benchmarks/build.gradle

@@ -1,6 +1,6 @@
 plugins {
     id "java"
-    id "me.champeau.gradle.jmh" version "0.4.7"
+    id "me.champeau.gradle.jmh" version "0.4.8"
     id 'org.jetbrains.kotlin.jvm'
 }
 
@@ -15,8 +15,8 @@ dependencies {
     implementation project(":kmath-coroutines")
     implementation project(":kmath-commons")
     implementation project(":kmath-koma")
-    compile group: "com.kyonifer", name:"koma-core-ejml", version: "0.12"
-    implementation "org.jetbrains.kotlin:kotlin-stdlib-jdk8"
+    implementation group: "com.kyonifer", name:"koma-core-ejml", version: "0.12"
+    //compile "org.jetbrains.kotlin:kotlin-stdlib-jdk8"
     //jmh project(':kmath-core')
 }
 

benchmarks/src/main/kotlin/scientifik/kmath/structures/ComplexNDBenchmark.kt

@@ -0,0 +1,36 @@
+package scientifik.kmath.structures
+
+import scientifik.kmath.operations.Complex
+import scientifik.kmath.operations.toComplex
+import kotlin.system.measureTimeMillis
+
+fun main() {
+    val dim = 1000
+    val n = 1000
+
+    val realField = NDField.real(intArrayOf(dim, dim))
+    val complexField = NDField.complex(intArrayOf(dim, dim))
+
+
+    val realTime = measureTimeMillis {
+        realField.run {
+            var res: NDBuffer<Double> = one
+            repeat(n) {
+                res += 1.0
+            }
+        }
+    }
+
+    println("Real addition completed in $realTime millis")
+
+    val complexTime = measureTimeMillis {
+        complexField.run {
+            var res: NDBuffer<Complex> = one
+            repeat(n) {
+                res += 1.0.toComplex()
+            }
+        }
+    }
+
+    println("Complex addition completed in $complexTime millis")
+}

benchmarks/src/main/kotlin/scientifik/kmath/structures/NDFieldBenchmark.kt

@@ -39,7 +39,7 @@ fun main(args: Array<String>) {
 
     val specializedTime = measureTimeMillis {
         specializedField.run {
-            var res:NDBuffer<Double> = one
+            var res: NDBuffer<Double> = one
             repeat(n) {
                 res += 1.0
             }

build.gradle.kts

@@ -1,8 +1,8 @@
 import org.jetbrains.kotlin.gradle.dsl.KotlinMultiplatformExtension
 
 buildscript {
-    val kotlinVersion: String by rootProject.extra("1.3.20")
-    val ioVersion: String by rootProject.extra("0.1.2")
+    val kotlinVersion: String by rootProject.extra("1.3.21")
+    val ioVersion: String by rootProject.extra("0.1.4")
     val coroutinesVersion: String by rootProject.extra("1.1.1")
     val atomicfuVersion: String by rootProject.extra("0.12.1")
 
@@ -27,7 +27,7 @@ allprojects {
     apply(plugin = "com.jfrog.artifactory")
 
     group = "scientifik"
-    version = "0.0.3-dev-5"
+    version = "0.0.3"
 
     repositories {
         //maven("https://dl.bintray.com/kotlin/kotlin-eap")

kmath-core/build.gradle.kts

@@ -2,9 +2,11 @@ plugins {
     kotlin("multiplatform")
 }
 
+val ioVersion: String by rootProject.extra
+
 
 kotlin {
-    jvm ()
+    jvm()
     js()
 
     sourceSets {

kmath-core/src/commonMain/kotlin/scientifik/kmath/operations/Complex.kt

@@ -1,9 +1,11 @@
 package scientifik.kmath.operations
 
+import kotlin.math.*
+
 /**
  * A field for complex numbers
  */
-object ComplexField : Field<Complex> {
+object ComplexField : ExtendedField<Complex> {
     override val zero: Complex = Complex(0.0, 0.0)
 
     override val one: Complex = Complex(1.0, 0.0)
@@ -22,6 +24,17 @@ object ComplexField : Field<Complex> {
         return Complex((a.re * b.re + a.im * b.im) / norm, (a.re * b.im - a.im * b.re) / norm)
     }
 
