubleArray(arg.size) { array[it].pow(pow.toDouble()) })
} else
DoubleBuffer(DoubleArray(arg.size) { arg[it].pow(pow.toDouble()) })
public override fun exp(arg: Buffer<Double>): DoubleBuffer = if (arg is DoubleBuffer) {
val array = arg.array
DoubleBuffer(DoubleArray(arg.size) { exp(array[it]) })
} else DoubleBuffer(DoubleArray(arg.size) { exp(arg[it]) })
public override fun ln(arg: Buffer<Double>): DoubleBuffer = if (arg is DoubleBuffer) {
val array = arg.array
DoubleBuffer(DoubleArray(arg.size) { ln(array[it]) })
} else
DoubleBuffer(DoubleArray(arg.size) { ln(arg[it]) })
}
/**
* [ExtendedField] over [DoubleBuffer].
*
* @property size the size of buffers to operate on.
*/
public class DoubleBufferField(public val size: Int) : ExtendedField<Buffer<Double>> {
public override val zero: Buffer<Double> by lazy { DoubleBuffer(size) { 0.0 } }
public override val one: Buffer<Double> by lazy { DoubleBuffer(size) { 1.0 } }
override fun number(value: Number): Buffer<Double> = DoubleBuffer(size) { value.toDouble() }
override fun Buffer<Double>.unaryMinus(): Buffer<Double> = DoubleBufferFieldOperations.run {
-this@unaryMinus
}
public override fun add(a: Buffer<Double>, b: Buffer<Double>): DoubleBuffer {
require(a.size == size) { "The buffer size ${a.size} does not match context size $size" }
return DoubleBufferFieldOperations.add(a, b)
}
public override fun scale(a: Buffer<Double>, value: Double): DoubleBuffer {
require(a.size == size) { "The buffer size ${a.size} does not match context size $size" }
return if (a is DoubleBuffer) {
val aArray = a.array
DoubleBuffer(DoubleArray(a.size) { aArray[it] * value })
} else DoubleBuffer(DoubleArray(a.size) { a[it] * value })
}
public override fun multiply(a: Buffer<Double>, b: Buffer<Double>): DoubleBuffer {
require(a.size == size) { "The buffer size ${a.size} does not match context size $size" }
return DoubleBufferFieldOperations.multiply(a, b)
}
public override fun divide(a: Buffer<Double>, b: Buffer<Double>): DoubleBuffer {
require(a.size == size) { "The buffer size ${a.size} does not match context size $size" }
return DoubleBufferFieldOperations.divide(a, b)
}
public override fun sin(arg: Buffer<Double>): DoubleBuffer {
require(arg.size == size) { "The buffer size ${arg.size} does not match context size $size" }
return DoubleBufferFieldOperations.sin(arg)
}
public override fun cos(arg: Buffer<Double>): DoubleBuffer {
require(arg.size == size) { "The buffer size ${arg.size} does not match context size $size" }
return DoubleBufferFieldOperations.cos(arg)
}
public override fun tan(arg: Buffer<Double>): DoubleBuffer {
require(arg.size == size) { "The buffer size ${arg.size} does not match context size $size" }
return DoubleBufferFieldOperations.tan(arg)
}
public override fun asin(arg: Buffer<Double>): DoubleBuffer {
require(arg.size == size) { "The buffer size ${arg.size} does not match context size $size" }
return DoubleBufferFieldOperations.asin(arg)
}
public override fun acos(arg: Buffer<Double>): DoubleBuffer {
require(arg.size == size) { "The buffer size ${arg.size} does not match context size $size" }
return DoubleBufferFieldOperations.acos(arg)
}
public override fun atan(arg: Buffer<Double>): DoubleBuffer {
require(arg.size == size) { "The buffer size ${arg.size} does not match context size $size" }
return DoubleBufferFieldOperations.atan(arg)
}
public override fun sinh(arg: Buffer<Double>): DoubleBuffer {
require(arg.size == size) { "The buffer size ${arg.size} does not match context size $size" }
return DoubleBufferFieldOperations.sinh(arg)
}
public override fun cosh(arg: Buffer<Double>): DoubleBuffer {
require(arg.size == size) { "The buffer size ${arg.size} does not match context size $size" }
return DoubleBufferFieldOperations.cosh(arg)
}
public override fun tanh(arg: Buffer<Double>): DoubleBuffer {
require(arg.size == size) { "The buffer size ${arg.size} does not match context size $size" }
return DoubleBufferFieldOperations.tanh(arg)
}
public override fun asinh(arg: Buffer<Double>): DoubleBuffer {
require(arg.size == size) { "The buffer size ${arg.size} does not match context size $size" }
return DoubleBufferFieldOperations.asinh(arg)
}
public override fun acosh(arg: Buffer<Double>): DoubleBuffer {
require(arg.size == size) { "The buffer size ${arg.size} does not match context size $size" }
return DoubleBufferFieldOperations.acosh(arg)
}
public override fun atanh(arg: Buffer<Double>): DoubleBuffer {
require(arg.size == size) { "The buffer size ${arg.size} does not match context size $size" }
return DoubleBufferFieldOperations.atanh(arg)
}
public override fun power(arg: Buffer<Double>, pow: Number): DoubleBuffer {
require(arg.size == size) { "The buffer size ${arg.size} does not match context size $size" }
return DoubleBufferFieldOperations.power(arg, pow)
}
public override fun exp(arg: Buffer<Double>): DoubleBuffer {
require(arg.size == size) { "The buffer size ${arg.size} does not match context size $size" }
return DoubleBufferFieldOperations.exp(arg)
}
public override fun ln(arg: Buffer<Double>): DoubleBuffer {
require(arg.size == size) { "The buffer size ${arg.size} does not match context size $size" }
return DoubleBufferFieldOperations.ln(arg)
}
}

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

@ -48,7 +48,7 @@ public fun FlaggedBuffer<*>.isMissing(index: Int): Boolean = hasFlag(index, Valu
/**
* A real buffer which supports flags for each value like NaN or Missing
*/
public class FlaggedRealBuffer(public val values: DoubleArray, public val flags: ByteArray) : FlaggedBuffer<Double?>,
public class FlaggedDoubleBuffer(public val values: DoubleArray, public val flags: ByteArray) : FlaggedBuffer<Double?>,
Buffer<Double?> {
init {
require(values.size == flags.size) { "Values and flags must have the same dimensions" }
@ -65,7 +65,7 @@ public class FlaggedRealBuffer(public val values: DoubleArray, public val flags:
}.iterator()
}
public inline fun FlaggedRealBuffer.forEachValid(block: (Double) -> Unit) {
public inline fun FlaggedDoubleBuffer.forEachValid(block: (Double) -> Unit) {
indices
.asSequence()
.filter(::isValid)

272
kmath-core/src/commonMain/kotlin/space/kscience/kmath/structures/RealBufferField.kt
View File

