Improved trigonometry operations #114
@ -0,0 +1,10 @@
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package scientifik.kmath.asm.internal
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import org.objectweb.asm.Label
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import org.objectweb.asm.commons.InstructionAdapter
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internal fun InstructionAdapter.label(): Label {
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val l = Label()
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visitLabel(l)
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return l
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}
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@ -59,8 +59,10 @@ class DerivativeStructureField(
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override fun divide(a: DerivativeStructure, b: DerivativeStructure): DerivativeStructure = a.divide(b)
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override fun divide(a: DerivativeStructure, b: DerivativeStructure): DerivativeStructure = a.divide(b)
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override fun sin(arg: DerivativeStructure): DerivativeStructure = arg.sin()
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override fun sin(arg: DerivativeStructure): DerivativeStructure = arg.sin()
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override fun cos(arg: DerivativeStructure): DerivativeStructure = arg.cos()
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override fun cos(arg: DerivativeStructure): DerivativeStructure = arg.cos()
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override fun asin(arg: DerivativeStructure): DerivativeStructure = arg.asin()
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override fun acos(arg: DerivativeStructure): DerivativeStructure = arg.acos()
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override fun atan(arg: DerivativeStructure): DerivativeStructure = arg.atan()
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override fun power(arg: DerivativeStructure, pow: Number): DerivativeStructure = when (pow) {
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override fun power(arg: DerivativeStructure, pow: Number): DerivativeStructure = when (pow) {
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is Double -> arg.pow(pow)
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is Double -> arg.pow(pow)
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@ -136,6 +138,3 @@ object DiffExpressionAlgebra : ExpressionAlgebra<Double, DiffExpression>, Field<
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override fun divide(a: DiffExpression, b: DiffExpression) =
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override fun divide(a: DiffExpression, b: DiffExpression) =
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DiffExpression { a.function(this) / b.function(this) }
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DiffExpression { a.function(this) / b.function(this) }
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}
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}
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@ -8,6 +8,8 @@ import scientifik.memory.MemorySpec
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import scientifik.memory.MemoryWriter
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import scientifik.memory.MemoryWriter
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import kotlin.math.*
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import kotlin.math.*
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private val PI_DIV_2 = Complex(PI / 2, 0)
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/**
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/**
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* A field for complex numbers
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* A field for complex numbers
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*/
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*/
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@ -30,9 +32,11 @@ object ComplexField : ExtendedField<Complex> {
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return Complex((a.re * b.re + a.im * b.im) / norm, (a.re * b.im - a.im * b.re) / norm)
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return Complex((a.re * b.re + a.im * b.im) / norm, (a.re * b.im - a.im * b.re) / norm)
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}
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}
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override fun sin(arg: Complex): Complex = i / 2 * (exp(-i * arg) - exp(i * arg))
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override fun sin(arg: Complex): Complex = i * (exp(-i * arg) - exp(i * arg)) / 2
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override fun cos(arg: Complex): Complex = (exp(-i * arg) + exp(i * arg)) / 2
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override fun cos(arg: Complex): Complex = (exp(-i * arg) + exp(i * arg)) / 2
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override fun asin(arg: Complex): Complex = -i * ln(sqrt(one - arg pow 2) + i * arg)
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override fun acos(arg: Complex): Complex = PI_DIV_2 + i * ln(sqrt(one - arg pow 2) + i * arg)
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override fun atan(arg: Complex): Complex = i * (ln(one - i * arg) - ln(one + i * arg)) / 2
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override fun power(arg: Complex, pow: Number): Complex =
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override fun power(arg: Complex, pow: Number): Complex =
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arg.r.pow(pow.toDouble()) * (cos(pow.toDouble() * arg.theta) + i * sin(pow.toDouble() * arg.theta))
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arg.r.pow(pow.toDouble()) * (cos(pow.toDouble() * arg.theta) + i * sin(pow.toDouble() * arg.theta))
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@ -7,8 +7,7 @@ import kotlin.math.pow as kpow