+    override fun sin(arg: Complex): Complex = i / 2 * (exp(-i * arg) - exp(i * arg))
+
+    override fun cos(arg: Complex): Complex = (exp(-i * arg) + exp(i * arg)) / 2
+
+    override fun power(arg: Complex, pow: Number): Complex =
+        arg.abs.pow(pow.toDouble()) * (cos(pow.toDouble() * arg.theta) + i * sin(pow.toDouble() * arg.theta))
+
+    override fun exp(arg: Complex): Complex = exp(arg.re) * (cos(arg.im) + i * sin(arg.im))
+
+    override fun ln(arg: Complex): Complex = ln(arg.abs) + i * atan2(arg.im, arg.re)
+
     operator fun Double.plus(c: Complex) = add(this.toComplex(), c)
 
     operator fun Double.minus(c: Complex) = add(this.toComplex(), -c)
@@ -41,20 +54,18 @@ data class Complex(val re: Double, val im: Double) : FieldElement<Complex, Compl
 
     override fun Complex.wrap(): Complex = this
 
-    override val context: ComplexField
-        get() = ComplexField
+    override val context: ComplexField get() = ComplexField
 
     /**
      * A complex conjugate
      */
-    val conjugate: Complex
-        get() = Complex(re, -im)
+    val conjugate: Complex get() = Complex(re, -im)
 
-    val square: Double
-        get() = re * re + im * im
+    val square: Double get() = re * re + im * im
 
-    val abs: Double
-        get() = kotlin.math.sqrt(square)
+    val abs: Double get() = sqrt(square)
+
+    val theta: Double get() = atan(im / re)
 
     companion object
 }

kmath-core/src/commonMain/kotlin/scientifik/kmath/structures/BoxingNDField.kt

@@ -12,7 +12,7 @@ class BoxingNDField<T, F : Field<T>>(
 
     override val strides: Strides = DefaultStrides(shape)
 
-    override fun buildBuffer(size: Int, initializer: (Int) -> T): Buffer<T> =
+    fun buildBuffer(size: Int, initializer: (Int) -> T): Buffer<T> =
         bufferFactory(size, initializer)
 
     override fun check(vararg elements: NDBuffer<T>) {

kmath-core/src/commonMain/kotlin/scientifik/kmath/structures/BufferedNDAlgebra.kt

@@ -5,8 +5,6 @@ import scientifik.kmath.operations.*
 interface BufferedNDAlgebra<T, C>: NDAlgebra<T, C, NDBuffer<T>>{
     val strides: Strides
 
-    fun buildBuffer(size: Int, initializer: (Int) -> T): Buffer<T>
-
     override fun check(vararg elements: NDBuffer<T>) {
         if (!elements.all { it.strides == this.strides }) error("Strides mismatch")
     }

kmath-core/src/commonMain/kotlin/scientifik/kmath/structures/RealBufferField.kt

@@ -1,11 +1,12 @@
 package scientifik.kmath.structures
 
-import scientifik.kmath.operations.Field
+import scientifik.kmath.operations.ExtendedField
+import kotlin.math.*
 
 /**
  * A simple field over linear buffers of [Double]
  */
-class RealBufferField(val size: Int) : Field<Buffer<Double>> {
+class RealBufferField(val size: Int) : ExtendedField<Buffer<Double>> {
     override val zero: Buffer<Double> = Buffer.DoubleBufferFactory(size) { 0.0 }
 
     override val one: Buffer<Double> = Buffer.DoubleBufferFactory(size) { 1.0 }
@@ -56,4 +57,54 @@ class RealBufferField(val size: Int) : Field<Buffer<Double>> {
             DoubleBuffer(DoubleArray(size) { a[it] / b[it] })
         }
     }
+
+    override fun sin(arg: Buffer<Double>): Buffer<Double> {
+        require(arg.size == size) { "The size of buffer is ${arg.size} but context requires $size " }
+        return if (arg is DoubleBuffer) {
+            val array = arg.array
+            DoubleBuffer(DoubleArray(size) { sin(array[it]) })
+        } else {
+            DoubleBuffer(DoubleArray(size) { sin(arg[it]) })
+        }
+    }
+
+    override fun cos(arg: Buffer<Double>): Buffer<Double> {
+        require(arg.size == size) { "The size of buffer is ${arg.size} but context requires $size " }
+        return if (arg is DoubleBuffer) {
+            val array = arg.array
+            DoubleBuffer(DoubleArray(size) { cos(array[it]) })
+        } else {
+            DoubleBuffer(DoubleArray(size) { cos(arg[it]) })
+        }
+    }
+
+    override fun power(arg: Buffer<Double>, pow: Number): Buffer<Double> {
+        require(arg.size == size) { "The size of buffer is ${arg.size} but context requires $size " }
+        return if (arg is DoubleBuffer) {
+            val array = arg.array
+            DoubleBuffer(DoubleArray(size) { array[it].pow(pow.toDouble()) })
+        } else {
+            DoubleBuffer(DoubleArray(size) { arg[it].pow(pow.toDouble()) })
+        }
+    }
+
+    override fun exp(arg: Buffer<Double>): Buffer<Double> {
+        require(arg.size == size) { "The size of buffer is ${arg.size} but context requires $size " }
+        return if (arg is DoubleBuffer) {
+            val array = arg.array
+            DoubleBuffer(DoubleArray(size) { exp(array[it]) })
+        } else {
+            DoubleBuffer(DoubleArray(size) { exp(arg[it]) })
+        }
+    }
+
+    override fun ln(arg: Buffer<Double>): Buffer<Double> {
+        require(arg.size == size) { "The size of buffer is ${arg.size} but context requires $size " }
+        return if (arg is DoubleBuffer) {
+            val array = arg.array
+            DoubleBuffer(DoubleArray(size) { ln(array[it]) })
+        } else {
+            DoubleBuffer(DoubleArray(size) { ln(arg[it]) })
+        }
+    }
 }