@ -1,272 +0,0 @@
package space.kscience.kmath.structures
import space.kscience.kmath.operations.ExtendedField
import space.kscience.kmath.operations.ExtendedFieldOperations
import kotlin.math.*
/**
* [ExtendedFieldOperations] over [RealBuffer].
*/
public object RealBufferFieldOperations : ExtendedFieldOperations<Buffer<Double>> {
override fun Buffer<Double>.unaryMinus(): RealBuffer = if (this is RealBuffer) {
RealBuffer(size) { -array[it] }
} else {
RealBuffer(size) { -get(it) }
}
public override fun add(a: Buffer<Double>, b: Buffer<Double>): RealBuffer {
require(b.size == a.size) {
"The size of the first buffer ${a.size} should be the same as for second one: ${b.size} "
}
return if (a is RealBuffer && b is RealBuffer) {
val aArray = a.array
val bArray = b.array
RealBuffer(DoubleArray(a.size) { aArray[it] + bArray[it] })
} else RealBuffer(DoubleArray(a.size) { a[it] + b[it] })
}
//
// public override fun multiply(a: Buffer<Double>, k: Number): RealBuffer {
// val kValue = k.toDouble()
//
// return if (a is RealBuffer) {
// val aArray = a.array
// RealBuffer(DoubleArray(a.size) { aArray[it] * kValue })
// } else RealBuffer(DoubleArray(a.size) { a[it] * kValue })
// }
//
// public override fun divide(a: Buffer<Double>, k: Number): RealBuffer {
// val kValue = k.toDouble()
//
// return if (a is RealBuffer) {
// val aArray = a.array
// RealBuffer(DoubleArray(a.size) { aArray[it] / kValue })
// } else RealBuffer(DoubleArray(a.size) { a[it] / kValue })
// }
public override fun multiply(a: Buffer<Double>, b: Buffer<Double>): RealBuffer {
require(b.size == a.size) {
"The size of the first buffer ${a.size} should be the same as for second one: ${b.size} "
}
return if (a is RealBuffer && b is RealBuffer) {
val aArray = a.array
val bArray = b.array
RealBuffer(DoubleArray(a.size) { aArray[it] * bArray[it] })
} else
RealBuffer(DoubleArray(a.size) { a[it] * b[it] })
}
public override fun divide(a: Buffer<Double>, b: Buffer<Double>): RealBuffer {
require(b.size == a.size) {
"The size of the first buffer ${a.size} should be the same as for second one: ${b.size} "
}
return if (a is RealBuffer && b is RealBuffer) {
val aArray = a.array
val bArray = b.array
RealBuffer(DoubleArray(a.size) { aArray[it] / bArray[it] })
} else RealBuffer(DoubleArray(a.size) { a[it] / b[it] })
}
public override fun sin(arg: Buffer<Double>): RealBuffer = if (arg is RealBuffer) {
val array = arg.array
RealBuffer(DoubleArray(arg.size) { sin(array[it]) })
} else RealBuffer(DoubleArray(arg.size) { sin(arg[it]) })
public override fun cos(arg: Buffer<Double>): RealBuffer = if (arg is RealBuffer) {
val array = arg.array
RealBuffer(DoubleArray(arg.size) { cos(array[it]) })
} else RealBuffer(DoubleArray(arg.size) { cos(arg[it]) })
public override fun tan(arg: Buffer<Double>): RealBuffer = if (arg is RealBuffer) {
val array = arg.array
RealBuffer(DoubleArray(arg.size) { tan(array[it]) })
} else RealBuffer(DoubleArray(arg.size) { tan(arg[it]) })
public override fun asin(arg: Buffer<Double>): RealBuffer = if (arg is RealBuffer) {
val array = arg.array
RealBuffer(DoubleArray(arg.size) { asin(array[it]) })
} else
RealBuffer(DoubleArray(arg.size) { asin(arg[it]) })
public override fun acos(arg: Buffer<Double>): RealBuffer = if (arg is RealBuffer) {
val array = arg.array
RealBuffer(DoubleArray(arg.size) { acos(array[it]) })
} else
RealBuffer(DoubleArray(arg.size) { acos(arg[it]) })
public override fun atan(arg: Buffer<Double>): RealBuffer = if (arg is RealBuffer) {
val array = arg.array
RealBuffer(DoubleArray(arg.size) { atan(array[it]) })
} else
RealBuffer(DoubleArray(arg.size) { atan(arg[it]) })
public override fun sinh(arg: Buffer<Double>): RealBuffer = if (arg is RealBuffer) {
val array = arg.array
RealBuffer(DoubleArray(arg.size) { sinh(array[it]) })
} else
RealBuffer(DoubleArray(arg.size) { sinh(arg[it]) })
public override fun cosh(arg: Buffer<Double>): RealBuffer = if (arg is RealBuffer) {
val array = arg.array
RealBuffer(DoubleArray(arg.size) { cosh(array[it]) })
} else
RealBuffer(DoubleArray(arg.size) { cosh(arg[it]) })
public override fun tanh(arg: Buffer<Double>): RealBuffer = if (arg is RealBuffer) {
val array = arg.array
RealBuffer(DoubleArray(arg.size) { tanh(array[it]) })
} else
RealBuffer(DoubleArray(arg.size) { tanh(arg[it]) })
public override fun asinh(arg: Buffer<Double>): RealBuffer = if (arg is RealBuffer) {
val array = arg.array
RealBuffer(DoubleArray(arg.size) { asinh(array[it]) })
} else
RealBuffer(DoubleArray(arg.size) { asinh(arg[it]) })
public override fun acosh(arg: Buffer<Double>): RealBuffer = if (arg is RealBuffer) {
val array = arg.array
RealBuffer(DoubleArray(arg.size) { acosh(array[it]) })
} else
RealBuffer(DoubleArray(arg.size) { acosh(arg[it]) })
public override fun atanh(arg: Buffer<Double>): RealBuffer = if (arg is RealBuffer) {
val array = arg.array
RealBuffer(DoubleArray(arg.size) { atanh(array[it]) })
} else
RealBuffer(DoubleArray(arg.size) { atanh(arg[it]) })
public override fun power(arg: Buffer<Double>, pow: Number): RealBuffer = if (arg is RealBuffer) {
val array = arg.array
RealBuffer(DoubleArray(arg.size) { array[it].pow(pow.toDouble()) })
} else
RealBuffer(DoubleArray(arg.size) { arg[it].pow(pow.toDouble()) })
public override fun exp(arg: Buffer<Double>): RealBuffer = if (arg is RealBuffer) {
val array = arg.array
RealBuffer(DoubleArray(arg.size) { exp(array[it]) })
} else RealBuffer(DoubleArray(arg.size) { exp(arg[it]) })
public override fun ln(arg: Buffer<Double>): RealBuffer = if (arg is RealBuffer) {
val array = arg.array
RealBuffer(DoubleArray(arg.size) { ln(array[it]) })
} else
RealBuffer(DoubleArray(arg.size) { ln(arg[it]) })
}
/**
* [ExtendedField] over [RealBuffer].
*
* @property size the size of buffers to operate on.
*/
public class RealBufferField(public val size: Int) : ExtendedField<Buffer<Double>> {
public override val zero: Buffer<Double> by lazy { RealBuffer(size) { 0.0 } }
public override val one: Buffer<Double> by lazy { RealBuffer(size) { 1.0 } }
override fun number(value: Number): Buffer<Double> = RealBuffer(size) { value.toDouble() }
override fun Buffer<Double>.unaryMinus(): Buffer<Double> = RealBufferFieldOperations.run {
-this@unaryMinus
}
public override fun add(a: Buffer<Double>, b: Buffer<Double>): RealBuffer {
require(a.size == size) { "The buffer size ${a.size} does not match context size $size" }
return RealBufferFieldOperations.add(a, b)
}
public override fun scale(a: Buffer<Double>, value: Double): RealBuffer {
require(a.size == size) { "The buffer size ${a.size} does not match context size $size" }
return if (a is RealBuffer) {
val aArray = a.array
RealBuffer(DoubleArray(a.size) { aArray[it] * value })
} else RealBuffer(DoubleArray(a.size) { a[it] * value })
}
public override fun multiply(a: Buffer<Double>, b: Buffer<Double>): RealBuffer {
require(a.size == size) { "The buffer size ${a.size} does not match context size $size" }
return RealBufferFieldOperations.multiply(a, b)
}
public override fun divide(a: Buffer<Double>, b: Buffer<Double>): RealBuffer {
require(a.size == size) { "The buffer size ${a.size} does not match context size $size" }
return RealBufferFieldOperations.divide(a, b)
}
public override fun sin(arg: Buffer<Double>): RealBuffer {
require(arg.size == size) { "The buffer size ${arg.size} does not match context size $size" }
return RealBufferFieldOperations.sin(arg)
}
public override fun cos(arg: Buffer<Double>): RealBuffer {
require(arg.size == size) { "The buffer size ${arg.size} does not match context size $size" }
return RealBufferFieldOperations.cos(arg)
}
public override fun tan(arg: Buffer<Double>): RealBuffer {
require(arg.size == size) { "The buffer size ${arg.size} does not match context size $size" }
return RealBufferFieldOperations.tan(arg)
}
public override fun asin(arg: Buffer<Double>): RealBuffer {
require(arg.size == size) { "The buffer size ${arg.size} does not match context size $size" }
return RealBufferFieldOperations.asin(arg)
}
public override fun acos(arg: Buffer<Double>): RealBuffer {
require(arg.size == size) { "The buffer size ${arg.size} does not match context size $size" }
return RealBufferFieldOperations.acos(arg)
}
public override fun atan(arg: Buffer<Double>): RealBuffer {
require(arg.size == size) { "The buffer size ${arg.size} does not match context size $size" }
return RealBufferFieldOperations.atan(arg)
}
public override fun sinh(arg: Buffer<Double>): RealBuffer {
require(arg.size == size) { "The buffer size ${arg.size} does not match context size $size" }
return RealBufferFieldOperations.sinh(arg)
}
public override fun cosh(arg: Buffer<Double>): RealBuffer {
require(arg.size == size) { "The buffer size ${arg.size} does not match context size $size" }
return RealBufferFieldOperations.cosh(arg)
}
public override fun tanh(arg: Buffer<Double>): RealBuffer {
require(arg.size == size) { "The buffer size ${arg.size} does not match context size $size" }
return RealBufferFieldOperations.tanh(arg)
}
public override fun asinh(arg: Buffer<Double>): RealBuffer {
require(arg.size == size) { "The buffer size ${arg.size} does not match context size $size" }
return RealBufferFieldOperations.asinh(arg)
}
public override fun acosh(arg: Buffer<Double>): RealBuffer {
require(arg.size == size) { "The buffer size ${arg.size} does not match context size $size" }
return RealBufferFieldOperations.acosh(arg)
}
public override fun atanh(arg: Buffer<Double>): RealBuffer {
require(arg.size == size) { "The buffer size ${arg.size} does not match context size $size" }
return RealBufferFieldOperations.atanh(arg)
}
public override fun power(arg: Buffer<Double>, pow: Number): RealBuffer {
require(arg.size == size) { "The buffer size ${arg.size} does not match context size $size" }
return RealBufferFieldOperations.power(arg, pow)
}
public override fun exp(arg: Buffer<Double>): RealBuffer {
require(arg.size == size) { "The buffer size ${arg.size} does not match context size $size" }
return RealBufferFieldOperations.exp(arg)
}
public override fun ln(arg: Buffer<Double>): RealBuffer {
require(arg.size == size) { "The buffer size ${arg.size} does not match context size $size" }
return RealBufferFieldOperations.ln(arg)
}
}