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* Advanced Number-like field that implements basic operations
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* Advanced Number-like field that implements basic operations
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*/
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*/
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interface ExtendedFieldOperations<T> :
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interface ExtendedFieldOperations<T> :
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FieldOperations<T>,
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InverseTrigonometricOperations<T>,
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TrigonometricOperations<T>,
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PowerOperations<T>,
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PowerOperations<T>,
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ExponentialOperations<T> {
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ExponentialOperations<T> {
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@ -17,21 +16,21 @@ interface ExtendedFieldOperations<T> :
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override fun unaryOperation(operation: String, arg: T): T = when (operation) {
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override fun unaryOperation(operation: String, arg: T): T = when (operation) {
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TrigonometricOperations.COS_OPERATION -> cos(arg)
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TrigonometricOperations.COS_OPERATION -> cos(arg)
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TrigonometricOperations.SIN_OPERATION -> sin(arg)
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TrigonometricOperations.SIN_OPERATION -> sin(arg)
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TrigonometricOperations.TAN_OPERATION -> tan(arg)
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InverseTrigonometricOperations.ACOS_OPERATION -> acos(arg)
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InverseTrigonometricOperations.ASIN_OPERATION -> asin(arg)
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InverseTrigonometricOperations.ATAN_OPERATION -> atan(arg)
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PowerOperations.SQRT_OPERATION -> sqrt(arg)
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PowerOperations.SQRT_OPERATION -> sqrt(arg)
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ExponentialOperations.EXP_OPERATION -> exp(arg)
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ExponentialOperations.EXP_OPERATION -> exp(arg)
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ExponentialOperations.LN_OPERATION -> ln(arg)
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ExponentialOperations.LN_OPERATION -> ln(arg)
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else -> super.unaryOperation(operation, arg)
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else -> super.unaryOperation(operation, arg)
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}
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}
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}
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}
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interface ExtendedField<T> : ExtendedFieldOperations<T>, Field<T> {
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interface ExtendedField<T> : ExtendedFieldOperations<T>, Field<T> {
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override fun rightSideNumberOperation(operation: String, left: T, right: Number): T {
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override fun rightSideNumberOperation(operation: String, left: T, right: Number): T = when (operation) {
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return when (operation) {
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PowerOperations.POW_OPERATION -> power(left, right)
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PowerOperations.POW_OPERATION -> power(left, right)
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else -> super.rightSideNumberOperation(operation, left, right)
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else -> super.rightSideNumberOperation(operation, left, right)
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}
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}
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}
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}
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}
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@ -65,7 +64,10 @@ object RealField : ExtendedField<Double>, Norm<Double, Double> {
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override inline fun sin(arg: Double) = kotlin.math.sin(arg)
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override inline fun sin(arg: Double) = kotlin.math.sin(arg)
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override inline fun cos(arg: Double) = kotlin.math.cos(arg)
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override inline fun cos(arg: Double) = kotlin.math.cos(arg)
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override inline fun tan(arg: Double) = kotlin.math.tan(arg)
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override inline fun tan(arg: Double): Double = kotlin.math.tan(arg)
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override inline fun acos(arg: Double): Double = kotlin.math.acos(arg)
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override inline fun asin(arg: Double): Double = kotlin.math.asin(arg)
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override inline fun atan(arg: Double): Double = kotlin.math.atan(arg)
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override inline fun power(arg: Double, pow: Number) = arg.kpow(pow.toDouble())
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override inline fun power(arg: Double, pow: Number) = arg.kpow(pow.toDouble())
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@ -97,8 +99,10 @@ object FloatField : ExtendedField<Float>, Norm<Float, Float> {