kmath-core/src/commonMain/kotlin/scientifik/kmath/structures/RealNDField.kt

@@ -15,8 +15,7 @@ class RealNDField(override val shape: IntArray) :
     override val zero by lazy { produce { zero } }
     override val one by lazy { produce { one } }
 
-    @Suppress("OVERRIDE_BY_INLINE")
-    override inline fun buildBuffer(size: Int, crossinline initializer: (Int) -> Double): Buffer<Double> =
+    inline fun buildBuffer(size: Int, crossinline initializer: (Int) -> Double): Buffer<Double> =
         DoubleBuffer(DoubleArray(size) { initializer(it) })
 
     /**

kmath-core/src/commonMain/kotlin/scientifik/kmath/structures/ShortNDRing.kt

@@ -15,8 +15,7 @@ class ShortNDRing(override val shape: IntArray) :
     override val zero by lazy { produce { ShortRing.zero } }
     override val one by lazy { produce { ShortRing.one } }
 
-    @Suppress("OVERRIDE_BY_INLINE")
-    override inline fun buildBuffer(size: Int, crossinline initializer: (Int) -> Short): Buffer<Short> =
+    inline fun buildBuffer(size: Int, crossinline initializer: (Int) -> Short): Buffer<Short> =
         ShortBuffer(ShortArray(size) { initializer(it) })
 
     /**

kmath-core/src/jvmMain/kotlin/scientifik/kmath/structures/BufferSpec.kt

@@ -7,8 +7,15 @@ import java.nio.ByteBuffer
  * A specification for serialization and deserialization objects to buffer
  */
 interface BufferSpec<T : Any> {
-    fun fromBuffer(buffer: ByteBuffer): T
-    fun toBuffer(value: T): ByteBuffer
+    /**
+     * Read an object from buffer in current position
+     */
+    fun ByteBuffer.readObject(): T
+
+    /**
+     * Write object to [ByteBuffer] in current buffer position
+     */
+    fun ByteBuffer.writeObject(value: T)
 }
 
 /**
@@ -17,39 +24,21 @@ interface BufferSpec<T : Any> {
 interface FixedSizeBufferSpec<T : Any> : BufferSpec<T> {
     val unitSize: Int
 
-    /**
-     * Read an object from buffer in current position
-     */
-    fun ByteBuffer.readObject(): T {
-        val buffer = ByteArray(unitSize)
-        get(buffer)
-        return fromBuffer(ByteBuffer.wrap(buffer))
-    }
 
     /**
      * Read an object from buffer in given index (not buffer position
      */
     fun ByteBuffer.readObject(index: Int): T {
-        val dup = duplicate()
-        dup.position(index * unitSize)
-        return dup.readObject()
+        position(index * unitSize)
+        return readObject()
     }
 
-    /**
-     * Write object to [ByteBuffer] in current buffer position
-     */
-    fun ByteBuffer.writeObject(obj: T) {
-        val buffer = toBuffer(obj).apply { rewind() }
-        assert(buffer.limit() == unitSize)
-        put(buffer)
-    }
 
     /**
      * Put an object in given index
      */
     fun ByteBuffer.writeObject(index: Int, obj: T) {
-        val dup = duplicate()
-        dup.position(index * unitSize)
-        dup.writeObject(obj)
+        position(index * unitSize)
+        writeObject(obj)
     }
-}
+}

kmath-core/src/jvmMain/kotlin/scientifik/kmath/structures/ComplexBufferSpec.kt

@@ -4,16 +4,20 @@ import scientifik.kmath.operations.Complex
 import scientifik.kmath.operations.ComplexField
 import java.nio.ByteBuffer
 