8
kmath-core/src/commonTest/kotlin/space/kscience/kmath/expressions/ExpressionFieldTest.kt
View File

@ -1,6 +1,6 @@
package space.kscience.kmath.expressions
import space.kscience.kmath.operations.RealField
import space.kscience.kmath.operations.DoubleField
import space.kscience.kmath.operations.invoke
import kotlin.test.Test
import kotlin.test.assertEquals
@ -11,7 +11,7 @@ class ExpressionFieldTest {
@Test
fun testExpression() {
val expression = FunctionalExpressionField(RealField).invoke {
val expression = FunctionalExpressionField(DoubleField).invoke {
val x by binding()
x * x + 2 * x + one
}
@ -27,7 +27,7 @@ class ExpressionFieldTest {
return x * x + 2 * x + one
}
val expression = FunctionalExpressionField(RealField).expression()
val expression = FunctionalExpressionField(DoubleField).expression()
assertEquals(expression(x to 1.0), 4.0)
}
@ -38,7 +38,7 @@ class ExpressionFieldTest {
x * x + 2 * x + one
}
val expression = FunctionalExpressionField(RealField).expressionBuilder()
val expression = FunctionalExpressionField(DoubleField).expressionBuilder()
assertEquals(expression(x to 1.0), 4.0)
}
}

20
kmath-core/src/commonTest/kotlin/space/kscience/kmath/expressions/SimpleAutoDiffTest.kt
View File

@ -1,6 +1,6 @@
package space.kscience.kmath.expressions
import space.kscience.kmath.operations.RealField
import space.kscience.kmath.operations.DoubleField
import space.kscience.kmath.structures.asBuffer
import kotlin.math.E
import kotlin.math.PI
@ -14,19 +14,19 @@ class SimpleAutoDiffTest {
fun dx(
xBinding: Pair<Symbol, Double>,
body: SimpleAutoDiffField<Double, RealField>.(x: AutoDiffValue<Double>) -> AutoDiffValue<Double>,
): DerivationResult<Double> = RealField.simpleAutoDiff(xBinding) { body(bindSymbol(xBinding.first)) }
body: SimpleAutoDiffField<Double, DoubleField>.(x: AutoDiffValue<Double>) -> AutoDiffValue<Double>,
): DerivationResult<Double> = DoubleField.simpleAutoDiff(xBinding) { body(bindSymbol(xBinding.first)) }
fun dxy(
xBinding: Pair<Symbol, Double>,
yBinding: Pair<Symbol, Double>,
body: SimpleAutoDiffField<Double, RealField>.(x: AutoDiffValue<Double>, y: AutoDiffValue<Double>) -> AutoDiffValue<Double>,
): DerivationResult<Double> = RealField.simpleAutoDiff(xBinding, yBinding) {
body: SimpleAutoDiffField<Double, DoubleField>.(x: AutoDiffValue<Double>, y: AutoDiffValue<Double>) -> AutoDiffValue<Double>,
): DerivationResult<Double> = DoubleField.simpleAutoDiff(xBinding, yBinding) {
body(bindSymbol(xBinding.first), bindSymbol(yBinding.first))
}
fun diff(block: SimpleAutoDiffField<Double, RealField>.() -> AutoDiffValue<Double>): SimpleAutoDiffExpression<Double, RealField> {
return SimpleAutoDiffExpression(RealField, block)
fun diff(block: SimpleAutoDiffField<Double, DoubleField>.() -> AutoDiffValue<Double>): SimpleAutoDiffExpression<Double, DoubleField> {
return SimpleAutoDiffExpression(DoubleField, block)
}
val x by symbol
@ -35,7 +35,7 @@ class SimpleAutoDiffTest {
@Test
fun testPlusX2() {
val y = RealField.simpleAutoDiff(x to 3.0) {
val y = DoubleField.simpleAutoDiff(x to 3.0) {
// diff w.r.t this x at 3
val x = bindSymbol(x)
x + x
@ -58,7 +58,7 @@ class SimpleAutoDiffTest {
@Test
fun testPlus() {
// two variables
val z = RealField.simpleAutoDiff(x to 2.0, y to 3.0) {
val z = DoubleField.simpleAutoDiff(x to 2.0, y to 3.0) {
val x = bindSymbol(x)
val y = bindSymbol(y)
x + y
@ -71,7 +71,7 @@ class SimpleAutoDiffTest {
@Test
fun testMinus() {
// two variables
val z = RealField.simpleAutoDiff(x to 7.0, y to 3.0) {
val z = DoubleField.simpleAutoDiff(x to 7.0, y to 3.0) {
val x = bindSymbol(x)
val y = bindSymbol(y)

2
kmath-core/src/commonTest/kotlin/space/kscience/kmath/linear/RealLUSolverTest.kt → kmath-core/src/commonTest/kotlin/space/kscience/kmath/linear/DoubleLUSolverTest.kt
View File

@ -5,7 +5,7 @@ import kotlin.test.Test
import kotlin.test.assertEquals
@UnstableKMathAPI
class RealLUSolverTest {
class DoubleLUSolverTest {
@Test
fun testInvertOne() {

6
kmath-core/src/commonTest/kotlin/space/kscience/kmath/operations/RealFieldTest.kt → kmath-core/src/commonTest/kotlin/space/kscience/kmath/operations/DoubleFieldTest.kt
View File

@ -4,13 +4,13 @@ import space.kscience.kmath.testutils.FieldVerifier
import kotlin.test.Test
import kotlin.test.assertEquals
internal class RealFieldTest {
internal class DoubleFieldTest {
@Test
fun verify() = FieldVerifier(RealField, 42.0, 66.0, 2.0, 5).verify()
fun verify() = FieldVerifier(DoubleField, 42.0, 66.0, 2.0, 5).verify()
@Test
fun testSqrt() {
val sqrt = RealField { sqrt(25 * one) }
val sqrt = DoubleField { sqrt(25 * one) }
assertEquals(5.0, sqrt)
}
}

2
kmath-coroutines/src/commonMain/kotlin/space/kscience/kmath/chains/BlockingRealChain.kt → kmath-coroutines/src/commonMain/kotlin/space/kscience/kmath/chains/BlockingDoubleChain.kt
View File

@ -3,7 +3,7 @@ package space.kscience.kmath.chains
/**
* Performance optimized chain for real values
*/
public abstract class BlockingRealChain : Chain<Double> {
public abstract class BlockingDoubleChain : Chain<Double> {
public abstract fun nextDouble(): Double
override suspend fun next(): Double = nextDouble()

12
kmath-coroutines/src/commonMain/kotlin/space/kscience/kmath/streaming/BufferFlow.kt
View File

@ -2,10 +2,10 @@ package space.kscience.kmath.streaming
import kotlinx.coroutines.FlowPreview
import kotlinx.coroutines.flow.*
import space.kscience.kmath.chains.BlockingRealChain
import space.kscience.kmath.chains.BlockingDoubleChain
import space.kscience.kmath.structures.Buffer
import space.kscience.kmath.structures.BufferFactory
import space.kscience.kmath.structures.RealBuffer
import space.kscience.kmath.structures.DoubleBuffer
import space.kscience.kmath.structures.asBuffer
/**
@ -45,10 +45,10 @@ public fun <T> Flow<T>.chunked(bufferSize: Int, bufferFactory: BufferFactory<T>)
/**
* Specialized flow chunker for real buffer
*/
public fun Flow<Double>.chunked(bufferSize: Int): Flow<RealBuffer> = flow {
public fun Flow<Double>.chunked(bufferSize: Int): Flow<DoubleBuffer> = flow {
require(bufferSize > 0) { "Resulting chunk size must be more than zero" }
if (this@chunked is BlockingRealChain) {
if (this@chunked is BlockingDoubleChain) {
// performance optimization for blocking primitive chain
while (true) emit(nextBlock(bufferSize).asBuffer())
} else {
@ -60,13 +60,13 @@ public fun Flow<Double>.chunked(bufferSize: Int): Flow<RealBuffer> = flow {
counter++
if (counter == bufferSize) {
val buffer = RealBuffer(array)
val buffer = DoubleBuffer(array)
emit(buffer)
counter = 0
}
}
if (counter > 0) emit(RealBuffer(counter) { array[it] })
if (counter > 0) emit(DoubleBuffer(counter) { array[it] })
}
}

2
kmath-coroutines/src/jvmMain/kotlin/space/kscience/kmath/structures/LazyStructureND.kt
View File