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override inline fun sin(arg: Float) = kotlin.math.sin(arg)
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override inline fun sin(arg: Float) = kotlin.math.sin(arg)
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override inline fun cos(arg: Float) = kotlin.math.cos(arg)
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override inline fun cos(arg: Float) = kotlin.math.cos(arg)
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override inline fun tan(arg: Float) = kotlin.math.tan(arg)
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override inline fun tan(arg: Float): Float = kotlin.math.tan(arg)
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override inline fun acos(arg: Float) = kotlin.math.acos(arg)
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override inline fun asin(arg: Float) = kotlin.math.asin(arg)
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override inline fun atan(arg: Float) = kotlin.math.atan(arg)
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override inline fun power(arg: Float, pow: Number) = arg.pow(pow.toFloat())
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override inline fun power(arg: Float, pow: Number) = arg.pow(pow.toFloat())
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@ -10,28 +10,43 @@ package scientifik.kmath.operations
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* It also allows to override behavior for optional operations
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* It also allows to override behavior for optional operations
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*
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*
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*/
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*/
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interface TrigonometricOperations<T> {
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interface TrigonometricOperations<T> : FieldOperations<T> {
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fun sin(arg: T): T
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fun sin(arg: T): T
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fun cos(arg: T): T
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fun cos(arg: T): T
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fun tan(arg: T): T
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fun tan(arg: T): T
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companion object {
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companion object {
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const val SIN_OPERATION = "sin"
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const val SIN_OPERATION = "sin"
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const val COS_OPERATION = "cos"
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const val COS_OPERATION = "cos"
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const val TAN_OPERATION = "tan"
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}
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}
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interface InverseTrigonometricOperations<T> : TrigonometricOperations<T> {
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fun asin(arg: T): T
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fun acos(arg: T): T
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fun atan(arg: T): T
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companion object {
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const val ASIN_OPERATION = "asin"
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const val ACOS_OPERATION = "acos"
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const val ATAN_OPERATION = "atan"
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}
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}
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}
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}
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fun <T : MathElement<out TrigonometricOperations<T>>> sin(arg: T): T = arg.context.sin(arg)
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fun <T : MathElement<out TrigonometricOperations<T>>> sin(arg: T): T = arg.context.sin(arg)
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fun <T : MathElement<out TrigonometricOperations<T>>> cos(arg: T): T = arg.context.cos(arg)
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fun <T : MathElement<out TrigonometricOperations<T>>> cos(arg: T): T = arg.context.cos(arg)
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fun <T : MathElement<out TrigonometricOperations<T>>> tan(arg: T): T = arg.context.tan(arg)
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fun <T : MathElement<out TrigonometricOperations<T>>> tan(arg: T): T = arg.context.tan(arg)
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fun <T : MathElement<out InverseTrigonometricOperations<T>>> asin(arg: T): T = arg.context.asin(arg)
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fun <T : MathElement<out InverseTrigonometricOperations<T>>> acos(arg: T): T = arg.context.acos(arg)
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fun <T : MathElement<out InverseTrigonometricOperations<T>>> atan(arg: T): T = arg.context.atan(arg)
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/* Power and roots */
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/* Power and roots */
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/**
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/**
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* A context extension to include power operations like square roots, etc
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* A context extension to include power operations like square roots, etc
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*/
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*/
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interface PowerOperations<T> {
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interface PowerOperations<T> : Algebra<T> {
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fun power(arg: T, pow: Number): T