+/**
+ * A serialization specification for complex numbers
+ */
 object ComplexBufferSpec : FixedSizeBufferSpec<Complex> {
+
     override val unitSize: Int = 16
 
-    override fun fromBuffer(buffer: ByteBuffer): Complex {
-        val re = buffer.getDouble(0)
-        val im = buffer.getDouble(8)
+    override fun ByteBuffer.readObject(): Complex {
+        val re = double
+        val im = double
         return Complex(re, im)
     }
 
-    override fun toBuffer(value: Complex): ByteBuffer = ByteBuffer.allocate(16).apply {
+    override fun ByteBuffer.writeObject(value: Complex) {
         putDouble(value.re)
         putDouble(value.im)
     }
@@ -22,14 +26,13 @@ object ComplexBufferSpec : FixedSizeBufferSpec<Complex> {
 /**
  * Create a read-only/mutable buffer which ignores boxing
  */
-fun Buffer.Companion.complex(size: Int): Buffer<Complex> =
-    ObjectBuffer.create(ComplexBufferSpec, size)
+fun Buffer.Companion.complex(size: Int, initializer: ((Int) -> Complex)? = null): Buffer<Complex> =
+    ObjectBuffer.create(ComplexBufferSpec, size, initializer)
 
-fun MutableBuffer.Companion.complex(size: Int) =
-    ObjectBuffer.create(ComplexBufferSpec, size)
+fun MutableBuffer.Companion.complex(size: Int, initializer: ((Int) -> Complex)? = null) =
+    ObjectBuffer.create(ComplexBufferSpec, size, initializer)
 
-fun NDField.Companion.complex(shape: IntArray) =
-    BoxingNDField(shape, ComplexField) { size, init -> ObjectBuffer.create(ComplexBufferSpec, size, init) }
+fun NDField.Companion.complex(shape: IntArray) = ComplexNDField(shape)
 
 fun NDElement.Companion.complex(shape: IntArray, initializer: ComplexField.(IntArray) -> Complex) =
     NDField.complex(shape).produce(initializer)