@ -10,7 +10,7 @@ public class LazyStructureND<T>(
public override val shape: IntArray,
public val function: suspend (IntArray) -> T,
) : StructureND<T> {
private val cache: MutableMap<IntArray, Deferred<T>> = hashMapOf()
private val cache: MutableMap<IntArray, Deferred<T>> = HashMap()
public fun deferred(index: IntArray): Deferred<T> = cache.getOrPut(index) {
scope.async(context = Dispatchers.Math) { function(index) }

8
kmath-dimensions/src/commonMain/kotlin/space/kscience/kmath/dimensions/Wrappers.kt
View File

@ -5,7 +5,7 @@ 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.operations.RealField
import space.kscience.kmath.operations.DoubleField
import space.kscience.kmath.operations.Ring
/**
@ -142,7 +142,7 @@ public inline class DMatrixContext<T : Any, out A : Ring<T>>(public val context:
context.run { (this@transpose as Matrix<T>).transpose() }.coerce()
public companion object {
public val real: DMatrixContext<Double, RealField> = DMatrixContext(LinearSpace.real)
public val real: DMatrixContext<Double, DoubleField> = DMatrixContext(LinearSpace.real)
}
}
@ -150,12 +150,12 @@ public inline class DMatrixContext<T : Any, out A : Ring<T>>(public val context:
/**
* A square unit matrix
*/
public inline fun <reified D : Dimension> DMatrixContext<Double, RealField>.one(): DMatrix<Double, D, D> =
public inline fun <reified D : Dimension> DMatrixContext<Double, DoubleField>.one(): DMatrix<Double, D, D> =
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, DoubleField>.zero(): DMatrix<Double, R, C> =
produce { _, _ ->
0.0
}

18
kmath-ejml/src/main/kotlin/space/kscience/kmath/ejml/EjmlLinearSpace.kt
View File

@ -5,8 +5,8 @@ import org.ejml.simple.SimpleMatrix
import space.kscience.kmath.linear.*
import space.kscience.kmath.misc.UnstableKMathAPI
import space.kscience.kmath.nd.getFeature
import space.kscience.kmath.operations.RealField
import space.kscience.kmath.structures.RealBuffer
import space.kscience.kmath.operations.DoubleField
import space.kscience.kmath.structures.DoubleBuffer
import kotlin.reflect.KClass
import kotlin.reflect.cast
@ -15,9 +15,9 @@ import kotlin.reflect.cast
*
* @author Iaroslav Postovalov
*/
public object EjmlLinearSpace : LinearSpace<Double, RealField> {
public object EjmlLinearSpace : LinearSpace<Double, DoubleField> {
override val elementAlgebra: RealField get() = RealField
override val elementAlgebra: DoubleField get() = DoubleField
/**
* Converts this matrix to EJML one.
@ -38,16 +38,16 @@ public object EjmlLinearSpace : LinearSpace<Double, RealField> {
})
}
override fun buildMatrix(rows: Int, columns: Int, initializer: RealField.(i: Int, j: Int) -> Double): EjmlMatrix =
override fun buildMatrix(rows: Int, columns: Int, initializer: DoubleField.(i: Int, j: Int) -> Double): EjmlMatrix =
EjmlMatrix(SimpleMatrix(rows, columns).also {
(0 until rows).forEach { row ->
(0 until columns).forEach { col -> it[row, col] = RealField.initializer(row, col) }
(0 until columns).forEach { col -> it[row, col] = DoubleField.initializer(row, col) }
}
})
override fun buildVector(size: Int, initializer: RealField.(Int) -> Double): Point<Double> =
override fun buildVector(size: Int, initializer: DoubleField.(Int) -> Double): Point<Double> =
EjmlVector(SimpleMatrix(size, 1).also {
(0 until it.numRows()).forEach { row -> it[row, 0] = RealField.initializer(row) }
(0 until it.numRows()).forEach { row -> it[row, 0] = DoubleField.initializer(row) }
})
private fun SimpleMatrix.wrapMatrix() = EjmlMatrix(this)
@ -113,7 +113,7 @@ public object EjmlLinearSpace : LinearSpace<Double, RealField> {
override val u: Matrix<Double> by lazy { EjmlMatrix(SimpleMatrix(svd.getU(null, false))) }
override val s: Matrix<Double> by lazy { EjmlMatrix(SimpleMatrix(svd.getW(null))) }
override val v: Matrix<Double> by lazy { EjmlMatrix(SimpleMatrix(svd.getV(null, false))) }
override val singularValues: Point<Double> by lazy { RealBuffer(svd.singularValues) }
override val singularValues: Point<Double> by lazy { DoubleBuffer(svd.singularValues) }
}
QRDecompositionFeature::class -> object : QRDecompositionFeature<Double> {

8
kmath-for-real/build.gradle.kts
View File

@ -18,15 +18,15 @@ readme {
propertyByTemplate("artifact", rootProject.file("docs/templates/ARTIFACT-TEMPLATE.md"))
feature(
id = "RealVector",
id = "DoubleVector",
description = "Numpy-like operations for Buffers/Points",
ref = "src/commonMain/kotlin/kscience/kmath/real/RealVector.kt"
ref = "src/commonMain/kotlin/kscience/kmath/real/DoubleVector.kt"
)
feature(
id = "RealMatrix",
id = "DoubleMatrix",
description = "Numpy-like operations for 2d real structures",
ref = "src/commonMain/kotlin/kscience/kmath/real/RealMatrix.kt"
ref = "src/commonMain/kotlin/kscience/kmath/real/DoubleMatrix.kt"
)
feature(

16
kmath-for-real/src/commonMain/kotlin/space/kscience/kmath/real/RealMatrix.kt
View File

@ -2,9 +2,9 @@ package space.kscience.kmath.real
import space.kscience.kmath.linear.*
import space.kscience.kmath.misc.UnstableKMathAPI
import space.kscience.kmath.operations.RealField
import space.kscience.kmath.operations.DoubleField
import space.kscience.kmath.structures.Buffer
import space.kscience.kmath.structures.RealBuffer
import space.kscience.kmath.structures.DoubleBuffer
import space.kscience.kmath.structures.asIterable
import kotlin.math.pow
@ -22,11 +22,11 @@ import kotlin.math.pow
public typealias RealMatrix = Matrix<Double>
public fun realMatrix(rowNum: Int, colNum: Int, initializer: RealField.(i: Int, j: Int) -> Double): RealMatrix =
public fun realMatrix(rowNum: Int, colNum: Int, initializer: DoubleField.(i: Int, j: Int) -> Double): RealMatrix =
LinearSpace.real.buildMatrix(rowNum, colNum, initializer)
@OptIn(UnstableKMathAPI::class)
public fun realMatrix(rowNum: Int, colNum: Int): MatrixBuilder<Double, RealField> =
public fun realMatrix(rowNum: Int, colNum: Int): MatrixBuilder<Double, DoubleField> =
LinearSpace.real.matrix(rowNum, colNum)
public fun Array<DoubleArray>.toMatrix(): RealMatrix {
@ -120,19 +120,19 @@ public fun RealMatrix.extractColumns(columnRange: IntRange): RealMatrix =
public fun RealMatrix.extractColumn(columnIndex: Int): RealMatrix =
extractColumns(columnIndex..columnIndex)
public fun RealMatrix.sumByColumn(): RealBuffer = RealBuffer(colNum) { j ->
public fun RealMatrix.sumByColumn(): DoubleBuffer = DoubleBuffer(colNum) { j ->
columns[j].asIterable().sum()
}
public fun RealMatrix.minByColumn(): RealBuffer = RealBuffer(colNum) { j ->
public fun RealMatrix.minByColumn(): DoubleBuffer = DoubleBuffer(colNum) { j ->
columns[j].asIterable().minOrNull() ?: error("Cannot produce min on empty column")
}
public fun RealMatrix.maxByColumn(): RealBuffer = RealBuffer(colNum) { j ->
public fun RealMatrix.maxByColumn(): DoubleBuffer = DoubleBuffer(colNum) { j ->
columns[j].asIterable().maxOrNull() ?: error("Cannot produce min on empty column")
}
public fun RealMatrix.averageByColumn(): RealBuffer = RealBuffer(colNum) { j ->
public fun RealMatrix.averageByColumn(): DoubleBuffer = DoubleBuffer(colNum) { j ->
columns[j].asIterable().average()
}

65
kmath-for-real/src/commonMain/kotlin/space/kscience/kmath/real/RealVector.kt
View File