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fun power(arg: T, pow: Number): T
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fun sqrt(arg: T) = power(arg, 0.5)
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fun sqrt(arg: T) = power(arg, 0.5)
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@ -49,7 +64,7 @@ fun <T : MathElement<out PowerOperations<T>>> sqr(arg: T): T = arg pow 2.0
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/* Exponential */
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/* Exponential */
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interface ExponentialOperations<T> {
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interface ExponentialOperations<T> : Algebra<T> {
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fun exp(arg: T): T
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fun exp(arg: T): T
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fun ln(arg: T): T
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fun ln(arg: T): T
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@ -66,4 +81,4 @@ interface Norm<in T : Any, out R> {
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fun norm(arg: T): R
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fun norm(arg: T): R
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}
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}
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fun <T : MathElement<out Norm<T, R>>, R> norm(arg: T): R = arg.context.norm(arg)
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fun <T : MathElement<out Norm<T, R>>, R> norm(arg: T): R = arg.context.norm(arg)
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@ -79,6 +79,13 @@ class ComplexNDField(override val shape: IntArray) :
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override fun cos(arg: NDBuffer<Complex>) = map(arg) { cos(it) }
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override fun cos(arg: NDBuffer<Complex>) = map(arg) { cos(it) }
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override fun tan(arg: NDBuffer<Complex>): NDBuffer<Complex> = map(arg) { tan(it) }
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override fun asin(arg: NDBuffer<Complex>): NDBuffer<Complex> = map(arg) { asin(it) }
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override fun acos(arg: NDBuffer<Complex>): NDBuffer<Complex> = map(arg) {acos(it)}
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override fun atan(arg: NDBuffer<Complex>): NDBuffer<Complex> = map(arg) {atan(it)}
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}
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}
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@ -11,97 +11,106 @@ import kotlin.math.*
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object RealBufferFieldOperations : ExtendedFieldOperations<Buffer<Double>> {
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object RealBufferFieldOperations : ExtendedFieldOperations<Buffer<Double>> {
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override fun add(a: Buffer<Double>, b: Buffer<Double>): RealBuffer {
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override fun add(a: Buffer<Double>, b: Buffer<Double>): RealBuffer {
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require(b.size == a.size) { "The size of the first buffer ${a.size} should be the same as for second one: ${b.size} " }
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require(b.size == a.size) { "The size of the first buffer ${a.size} should be the same as for second one: ${b.size} " }
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return if (a is RealBuffer && b is RealBuffer) {
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return if (a is RealBuffer && b is RealBuffer) {
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val aArray = a.array
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val aArray = a.array
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val bArray = b.array
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val bArray = b.array
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RealBuffer(DoubleArray(a.size) { aArray[it] + bArray[it] })
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RealBuffer(DoubleArray(a.size) { aArray[it] + bArray[it] })
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} else {
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} else
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RealBuffer(DoubleArray(a.size) { a[it] + b[it] })
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RealBuffer(DoubleArray(a.size) { a[it] + b[it] })
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}
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}
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}
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override fun multiply(a: Buffer<Double>, k: Number): RealBuffer {
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override fun multiply(a: Buffer<Double>, k: Number): RealBuffer {
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val kValue = k.toDouble()
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val kValue = k.toDouble()
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return if (a is RealBuffer) {
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return if (a is RealBuffer) {
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val aArray = a.array
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val aArray = a.array
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RealBuffer(DoubleArray(a.size) { aArray[it] * kValue })
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RealBuffer(DoubleArray(a.size) { aArray[it] * kValue })
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} else {
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} else
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RealBuffer(DoubleArray(a.size) { a[it] * kValue })
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RealBuffer(DoubleArray(a.size) { a[it] * kValue })
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}
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}