kmath-core/src/jvmMain/kotlin/scientifik/kmath/structures/ComplexNDField.kt

@@ -0,0 +1,125 @@
+package scientifik.kmath.structures
+
+import scientifik.kmath.operations.Complex
+import scientifik.kmath.operations.ComplexField
+import scientifik.kmath.operations.FieldElement
+
+typealias ComplexNDElement = BufferedNDFieldElement<Complex, ComplexField>
+
+/**
+ * An optimized nd-field for complex numbers
+ */
+class ComplexNDField(override val shape: IntArray) :
+    BufferedNDField<Complex, ComplexField>,
+    ExtendedNDField<Complex, ComplexField, NDBuffer<Complex>> {
+
+    override val strides: Strides = DefaultStrides(shape)
+
+    override val elementContext: ComplexField get() = ComplexField
+    override val zero by lazy { produce { zero } }
+    override val one by lazy { produce { one } }
+
+    inline fun buildBuffer(size: Int, crossinline initializer: (Int) -> Complex): Buffer<Complex> =
+        Buffer.complex(size) { initializer(it) }
+
+    /**
+     * Inline transform an NDStructure to another structure
+     */
+    override fun map(
+        arg: NDBuffer<Complex>,
+        transform: ComplexField.(Complex) -> Complex
+    ): ComplexNDElement {
+        check(arg)
+        val array = buildBuffer(arg.strides.linearSize) { offset -> ComplexField.transform(arg.buffer[offset]) }
+        return BufferedNDFieldElement(this, array)
+    }
+
+    override fun produce(initializer: ComplexField.(IntArray) -> Complex): ComplexNDElement {
+        val array = buildBuffer(strides.linearSize) { offset -> elementContext.initializer(strides.index(offset)) }
+        return BufferedNDFieldElement(this, array)
+    }
+
+    override fun mapIndexed(
+        arg: NDBuffer<Complex>,
+        transform: ComplexField.(index: IntArray, Complex) -> Complex
+    ): ComplexNDElement {
+        check(arg)
+        return BufferedNDFieldElement(
+            this,
+            buildBuffer(arg.strides.linearSize) { offset ->
+                elementContext.transform(
+                    arg.strides.index(offset),
+                    arg.buffer[offset]
+                )
+            })
+    }
+
+    override fun combine(
+        a: NDBuffer<Complex>,
+        b: NDBuffer<Complex>,
+        transform: ComplexField.(Complex, Complex) -> Complex
+    ): ComplexNDElement {
+        check(a, b)
+        return BufferedNDFieldElement(
+            this,
+            buildBuffer(strides.linearSize) { offset -> elementContext.transform(a.buffer[offset], b.buffer[offset]) })
+    }
+
+    override fun NDBuffer<Complex>.toElement(): FieldElement<NDBuffer<Complex>, *, out BufferedNDField<Complex, ComplexField>> =
+        BufferedNDFieldElement(this@ComplexNDField, buffer)
+
+    override fun power(arg: NDBuffer<Complex>, pow: Number) = map(arg) { power(it, pow) }
+
+    override fun exp(arg: NDBuffer<Complex>) = map(arg) { exp(it) }
+
+    override fun ln(arg: NDBuffer<Complex>) = map(arg) { ln(it) }
+
+    override fun sin(arg: NDBuffer<Complex>) = map(arg) { sin(it) }
+
+    override fun cos(arg: NDBuffer<Complex>) = map(arg) { cos(it) }
+
+}
+
+
+/**
+ * Fast element production using function inlining
+ */
+inline fun BufferedNDField<Complex, ComplexField>.produceInline(crossinline initializer: ComplexField.(Int) -> Complex): ComplexNDElement {
+    val buffer = Buffer.complex(strides.linearSize) { offset -> ComplexField.initializer(offset) }
+    return BufferedNDFieldElement(this, buffer)
+}
+
+/**
+ * Map one [ComplexNDElement] using function with indexes
+ */
+inline fun ComplexNDElement.mapIndexed(crossinline transform: ComplexField.(index: IntArray, Complex) -> Complex) =
+    context.produceInline { offset -> transform(strides.index(offset), buffer[offset]) }
+
+/**
+ * Map one [ComplexNDElement] using function without indexes
+ */
+inline fun ComplexNDElement.map(crossinline transform: ComplexField.(Complex) -> Complex): ComplexNDElement {
+    val buffer = Buffer.complex(strides.linearSize) { offset -> ComplexField.transform(buffer[offset]) }
+    return BufferedNDFieldElement(context, buffer)
+}
+
+/**
+ * Element by element application of any operation on elements to the whole array. Just like in numpy
+ */
+operator fun Function1<Complex, Complex>.invoke(ndElement: ComplexNDElement) =
+    ndElement.map { this@invoke(it) }
+
+
+/* plus and minus */
+
+/**
+ * Summation operation for [BufferedNDElement] and single element
+ */
+operator fun ComplexNDElement.plus(arg: Complex) =
+    map { it + arg }
+
+/**
+ * Subtraction operation between [BufferedNDElement] and single element
+ */
+operator fun ComplexNDElement.minus(arg: Complex) =
+    map { it - arg }

kmath-core/src/jvmMain/kotlin/scientifik/kmath/structures/ObjectBuffer.kt

@@ -2,6 +2,9 @@ package scientifik.kmath.structures
 
 import java.nio.ByteBuffer
 
+/**
+ * A non-boxing buffer based on [ByteBuffer] storage
+ */
 class ObjectBuffer<T : Any>(private val buffer: ByteBuffer, private val spec: FixedSizeBufferSpec<T>) :
     MutableBuffer<T> {
     override val size: Int

kmath-core/src/jvmMain/kotlin/scientifik/kmath/structures/RealBufferSpec.kt

@@ -6,17 +6,22 @@ import java.nio.ByteBuffer
 object RealBufferSpec : FixedSizeBufferSpec<Real> {
     override val unitSize: Int = 8
 
-    override fun fromBuffer(buffer: ByteBuffer): Real = Real(buffer.double)
+    override fun ByteBuffer.readObject(): Real = Real(double)
 
-    override fun toBuffer(value: Real): ByteBuffer = ByteBuffer.allocate(8).apply { putDouble(value.value) }
+    override fun ByteBuffer.writeObject(value: Real) {
+        putDouble(value.value)
+    }
 }
 
 object DoubleBufferSpec : FixedSizeBufferSpec<Double> {
     override val unitSize: Int = 8
 
-    override fun fromBuffer(buffer: ByteBuffer): Double = buffer.double
+    override fun ByteBuffer.readObject() = double
+
+    override fun ByteBuffer.writeObject(value: Double) {
+        putDouble(value)
+    }
 
-    override fun toBuffer(value: Double): ByteBuffer = ByteBuffer.allocate(8).apply { putDouble(value) }
 }
 
 fun Double.Companion.createBuffer(size: Int) = ObjectBuffer.create(DoubleBufferSpec, size)