@ -4,98 +4,99 @@ import space.kscience.kmath.linear.Point
import space.kscience.kmath.misc.UnstableKMathAPI
import space.kscience.kmath.operations.Norm
import space.kscience.kmath.structures.Buffer
import space.kscience.kmath.structures.MutableBuffer.Companion.real
import space.kscience.kmath.structures.MutableBuffer.Companion.double
import space.kscience.kmath.structures.asBuffer
import space.kscience.kmath.structures.asIterable
import space.kscience.kmath.structures.indices
import kotlin.math.pow
import kotlin.math.sqrt
public typealias RealVector = Point<Double>
public typealias DoubleVector = Point<Double>
public object VectorL2Norm : Norm<Point<out Number>, Double> {
override fun norm(arg: Point<out Number>): Double = sqrt(arg.asIterable().sumByDouble(Number::toDouble))
}
public operator fun Buffer.Companion.invoke(vararg doubles: Double): RealVector = doubles.asBuffer()
@Suppress("FunctionName")
public fun DoubleVector(vararg doubles: Double): DoubleVector = doubles.asBuffer()
/**
* Fill the vector of given [size] with given [value]
*/
@UnstableKMathAPI
public fun Buffer.Companion.same(size: Int, value: Number): RealVector = real(size) { value.toDouble() }
public fun Buffer.Companion.same(size: Int, value: Number): DoubleVector = double(size) { value.toDouble() }
// Transformation methods
public inline fun RealVector.map(transform: (Double) -> Double): RealVector =
real(size) { transform(get(it)) }
public inline fun DoubleVector.map(transform: (Double) -> Double): DoubleVector =
double(size) { transform(get(it)) }
public inline fun RealVector.mapIndexed(transform: (index: Int, value: Double) -> Double): RealVector =
real(size) { transform(it, get(it)) }
public inline fun DoubleVector.mapIndexed(transform: (index: Int, value: Double) -> Double): DoubleVector =
double(size) { transform(it, get(it)) }
public operator fun RealVector.plus(other: RealVector): RealVector {
public operator fun DoubleVector.plus(other: DoubleVector): DoubleVector {
require(size == other.size) { "Vector size $size expected but ${other.size} found" }
return mapIndexed { index, value -> value + other[index] }
}
public operator fun RealVector.plus(number: Number): RealVector = map { it + number.toDouble() }
public operator fun DoubleVector.plus(number: Number): DoubleVector = map { it + number.toDouble() }
public operator fun Number.plus(vector: RealVector): RealVector = vector + this
public operator fun Number.plus(vector: DoubleVector): DoubleVector = vector + this
public operator fun RealVector.unaryMinus(): Buffer<Double> = map { -it }
public operator fun DoubleVector.unaryMinus(): Buffer<Double> = map { -it }
public operator fun RealVector.minus(other: RealVector): RealVector {
public operator fun DoubleVector.minus(other: DoubleVector): DoubleVector {
require(size == other.size) { "Vector size $size expected but ${other.size} found" }
return mapIndexed { index, value -> value - other[index] }
}
public operator fun RealVector.minus(number: Number): RealVector = map { it - number.toDouble() }
public operator fun DoubleVector.minus(number: Number): DoubleVector = map { it - number.toDouble() }
public operator fun Number.minus(vector: RealVector): RealVector = vector.map { toDouble() - it }
public operator fun Number.minus(vector: DoubleVector): DoubleVector = vector.map { toDouble() - it }
public operator fun RealVector.times(other: RealVector): RealVector {
public operator fun DoubleVector.times(other: DoubleVector): DoubleVector {
require(size == other.size) { "Vector size $size expected but ${other.size} found" }
return mapIndexed { index, value -> value * other[index] }
}
public operator fun RealVector.times(number: Number): RealVector = map { it * number.toDouble() }
public operator fun DoubleVector.times(number: Number): DoubleVector = map { it * number.toDouble() }
public operator fun Number.times(vector: RealVector): RealVector = vector * this
public operator fun Number.times(vector: DoubleVector): DoubleVector = vector * this
public operator fun RealVector.div(other: RealVector): RealVector {
public operator fun DoubleVector.div(other: DoubleVector): DoubleVector {
require(size == other.size) { "Vector size $size expected but ${other.size} found" }
return mapIndexed { index, value -> value / other[index] }
}
public operator fun RealVector.div(number: Number): RealVector = map { it / number.toDouble() }
public operator fun DoubleVector.div(number: Number): DoubleVector = map { it / number.toDouble() }
public operator fun Number.div(vector: RealVector): RealVector = vector.map { toDouble() / it }
public operator fun Number.div(vector: DoubleVector): DoubleVector = vector.map { toDouble() / it }
//extended operations
public fun RealVector.pow(p: Double): RealVector = map { it.pow(p) }
public fun DoubleVector.pow(p: Double): DoubleVector = map { it.pow(p) }
public fun RealVector.pow(p: Int): RealVector = map { it.pow(p) }
public fun DoubleVector.pow(p: Int): DoubleVector = map { it.pow(p) }
public fun exp(vector: RealVector): RealVector = vector.map { kotlin.math.exp(it) }
public fun exp(vector: DoubleVector): DoubleVector = vector.map { kotlin.math.exp(it) }
public fun sqrt(vector: RealVector): RealVector = vector.map { kotlin.math.sqrt(it) }
public fun sqrt(vector: DoubleVector): DoubleVector = vector.map { kotlin.math.sqrt(it) }
public fun RealVector.square(): RealVector = map { it.pow(2) }
public fun DoubleVector.square(): DoubleVector = map { it.pow(2) }
public fun sin(vector: RealVector): RealVector = vector.map { kotlin.math.sin(it) }
public fun sin(vector: DoubleVector): DoubleVector = vector.map { kotlin.math.sin(it) }
public fun cos(vector: RealVector): RealVector = vector.map { kotlin.math.cos(it) }
public fun cos(vector: DoubleVector): DoubleVector = vector.map { kotlin.math.cos(it) }
public fun tan(vector: RealVector): RealVector = vector.map { kotlin.math.tan(it) }
public fun tan(vector: DoubleVector): DoubleVector = vector.map { kotlin.math.tan(it) }
public fun ln(vector: RealVector): RealVector = vector.map { kotlin.math.ln(it) }
public fun ln(vector: DoubleVector): DoubleVector = vector.map { kotlin.math.ln(it) }
public fun log10(vector: RealVector): RealVector = vector.map { kotlin.math.log10(it) }
public fun log10(vector: DoubleVector): DoubleVector = vector.map { kotlin.math.log10(it) }
// reductions methods
public fun RealVector.sum(): Double {
public fun DoubleVector.sum(): Double {
var res = 0.0
for (i in indices) {
res += get(i)

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

@ -33,7 +33,7 @@ public fun ClosedFloatingPointRange<Double>.toSequenceWithStep(step: Double): Se
}
}
public infix fun ClosedFloatingPointRange<Double>.step(step: Double): RealVector =
public infix fun ClosedFloatingPointRange<Double>.step(step: Double): DoubleVector =
toSequenceWithStep(step).toList().asBuffer()
/**

10
kmath-for-real/src/commonMain/kotlin/space/kscience/kmath/real/realND.kt
View File

@ -1,15 +1,15 @@
package space.kscience.kmath.real
import space.kscience.kmath.nd.NDBuffer
import space.kscience.kmath.operations.RealField
import space.kscience.kmath.structures.RealBuffer
import space.kscience.kmath.operations.DoubleField
import space.kscience.kmath.structures.DoubleBuffer
/**
* Map one [NDBuffer] using function without indices.
*/
public inline fun NDBuffer<Double>.mapInline(crossinline transform: RealField.(Double) -> Double): NDBuffer<Double> {
val array = DoubleArray(strides.linearSize) { offset -> RealField.transform(buffer[offset]) }
return NDBuffer(strides, RealBuffer(array))
public inline fun NDBuffer<Double>.mapInline(crossinline transform: DoubleField.(Double) -> Double): NDBuffer<Double> {
val array = DoubleArray(strides.linearSize) { offset -> DoubleField.transform(buffer[offset]) }
return NDBuffer(strides, DoubleBuffer(array))
}
/**

2
kmath-for-real/src/commonTest/kotlin/kaceince/kmath/real/RealMatrixTest.kt → kmath-for-real/src/commonTest/kotlin/kaceince/kmath/real/DoubleMatrixTest.kt
View File

@ -10,7 +10,7 @@ import kotlin.test.assertEquals
import kotlin.test.assertTrue
@UnstableKMathAPI
internal class RealMatrixTest {
internal class DoubleMatrixTest {
@Test
fun testSum() {
val m = realMatrix(10, 10) { i, j -> (i + j).toDouble() }

14
kmath-for-real/src/commonTest/kotlin/kaceince/kmath/real/RealVectorTest.kt → kmath-for-real/src/commonTest/kotlin/kaceince/kmath/real/DoubleVectorTest.kt
View File

@ -4,30 +4,30 @@ import space.kscience.kmath.linear.LinearSpace
import space.kscience.kmath.linear.asMatrix
import space.kscience.kmath.linear.transpose
import space.kscience.kmath.real.plus
import space.kscience.kmath.structures.RealBuffer
import space.kscience.kmath.structures.DoubleBuffer
import kotlin.test.Test
import kotlin.test.assertEquals
internal class RealVectorTest {
internal class DoubleVectorTest {
@Test
fun testSum() {
val vector1 = RealBuffer(5) { it.toDouble() }
val vector2 = RealBuffer(5) { 5 - it.toDouble() }
val vector1 = DoubleBuffer(5) { it.toDouble() }
val vector2 = DoubleBuffer(5) { 5 - it.toDouble() }
val sum = vector1 + vector2
assertEquals(5.0, sum[2])
}
@Test
fun testVectorToMatrix() {
val vector = RealBuffer(5) { it.toDouble() }
val vector = DoubleBuffer(5) { it.toDouble() }
val matrix = vector.asMatrix()
assertEquals(4.0, matrix[4, 0])
}
@Test
fun testDot() {
val vector1 = RealBuffer(5) { it.toDouble() }
val vector2 = RealBuffer(5) { 5 - it.toDouble() }
val vector1 = DoubleBuffer(5) { it.toDouble() }
val vector2 = DoubleBuffer(5) { 5 - it.toDouble() }
val matrix1 = vector1.asMatrix()
val matrix2 = vector2.asMatrix().transpose()
val product = LinearSpace.real.run { matrix1 dot matrix2 }