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}
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override fun multiply(a: Buffer<Double>, b: Buffer<Double>): RealBuffer {
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override fun multiply(a: Buffer<Double>, b: Buffer<Double>): RealBuffer {
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require(b.size == a.size) { "The size of the first buffer ${a.size} should be the same as for second one: ${b.size} " }
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require(b.size == a.size) { "The size of the first buffer ${a.size} should be the same as for second one: ${b.size} " }
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return if (a is RealBuffer && b is RealBuffer) {
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return if (a is RealBuffer && b is RealBuffer) {
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val aArray = a.array
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val aArray = a.array
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val bArray = b.array
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val bArray = b.array
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RealBuffer(DoubleArray(a.size) { aArray[it] * bArray[it] })
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RealBuffer(DoubleArray(a.size) { aArray[it] * bArray[it] })
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} else {
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} else
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RealBuffer(DoubleArray(a.size) { a[it] * b[it] })
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RealBuffer(DoubleArray(a.size) { a[it] * b[it] })
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}
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}
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}
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override fun divide(a: Buffer<Double>, b: Buffer<Double>): RealBuffer {
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override fun divide(a: Buffer<Double>, b: Buffer<Double>): RealBuffer {
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require(b.size == a.size) { "The size of the first buffer ${a.size} should be the same as for second one: ${b.size} " }
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require(b.size == a.size) { "The size of the first buffer ${a.size} should be the same as for second one: ${b.size} " }
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return if (a is RealBuffer && b is RealBuffer) {
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return if (a is RealBuffer && b is RealBuffer) {
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val aArray = a.array
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val aArray = a.array
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val bArray = b.array
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val bArray = b.array
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RealBuffer(DoubleArray(a.size) { aArray[it] / bArray[it] })
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RealBuffer(DoubleArray(a.size) { aArray[it] / bArray[it] })
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} else {
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} else
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RealBuffer(DoubleArray(a.size) { a[it] / b[it] })
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RealBuffer(DoubleArray(a.size) { a[it] / b[it] })
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}
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}
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}
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override fun sin(arg: Buffer<Double>): RealBuffer {
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override fun sin(arg: Buffer<Double>): RealBuffer = if (arg is RealBuffer) {
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return if (arg is RealBuffer) {
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val array = arg.array
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val array = arg.array
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RealBuffer(DoubleArray(arg.size) { sin(array[it]) })
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RealBuffer(DoubleArray(arg.size) { sin(array[it]) })
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} else {
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} else {
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RealBuffer(DoubleArray(arg.size) { sin(arg[it]) })
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RealBuffer(DoubleArray(arg.size) { sin(arg[it]) })
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}
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}
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}
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override fun cos(arg: Buffer<Double>): RealBuffer {
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override fun cos(arg: Buffer<Double>): RealBuffer = if (arg is RealBuffer) {
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return if (arg is RealBuffer) {
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val array = arg.array
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val array = arg.array
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RealBuffer(DoubleArray(arg.size) { cos(array[it]) })
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RealBuffer(DoubleArray(arg.size) { cos(array[it]) })
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} else
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} else {
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RealBuffer(DoubleArray(arg.size) { cos(arg[it]) })
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RealBuffer(DoubleArray(arg.size) { cos(arg[it]) })
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}
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override fun tan(arg: Buffer<Double>): RealBuffer = if (arg is RealBuffer) {
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val array = arg.array
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RealBuffer(DoubleArray(arg.size) { tan(array[it]) })
