Minor refactor
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@ -50,7 +50,7 @@ array[intArrayOf(0, 0)] = 24.0
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println(array[0, 0]) // 24.0
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```
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Fast element-wise arithmetics for INDArray:
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Fast element-wise and in-place arithmetics for INDArray:
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```kotlin
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import org.nd4j.linalg.factory.*
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@ -9,24 +9,22 @@ import scientifik.kmath.structures.NDRing
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interface INDArrayRing<T, R, N> :
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NDRing<T, R, N> where R : Ring<T>, N : INDArrayStructure<T>, N : MutableNDStructure<T> {
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fun INDArray.wrap(): N
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override val zero: N
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get() = Nd4j.zeros(*shape).wrap()
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override val one: N
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get() = Nd4j.ones(*shape).wrap()
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fun INDArray.wrap(): N
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override fun produce(initializer: R.(IntArray) -> T): N {
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val struct = Nd4j.create(*shape).wrap()
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val struct = Nd4j.create(*shape)!!.wrap()
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struct.elements().map(Pair<IntArray, T>::first).forEach { struct[it] = elementContext.initializer(it) }
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return struct
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}
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override fun map(arg: N, transform: R.(T) -> T): N {
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val new = Nd4j.create(*shape)
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Nd4j.copy(arg.ndArray, new)
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val newStruct = new.wrap()
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val newStruct = arg.ndArray.dup().wrap()
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newStruct.elements().forEach { (idx, value) -> newStruct[idx] = elementContext.transform(value) }
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return newStruct
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}
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@ -52,6 +50,7 @@ interface INDArrayRing<T, R, N> :
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override fun N.minus(b: Number): N = ndArray.subi(b).wrap()
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override fun N.plus(b: Number): N = ndArray.addi(b).wrap()
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override fun N.times(k: Number): N = ndArray.muli(k).wrap()
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override fun Number.minus(b: N): N = b.ndArray.rsubi(this).wrap()
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}
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interface INDArrayField<T, F, N> : NDField<T, F, N>,
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@ -61,13 +60,14 @@ interface INDArrayField<T, F, N> : NDField<T, F, N>,
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}
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class RealINDArrayField(override val shape: IntArray, override val elementContext: Field<Double> = RealField) :
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INDArrayField<Double, Field<Double>, INDArrayRealStructure> {
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INDArrayField<Double, Field<Double>, INDArrayRealStructure> {
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override fun INDArray.wrap(): INDArrayRealStructure = asRealStructure()
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override fun INDArrayRealStructure.div(arg: Double): INDArrayRealStructure = ndArray.divi(arg).wrap()
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override fun INDArrayRealStructure.plus(arg: Double): INDArrayRealStructure = ndArray.addi(arg).wrap()
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override fun INDArrayRealStructure.minus(arg: Double): INDArrayRealStructure = ndArray.subi(arg).wrap()
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override fun INDArrayRealStructure.times(arg: Double): INDArrayRealStructure = ndArray.muli(arg).wrap()
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override fun Double.div(arg: INDArrayRealStructure): INDArrayRealStructure = arg.ndArray.rdivi(this).wrap()
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override fun Double.minus(arg: INDArrayRealStructure): INDArrayRealStructure = arg.ndArray.rsubi(this).wrap()
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}
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class FloatINDArrayField(override val shape: IntArray, override val elementContext: Field<Float> = FloatField) :
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@ -78,6 +78,7 @@ class FloatINDArrayField(override val shape: IntArray, override val elementConte
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override fun INDArrayFloatStructure.minus(arg: Float): INDArrayFloatStructure = ndArray.subi(arg).wrap()
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override fun INDArrayFloatStructure.times(arg: Float): INDArrayFloatStructure = ndArray.muli(arg).wrap()
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override fun Float.div(arg: INDArrayFloatStructure): INDArrayFloatStructure = arg.ndArray.rdivi(this).wrap()
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override fun Float.minus(arg: INDArrayFloatStructure): INDArrayFloatStructure = arg.ndArray.rsubi(this).wrap()
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}
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class IntINDArrayRing(override val shape: IntArray, override val elementContext: Ring<Int> = IntRing) :
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@ -86,4 +87,5 @@ class IntINDArrayRing(override val shape: IntArray, override val elementContext:
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override fun INDArrayIntStructure.plus(arg: Int): INDArrayIntStructure = ndArray.addi(arg).wrap()
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override fun INDArrayIntStructure.minus(arg: Int): INDArrayIntStructure = ndArray.subi(arg).wrap()
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override fun INDArrayIntStructure.times(arg: Int): INDArrayIntStructure = ndArray.muli(arg).wrap()
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override fun Int.minus(arg: INDArrayIntStructure): INDArrayIntStructure = arg.ndArray.rsubi(this).wrap()
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}
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