6
kmath-functions/src/commonTest/kotlin/space/kscience/kmath/interpolation/LinearInterpolatorTest.kt
View File

@ -2,7 +2,7 @@ package space.kscience.kmath.interpolation
import space.kscience.kmath.functions.PiecewisePolynomial
import space.kscience.kmath.functions.asFunction
import space.kscience.kmath.operations.RealField
import space.kscience.kmath.operations.DoubleField
import kotlin.test.Test
import kotlin.test.assertEquals
@ -16,8 +16,8 @@ internal class LinearInterpolatorTest {
3.0 to 4.0
)
val polynomial: PiecewisePolynomial<Double> = LinearInterpolator(RealField).interpolatePolynomials(data)
val function = polynomial.asFunction(RealField)
val polynomial: PiecewisePolynomial<Double> = LinearInterpolator(DoubleField).interpolatePolynomials(data)
val function = polynomial.asFunction(DoubleField)
assertEquals(null, function(-1.0))
assertEquals(0.5, function(0.5))
assertEquals(2.0, function(1.5))

4
kmath-histograms/src/commonMain/kotlin/space/kscience/kmath/histogram/Counter.kt
View File

@ -2,8 +2,8 @@ package space.kscience.kmath.histogram
import kotlinx.atomicfu.atomic
import kotlinx.atomicfu.getAndUpdate
import space.kscience.kmath.operations.DoubleField
import space.kscience.kmath.operations.Group
import space.kscience.kmath.operations.RealField
/**
* Common representation for atomic counters
@ -13,7 +13,7 @@ public interface Counter<T : Any> {
public val value: T
public companion object {
public fun real(): ObjectCounter<Double> = ObjectCounter(RealField)
public fun real(): ObjectCounter<Double> = ObjectCounter(DoubleField)
}
}

12
kmath-histograms/src/commonMain/kotlin/space/kscience/kmath/histogram/RealHistogramSpace.kt → kmath-histograms/src/commonMain/kotlin/space/kscience/kmath/histogram/DoubleHistogramSpace.kt
View File

@ -7,7 +7,7 @@ import space.kscience.kmath.nd.*
import space.kscience.kmath.structures.*
import kotlin.math.floor
public class RealHistogramSpace(
public class DoubleHistogramSpace(
private val lower: Buffer<Double>,
private val upper: Buffer<Double>,
private val binNums: IntArray = IntArray(lower.size) { 20 },
@ -23,10 +23,10 @@ public class RealHistogramSpace(
public val dimension: Int get() = lower.size
private val shape = IntArray(binNums.size) { binNums[it] + 2 }
override val histogramValueSpace: RealFieldND = AlgebraND.real(*shape)
override val histogramValueSpace: DoubleFieldND = AlgebraND.real(*shape)
override val strides: Strides get() = histogramValueSpace.strides
private val binSize = RealBuffer(dimension) { (upper[it] - lower[it]) / binNums[it] }
private val binSize = DoubleBuffer(dimension) { (upper[it] - lower[it]) / binNums[it] }
/**
* Get internal [StructureND] bin index for given axis
@ -91,7 +91,7 @@ public class RealHistogramSpace(
*)
*```
*/
public fun fromRanges(vararg ranges: ClosedFloatingPointRange<Double>): RealHistogramSpace = RealHistogramSpace(
public fun fromRanges(vararg ranges: ClosedFloatingPointRange<Double>): DoubleHistogramSpace = DoubleHistogramSpace(
ranges.map(ClosedFloatingPointRange<Double>::start).asBuffer(),
ranges.map(ClosedFloatingPointRange<Double>::endInclusive).asBuffer()
)
@ -105,8 +105,8 @@ public class RealHistogramSpace(
*)
*```
*/
public fun fromRanges(vararg ranges: Pair<ClosedFloatingPointRange<Double>, Int>): RealHistogramSpace =
RealHistogramSpace(
public fun fromRanges(vararg ranges: Pair<ClosedFloatingPointRange<Double>, Int>): DoubleHistogramSpace =
DoubleHistogramSpace(
ListBuffer(
ranges
.map(Pair<ClosedFloatingPointRange<Double>, Int>::first)

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

@ -2,7 +2,7 @@ package space.kscience.kmath.histogram
import space.kscience.kmath.domains.Domain
import space.kscience.kmath.linear.Point
import space.kscience.kmath.structures.RealBuffer
import space.kscience.kmath.structures.DoubleBuffer
import space.kscience.kmath.structures.asBuffer
/**
@ -43,9 +43,9 @@ public fun <T : Any, B : Bin<T>> HistogramBuilder<T>.put(point: Point<out T>): U
public fun <T : Any> HistogramBuilder<T>.put(vararg point: T): Unit = put(point.asBuffer())
public fun HistogramBuilder<Double>.put(vararg point: Number): Unit =
put(RealBuffer(point.map { it.toDouble() }.toDoubleArray()))
put(DoubleBuffer(point.map { it.toDouble() }.toDoubleArray()))
public fun HistogramBuilder<Double>.put(vararg point: Double): Unit = put(RealBuffer(point))
public fun HistogramBuilder<Double>.put(vararg point: Double): Unit = put(DoubleBuffer(point))
public fun <T : Any> HistogramBuilder<T>.fill(sequence: Iterable<Point<T>>): Unit = sequence.forEach { put(it) }
/**

15
kmath-histograms/src/commonTest/kotlin/space/kscience/kmath/histogram/MultivariateHistogramTest.kt
View File

@ -1,15 +1,14 @@
package space.kscience.kmath.histogram
import space.kscience.kmath.operations.invoke
import space.kscience.kmath.real.RealVector
import space.kscience.kmath.real.invoke
import space.kscience.kmath.real.DoubleVector
import kotlin.random.Random
import kotlin.test.*
internal class MultivariateHistogramTest {
@Test
fun testSinglePutHistogram() {
val hSpace = RealHistogramSpace.fromRanges(
val hSpace = DoubleHistogramSpace.fromRanges(
(-1.0..1.0),
(-1.0..1.0)
)
@ -17,14 +16,14 @@ internal class MultivariateHistogramTest {
put(0.55, 0.55)
}
val bin = histogram.bins.find { it.value.toInt() > 0 } ?: fail()
assertTrue { bin.contains(RealVector(0.55, 0.55)) }
assertTrue { bin.contains(RealVector(0.6, 0.5)) }
assertFalse { bin.contains(RealVector(-0.55, 0.55)) }
assertTrue { bin.contains(DoubleVector(0.55, 0.55)) }
assertTrue { bin.contains(DoubleVector(0.6, 0.5)) }
assertFalse { bin.contains(DoubleVector(-0.55, 0.55)) }
}
@Test
fun testSequentialPut() {
val hSpace = RealHistogramSpace.fromRanges(
val hSpace = DoubleHistogramSpace.fromRanges(
(-1.0..1.0),
(-1.0..1.0),
(-1.0..1.0)
@ -44,7 +43,7 @@ internal class MultivariateHistogramTest {
@Test
fun testHistogramAlgebra() {
RealHistogramSpace.fromRanges(
DoubleHistogramSpace.fromRanges(
(-1.0..1.0),
(-1.0..1.0),
(-1.0..1.0)

28
kmath-kotlingrad/src/test/kotlin/space/kscience/kmath/kotlingrad/AdaptingTests.kt
View File