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} else
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RealBuffer(DoubleArray(arg.size) { tan(arg[it]) })
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override fun asin(arg: Buffer<Double>): RealBuffer = if (arg is RealBuffer) {
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val array = arg.array
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RealBuffer(DoubleArray(arg.size) { asin(array[it]) })
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} else {
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RealBuffer(DoubleArray(arg.size) { asin(arg[it]) })
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}
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}
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override fun power(arg: Buffer<Double>, pow: Number): RealBuffer {
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override fun acos(arg: Buffer<Double>): RealBuffer = if (arg is RealBuffer) {
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return if (arg is RealBuffer) {
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val array = arg.array
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val array = arg.array
|
RealBuffer(DoubleArray(arg.size) { acos(array[it]) })
|
||||||
RealBuffer(DoubleArray(arg.size) { array[it].pow(pow.toDouble()) })
|
} else
|
||||||
} else {
|
RealBuffer(DoubleArray(arg.size) { acos(arg[it]) })
|
||||||
RealBuffer(DoubleArray(arg.size) { arg[it].pow(pow.toDouble()) })
|
|
||||||
}
|
|
||||||
}
|
|
||||||
|
|
||||||
override fun exp(arg: Buffer<Double>): RealBuffer {
|
override fun atan(arg: Buffer<Double>): RealBuffer = if (arg is RealBuffer) {
|
||||||
return if (arg is RealBuffer) {
|
val array = arg.array
|
||||||
val array = arg.array
|
RealBuffer(DoubleArray(arg.size) { atan(array[it]) })
|
||||||
RealBuffer(DoubleArray(arg.size) { exp(array[it]) })
|
} else
|
||||||
} else {
|
RealBuffer(DoubleArray(arg.size) { atan(arg[it]) })
|
||||||
RealBuffer(DoubleArray(arg.size) { exp(arg[it]) })
|
|
||||||
}
|
|
||||||
}
|
|
||||||
|
|
||||||
override fun ln(arg: Buffer<Double>): RealBuffer {
|
override fun power(arg: Buffer<Double>, pow: Number): RealBuffer = if (arg is RealBuffer) {
|
||||||
return if (arg is RealBuffer) {
|
val array = arg.array
|
||||||
val array = arg.array
|
RealBuffer(DoubleArray(arg.size) { array[it].pow(pow.toDouble()) })
|
||||||
RealBuffer(DoubleArray(arg.size) { ln(array[it]) })
|
} else
|
||||||
} else {
|
RealBuffer(DoubleArray(arg.size) { arg[it].pow(pow.toDouble()) })
|
||||||
RealBuffer(DoubleArray(arg.size) { ln(arg[it]) })
|
|
||||||
}
|
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]) })
|
||||||
|
|
||||||
|
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]) })
|
||||||
}
|
}
|
||||||
|
|
||||||
class RealBufferField(val size: Int) : ExtendedField<Buffer<Double>> {
|
class RealBufferField(val size: Int) : ExtendedField<Buffer<Double>> {
|
||||||
|
|
||||||
override val zero: Buffer<Double> by lazy { RealBuffer(size) { 0.0 } }
|
override val zero: Buffer<Double> by lazy { RealBuffer(size) { 0.0 } }
|
||||||
|
|
||||||
override val one: Buffer<Double> by lazy { RealBuffer(size) { 1.0 } }
|
override val one: Buffer<Double> by lazy { RealBuffer(size) { 1.0 } }
|
||||||
|
|
||||||
override fun add(a: Buffer<Double>, b: Buffer<Double>): RealBuffer {
|
override fun add(a: Buffer<Double>, b: Buffer<Double>): RealBuffer {
|
||||||
@ -119,7 +128,6 @@ class RealBufferField(val size: Int) : ExtendedField<Buffer<Double>> {
|
|||||||
return RealBufferFieldOperations.multiply(a, b)
|
return RealBufferFieldOperations.multiply(a, b)
|
||||||
}
|
}
|
||||||
|
|
||||||
|
|
||||||
override fun divide(a: Buffer<Double>, b: Buffer<Double>): RealBuffer {
|
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" }
|
require(a.size == size) { "The buffer size ${a.size} does not match context size $size" }
|
||||||
return RealBufferFieldOperations.divide(a, b)
|
return RealBufferFieldOperations.divide(a, b)
|
||||||
@ -135,6 +143,26 @@ class RealBufferField(val size: Int) : ExtendedField<Buffer<Double>> {
|
|||||||
return RealBufferFieldOperations.cos(arg)
|
return RealBufferFieldOperations.cos(arg)
|
||||||
}
|
}
|
||||||
|
|
||||||
|
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)
|
||||||
|
}
|
||||||
|
|
||||||
|
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)
|
||||||
|
}
|
||||||
|
|
||||||
|
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)
|
||||||
|
}
|
||||||
|
|
||||||
|
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)
|
||||||
|
}
|
||||||
|
|
||||||
override fun power(arg: Buffer<Double>, pow: Number): RealBuffer {
|
override fun power(arg: Buffer<Double>, pow: Number): RealBuffer {
|
||||||
require(arg.size == size) { "The buffer size ${arg.size} does not match context size $size" }
|
require(arg.size == size) { "The buffer size ${arg.size} does not match context size $size" }
|
||||||
return RealBufferFieldOperations.power(arg, pow)
|
return RealBufferFieldOperations.power(arg, pow)
|
||||||
@ -149,5 +177,4 @@ class RealBufferField(val size: Int) : ExtendedField<Buffer<Double>> {
|
|||||||
require(arg.size == size) { "The buffer size ${arg.size} does not match context size $size" }
|
require(arg.size == size) { "The buffer size ${arg.size} does not match context size $size" }
|
||||||
return RealBufferFieldOperations.ln(arg)
|
return RealBufferFieldOperations.ln(arg)
|
||||||
}
|
}
|
||||||
|
}
|
||||||
}
|
|
||||||
|
@ -74,6 +74,13 @@ class RealNDField(override val shape: IntArray) :
|
|||||||
|
|
||||||
override fun cos(arg: NDBuffer<Double>) = map(arg) { cos(it) }
|
override fun cos(arg: NDBuffer<Double>) = map(arg) { cos(it) }
|
||||||
|
|
||||||
|
override fun tan(arg: NDBuffer<Double>): NDBuffer<Double> = map(arg) { tan(it) }
|
||||||
|
|
||||||
|
override fun asin(arg: NDBuffer<Double>): NDBuffer<Double> = map(arg) { asin(it) }
|
||||||
|
|
||||||
|
override fun acos(arg: NDBuffer<Double>): NDBuffer<Double> = map(arg) { acos(it) }
|
||||||
|
|
||||||
|
override fun atan(arg: NDBuffer<Double>): NDBuffer<Double> = map(arg) { atan(it) }
|
||||||
}
|
}
|
||||||
|
|
||||||
|
|
||||||
|
Loading…
Reference in New Issue
Block a user