@ -6,7 +6,7 @@ import space.kscience.kmath.ast.MstAlgebra
import space.kscience.kmath.ast.MstExpression
import space.kscience.kmath.ast.parseMath
import space.kscience.kmath.expressions.invoke
import space.kscience.kmath.operations.RealField
import space.kscience.kmath.operations.DoubleField
import kotlin.test.Test
import kotlin.test.assertEquals
import kotlin.test.assertTrue
@ -16,8 +16,8 @@ internal class AdaptingTests {
@Test
fun symbol() {
val c1 = MstAlgebra.bindSymbol("x")
assertTrue(c1.toSVar<KMathNumber<Double, RealField>>().name == "x")
val c2 = "kitten".parseMath().toSFun<KMathNumber<Double, RealField>>()
assertTrue(c1.toSVar<KMathNumber<Double, DoubleField>>().name == "x")
val c2 = "kitten".parseMath().toSFun<KMathNumber<Double, DoubleField>>()
if (c2 is SVar) assertTrue(c2.name == "kitten") else fail()
}
@ -25,15 +25,15 @@ internal class AdaptingTests {
fun number() {
val c1 = MstAlgebra.number(12354324)
assertTrue(c1.toSConst<DReal>().doubleValue == 12354324.0)
val c2 = "0.234".parseMath().toSFun<KMathNumber<Double, RealField>>()
val c2 = "0.234".parseMath().toSFun<KMathNumber<Double, DoubleField>>()
if (c2 is SConst) assertTrue(c2.doubleValue == 0.234) else fail()
val c3 = "1e-3".parseMath().toSFun<KMathNumber<Double, RealField>>()
val c3 = "1e-3".parseMath().toSFun<KMathNumber<Double, DoubleField>>()
if (c3 is SConst) assertEquals(0.001, c3.value) else fail()
}
@Test
fun simpleFunctionShape() {
val linear = "2*x+16".parseMath().toSFun<KMathNumber<Double, RealField>>()
val linear = "2*x+16".parseMath().toSFun<KMathNumber<Double, DoubleField>>()
if (linear !is Sum) fail()
if (linear.left !is Prod) fail()
if (linear.right !is SConst) fail()
@ -41,21 +41,21 @@ internal class AdaptingTests {
@Test
fun simpleFunctionDerivative() {
val x = MstAlgebra.bindSymbol("x").toSVar<KMathNumber<Double, RealField>>()
val quadratic = "x^2-4*x-44".parseMath().toSFun<KMathNumber<Double, RealField>>()
val actualDerivative = MstExpression(RealField, quadratic.d(x).toMst()).compile()
val expectedDerivative = MstExpression(RealField, "2*x-4".parseMath()).compile()
val x = MstAlgebra.bindSymbol("x").toSVar<KMathNumber<Double, DoubleField>>()
val quadratic = "x^2-4*x-44".parseMath().toSFun<KMathNumber<Double, DoubleField>>()
val actualDerivative = MstExpression(DoubleField, quadratic.d(x).toMst()).compile()
val expectedDerivative = MstExpression(DoubleField, "2*x-4".parseMath()).compile()
assertEquals(actualDerivative("x" to 123.0), expectedDerivative("x" to 123.0))
}
@Test
fun moreComplexDerivative() {
val x = MstAlgebra.bindSymbol("x").toSVar<KMathNumber<Double, RealField>>()
val composition = "-sqrt(sin(x^2)-cos(x)^2-16*x)".parseMath().toSFun<KMathNumber<Double, RealField>>()
val actualDerivative = MstExpression(RealField, composition.d(x).toMst()).compile()
val x = MstAlgebra.bindSymbol("x").toSVar<KMathNumber<Double, DoubleField>>()
val composition = "-sqrt(sin(x^2)-cos(x)^2-16*x)".parseMath().toSFun<KMathNumber<Double, DoubleField>>()
val actualDerivative = MstExpression(DoubleField, composition.d(x).toMst()).compile()
val expectedDerivative = MstExpression(
RealField,
DoubleField,
"-(2*x*cos(x^2)+2*sin(x)*cos(x)-16)/(2*sqrt(sin(x^2)-16*x-cos(x)^2))".parseMath()
).compile()

6
kmath-nd4j/docs/README-TEMPLATE.md
View File

@ -15,7 +15,7 @@ import org.nd4j.linalg.factory.*
import scientifik.kmath.nd4j.*
import scientifik.kmath.structures.*
val array = Nd4j.ones(2, 2).asRealStructure()
val array = Nd4j.ones(2, 2).asDoubleStructure()
println(array[0, 0]) // 1.0
array[intArrayOf(0, 0)] = 24.0
println(array[0, 0]) // 24.0
@ -28,8 +28,8 @@ import org.nd4j.linalg.factory.*
import scientifik.kmath.nd4j.*
import scientifik.kmath.operations.*
val field = RealNd4jArrayField(intArrayOf(2, 2))
val array = Nd4j.rand(2, 2).asRealStructure()
val field = DoubleNd4jArrayField(intArrayOf(2, 2))
val array = Nd4j.rand(2, 2).asDoubleStructure()
val res = field {
(25.0 / array + 20) * 4

14
kmath-nd4j/src/main/kotlin/space/kscience/kmath/nd4j/Nd4jArrayAlgebra.kt
View File

@ -172,7 +172,7 @@ public interface Nd4jArrayField<T, F : Field<T>> : FieldND<T, F>, Nd4jArrayRing<
private val floatNd4jArrayFieldCache: ThreadLocal<MutableMap<IntArray, FloatNd4jArrayField>> =
ThreadLocal.withInitial { hashMapOf() }
private val realNd4jArrayFieldCache: ThreadLocal<MutableMap<IntArray, RealNd4jArrayField>> =
private val doubleNd4JArrayFieldCache: ThreadLocal<MutableMap<IntArray, DoubleNd4jArrayField>> =
ThreadLocal.withInitial { hashMapOf() }
/**
@ -184,8 +184,8 @@ public interface Nd4jArrayField<T, F : Field<T>> : FieldND<T, F>, Nd4jArrayRing<
/**
* 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> =
realNd4jArrayFieldCache.get().getOrPut(shape) { RealNd4jArrayField(shape) }
public fun real(vararg shape: Int): Nd4jArrayRing<Double, DoubleField> =
doubleNd4JArrayFieldCache.get().getOrPut(shape) { DoubleNd4jArrayField(shape) }
/**
* Creates a most suitable implementation of [RingND] using reified class.
@ -200,12 +200,12 @@ public interface Nd4jArrayField<T, F : Field<T>> : FieldND<T, F>, Nd4jArrayRing<
}
/**
* Represents [FieldND] over [Nd4jArrayRealStructure].
* Represents [FieldND] over [Nd4jArrayDoubleStructure].
*/
public class RealNd4jArrayField(public override val shape: IntArray) : Nd4jArrayField<Double, RealField> {
public override val elementContext: RealField get() = RealField
public class DoubleNd4jArrayField(public override val shape: IntArray) : Nd4jArrayField<Double, DoubleField> {
public override val elementContext: DoubleField get() = DoubleField
public override fun INDArray.wrap(): Nd4jArrayStructure<Double> = checkShape(this).asRealStructure()
public override fun INDArray.wrap(): Nd4jArrayStructure<Double> = checkShape(this).asDoubleStructure()
override fun scale(a: StructureND<Double>, value: Double): Nd4jArrayStructure<Double> {
return a.ndArray.mul(value).wrap()

4
kmath-nd4j/src/main/kotlin/space/kscience/kmath/nd4j/Nd4jArrayIterator.kt
View File

@ -37,11 +37,11 @@ private sealed class Nd4jArrayIteratorBase<T>(protected val iterateOver: INDArra
}
}
private class Nd4jArrayRealIterator(iterateOver: INDArray) : Nd4jArrayIteratorBase<Double>(iterateOver) {
private class Nd4jArrayDoubleIterator(iterateOver: INDArray) : Nd4jArrayIteratorBase<Double>(iterateOver) {
override fun getSingle(indices: LongArray): Double = iterateOver.getDouble(*indices)
}
internal fun INDArray.realIterator(): Iterator<Pair<IntArray, Double>> = Nd4jArrayRealIterator(this)
internal fun INDArray.realIterator(): Iterator<Pair<IntArray, Double>> = Nd4jArrayDoubleIterator(this)
private class Nd4jArrayLongIterator(iterateOver: INDArray) : Nd4jArrayIteratorBase<Long>(iterateOver) {
override fun getSingle(indices: LongArray) = iterateOver.getLong(*indices)

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

@ -45,7 +45,7 @@ private data class Nd4jArrayLongStructure(override val ndArray: INDArray) : Nd4j
*/
public fun INDArray.asLongStructure(): Nd4jArrayStructure<Long> = Nd4jArrayLongStructure(this)
private data class Nd4jArrayRealStructure(override val ndArray: INDArray) : Nd4jArrayStructure<Double>() {
private data class Nd4jArrayDoubleStructure(override val ndArray: INDArray) : Nd4jArrayStructure<Double>() {
override fun elementsIterator(): Iterator<Pair<IntArray, Double>> = ndArray.realIterator()
override fun get(index: IntArray): Double = ndArray.getDouble(*index)
override fun set(index: IntArray, value: Double): Unit = run { ndArray.putScalar(index, value) }
@ -54,7 +54,7 @@ private data class Nd4jArrayRealStructure(override val ndArray: INDArray) : Nd4j
/**
* Wraps this [INDArray] to [Nd4jArrayStructure].
*/
public fun INDArray.asRealStructure(): Nd4jArrayStructure<Double> = Nd4jArrayRealStructure(this)
public fun INDArray.asDoubleStructure(): Nd4jArrayStructure<Double> = Nd4jArrayDoubleStructure(this)
private data class Nd4jArrayFloatStructure(override val ndArray: INDArray) : Nd4jArrayStructure<Float>() {
override fun elementsIterator(): Iterator<Pair<IntArray, Float>> = ndArray.floatIterator()

4
kmath-nd4j/src/test/kotlin/space/kscience/kmath/nd4j/Nd4jArrayAlgebraTest.kt
View File

@ -8,8 +8,8 @@ import kotlin.test.fail
internal class Nd4jArrayAlgebraTest {
@Test
fun testProduce() {
val res = with(RealNd4jArrayField(intArrayOf(2, 2))) { produce { it.sum().toDouble() } }
val expected = (Nd4j.create(2, 2) ?: fail()).asRealStructure()
val res = with(DoubleNd4jArrayField(intArrayOf(2, 2))) { produce { it.sum().toDouble() } }
val expected = (Nd4j.create(2, 2) ?: fail()).asDoubleStructure()
expected[intArrayOf(0, 0)] = 0.0
expected[intArrayOf(0, 1)] = 1.0
expected[intArrayOf(1, 0)] = 1.0

14
kmath-nd4j/src/test/kotlin/space/kscience/kmath/nd4j/Nd4jArrayStructureTest.kt
View File

@ -11,7 +11,7 @@ internal class Nd4jArrayStructureTest {
@Test
fun testElements() {
val nd = Nd4j.create(doubleArrayOf(1.0, 2.0, 3.0))!!
val struct = nd.asRealStructure()
val struct = nd.asDoubleStructure()
val res = struct.elements().map(Pair<IntArray, Double>::second).toList()
assertEquals(listOf(1.0, 2.0, 3.0), res)
}
@ -19,22 +19,22 @@ internal class Nd4jArrayStructureTest {
@Test
fun testShape() {
val nd = Nd4j.rand(10, 2, 3, 6) ?: fail()
val struct = nd.asRealStructure()
val struct = nd.asDoubleStructure()
assertEquals(intArrayOf(10, 2, 3, 6).toList(), struct.shape.toList())
}
@Test
fun testEquals() {
val nd1 = Nd4j.create(doubleArrayOf(1.0, 2.0, 3.0)) ?: fail()
val struct1 = nd1.asRealStructure()
val struct1 = nd1.asDoubleStructure()
assertEquals(struct1, struct1)
assertNotEquals(struct1 as Any?, null)
val nd2 = Nd4j.create(doubleArrayOf(1.0, 2.0, 3.0)) ?: fail()
val struct2 = nd2.asRealStructure()
val struct2 = nd2.asDoubleStructure()
assertEquals(struct1, struct2)
assertEquals(struct2, struct1)
val nd3 = Nd4j.create(doubleArrayOf(1.0, 2.0, 3.0)) ?: fail()
val struct3 = nd3.asRealStructure()
val struct3 = nd3.asDoubleStructure()
assertEquals(struct2, struct3)
assertEquals(struct1, struct3)
}
@ -42,9 +42,9 @@ internal class Nd4jArrayStructureTest {
@Test
fun testHashCode() {
val nd1 = Nd4j.create(doubleArrayOf(1.0, 2.0, 3.0)) ?: fail()
val struct1 = nd1.asRealStructure()
val struct1 = nd1.asDoubleStructure()
val nd2 = Nd4j.create(doubleArrayOf(1.0, 2.0, 3.0)) ?: fail()
val struct2 = nd2.asRealStructure()
val struct2 = nd2.asDoubleStructure()
assertEquals(struct1.hashCode(), struct2.hashCode())
}

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

@ -4,7 +4,7 @@ import space.kscience.kmath.chains.Chain
import space.kscience.kmath.chains.collect
import space.kscience.kmath.structures.Buffer
import space.kscience.kmath.structures.BufferFactory
import space.kscience.kmath.structures.RealBuffer
import space.kscience.kmath.structures.DoubleBuffer
public interface Sampler<T : Any> {
public fun sample(generator: RandomGenerator): Chain<T>
@ -75,4 +75,4 @@ public fun <T : Any> Sampler<T>.sampleBuffer(
* Generate a bunch of samples from real distributions
*/
public fun Sampler<Double>.sampleBuffer(generator: RandomGenerator, size: Int): Chain<Buffer<Double>> =
sampleBuffer(generator, size, ::RealBuffer)
sampleBuffer(generator, size, ::DoubleBuffer)

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

@ -81,7 +81,7 @@ public class Mean<T>(
public companion object {
//TODO replace with optimized version which respects overflow
public val real: Mean<Double> = Mean(RealField) { sum, count -> sum / count }
public val real: Mean<Double> = Mean(DoubleField) { sum, count -> sum / count }
public val int: Mean<Int> = Mean(IntRing) { sum, count -> sum / count }
public val long: Mean<Long> = Mean(LongRing) { sum, count -> sum / count }
}

6
kmath-stat/src/jvmMain/kotlin/space/kscience/kmath/stat/distributions.kt
View File

@ -2,8 +2,8 @@ package space.kscience.kmath.stat
import org.apache.commons.rng.UniformRandomProvider
import org.apache.commons.rng.sampling.distribution.*
import space.kscience.kmath.chains.BlockingDoubleChain
import space.kscience.kmath.chains.BlockingIntChain
import space.kscience.kmath.chains.BlockingRealChain
import space.kscience.kmath.chains.Chain
import kotlin.math.PI
import kotlin.math.exp
@ -11,7 +11,7 @@ import kotlin.math.pow
import kotlin.math.sqrt
public abstract class ContinuousSamplerDistribution : Distribution<Double> {
private inner class ContinuousSamplerChain(val generator: RandomGenerator) : BlockingRealChain() {
private inner class ContinuousSamplerChain(val generator: RandomGenerator) : BlockingDoubleChain() {
private val sampler = buildCMSampler(generator)
override fun nextDouble(): Double = sampler.sample()
@ -20,7 +20,7 @@ public abstract class ContinuousSamplerDistribution : Distribution<Double> {
protected abstract fun buildCMSampler(generator: RandomGenerator): ContinuousSampler
public override fun sample(generator: RandomGenerator): BlockingRealChain = ContinuousSamplerChain(generator)
public override fun sample(generator: RandomGenerator): BlockingDoubleChain = ContinuousSamplerChain(generator)
}
public abstract class DiscreteSamplerDistribution : Distribution<Int> {

2
kmath-viktor/api/kmath-viktor.api
View File

@ -67,7 +67,7 @@ public final class space/kscience/kmath/viktor/ViktorFieldND : space/kscience/km
public synthetic fun exp (Ljava/lang/Object;)Ljava/lang/Object;
public fun exp-8UOKELU (Lspace/kscience/kmath/nd/StructureND;)Lorg/jetbrains/bio/viktor/F64Array;
public synthetic fun getElementContext ()Lspace/kscience/kmath/operations/Algebra;
public fun getElementContext ()Lspace/kscience/kmath/operations/RealField;
public fun getElementContext ()Lspace/kscience/kmath/operations/DoubleField;
public final fun getF64Buffer (Lspace/kscience/kmath/nd/StructureND;)Lorg/jetbrains/bio/viktor/F64Array;
public synthetic fun getOne ()Ljava/lang/Object;
public fun getOne-6kW2wQc ()Lorg/jetbrains/bio/viktor/F64Array;

22
kmath-viktor/src/main/kotlin/space/kscience/kmath/viktor/ViktorStructureND.kt
View File

@ -3,9 +3,9 @@ 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.DoubleField
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")
@ -26,7 +26,7 @@ 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>,
public class ViktorFieldND(public override val shape: IntArray) : FieldND<Double, DoubleField>,
NumbersAddOperations<StructureND<Double>>, ExtendedField<StructureND<Double>>,
ScaleOperations<StructureND<Double>> {
@ -46,39 +46,39 @@ public class ViktorFieldND(public override val shape: IntArray) : FieldND<Double
private val strides: Strides = DefaultStrides(shape)
public override val elementContext: RealField get() = RealField
public override val elementContext: DoubleField get() = DoubleField
public override fun produce(initializer: RealField.(IntArray) -> Double): ViktorStructureND =
public override fun produce(initializer: DoubleField.(IntArray) -> Double): ViktorStructureND =
F64Array(*shape).apply {
this@ViktorFieldND.strides.indices().forEach { index ->
set(value = RealField.initializer(index), indices = index)
set(value = DoubleField.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 =
public override fun StructureND<Double>.map(transform: DoubleField.(Double) -> Double): ViktorStructureND =
F64Array(*this@ViktorFieldND.shape).apply {
this@ViktorFieldND.strides.indices().forEach { index ->
set(value = RealField.transform(this@map[index]), indices = index)
set(value = DoubleField.transform(this@map[index]), indices = index)
}
}.asStructure()
public override fun StructureND<Double>.mapIndexed(
transform: RealField.(index: IntArray, Double) -> Double,
transform: DoubleField.(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)
set(value = DoubleField.transform(index, this@mapIndexed[index]), indices = index)
}
}.asStructure()
public override fun combine(
a: StructureND<Double>,
b: StructureND<Double>,
transform: RealField.(Double, Double) -> Double,
transform: DoubleField.(Double, Double) -> Double,
): ViktorStructureND = F64Array(*shape).apply {
this@ViktorFieldND.strides.indices().forEach { index ->
set(value = RealField.transform(a[index], b[index]), indices = index)
set(value = DoubleField.transform(a[index], b[index]), indices = index)
}
}.asStructure()