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Implement kmath-nd4j: module that implements NDStructure for INDArray of ND4J #116

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CommanderTvis merged 50 commits from nd4j into dev 2020-10-29 19:58:53 +03:00
Conversation 2 Commits 50 Files Changed 19 +73 -32
5 changed files with 73 additions and 32 deletions
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1
kmath-nd4j/src/main/kotlin/scientifik.kmath.nd4j/Arrays.kt
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@ -1,3 +1,4 @@
package scientifik.kmath.nd4j package scientifik.kmath.nd4j
internal fun widenToLongArray(ia: IntArray): LongArray = LongArray(ia.size) { ia[it].toLong() }
internal fun narrowToIntArray(la: LongArray): IntArray = IntArray(la.size) { la[it].toInt() } internal fun narrowToIntArray(la: LongArray): IntArray = IntArray(la.size) { la[it].toInt() }

19
kmath-nd4j/src/main/kotlin/scientifik.kmath.nd4j/INDArrayScalarsIterator.kt
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package scientifik.kmath.nd4j
import org.nd4j.linalg.api.ndarray.INDArray
import org.nd4j.linalg.api.shape.Shape
internal class INDArrayScalarsIterator(private val iterateOver: INDArray) : Iterator<Pair<IntArray, INDArray>> {
private var i: Int = 0
override fun hasNext(): Boolean = i < iterateOver.length()
override fun next(): Pair<IntArray, INDArray> {
val idx = if (iterateOver.ordering() == 'c')
Shape.ind2subC(iterateOver, i++.toLong())!!
else
Shape.ind2sub(iterateOver, i++.toLong())!!
return narrowToIntArray(idx) to iterateOver.getScalar(*idx)
}
}

12
kmath-nd4j/src/main/kotlin/scientifik.kmath.nd4j/ND4JStructure.kt
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package scientifik.kmath.nd4j
import org.nd4j.linalg.api.ndarray.INDArray
import scientifik.kmath.structures.NDStructure
data class ND4JStructure<T>(val ndArray: INDArray) : NDStructure<INDArray> {
override val shape: IntArray
get() = narrowToIntArray(ndArray.shape())
override fun get(index: IntArray): INDArray = ndArray.getScalar(*index)
override fun elements(): Sequence<Pair<IntArray, INDArray>> = Sequence { INDArrayScalarsIterator(ndArray) }
}

37
kmath-nd4j/src/main/kotlin/scientifik.kmath.nd4j/NDArrayIterators.kt Normal file
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package scientifik.kmath.nd4j
import org.nd4j.linalg.api.ndarray.INDArray
import org.nd4j.linalg.api.shape.Shape
internal sealed class INDArrayIteratorBase<T>(protected val iterateOver: INDArray) : Iterator<Pair<IntArray, T>> {
private var i: Int = 0
override fun hasNext(): Boolean = i < iterateOver.length()
abstract fun getSingle(indices: LongArray): T
final override fun next(): Pair<IntArray, T> {
val la = if (iterateOver.ordering() == 'c')
Shape.ind2subC(iterateOver, i++.toLong())!!
else
Shape.ind2sub(iterateOver, i++.toLong())!!
return narrowToIntArray(la) to getSingle(la)
}
}
internal class INDArrayDoubleIterator(iterateOver: INDArray) : INDArrayIteratorBase<Double>(iterateOver) {
override fun getSingle(indices: LongArray): Double = iterateOver.getDouble(*indices)
}
internal class INDArrayLongIterator(iterateOver: INDArray) : INDArrayIteratorBase<Long>(iterateOver) {
override fun getSingle(indices: LongArray) = iterateOver.getLong(*indices)
}
internal class INDArrayIntIterator(iterateOver: INDArray) : INDArrayIteratorBase<Int>(iterateOver) {
override fun getSingle(indices: LongArray) = iterateOver.getInt(*narrowToIntArray(indices))
}
internal class INDArrayFloatIterator(iterateOver: INDArray) : INDArrayIteratorBase<Float>(iterateOver) {
override fun getSingle(indices: LongArray) = iterateOver.getFloat(*indices)
}

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kmath-nd4j/src/main/kotlin/scientifik.kmath.nd4j/ScalarsND4JStructure.kt Normal file
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package scientifik.kmath.nd4j
import org.nd4j.linalg.api.ndarray.INDArray
import scientifik.kmath.structures.NDStructure
interface INDArrayStructureBase<T> : NDStructure<T> {
val ndArray: INDArray
override val shape: IntArray
get() = narrowToIntArray(ndArray.shape())
fun elementsIterator(): Iterator<Pair<IntArray, T>>
override fun elements(): Sequence<Pair<IntArray, T>> = Sequence { elementsIterator() }
}
data class INDArrayIntStructure(override val ndArray: INDArray) : INDArrayStructureBase<Int> {
override fun elementsIterator(): Iterator<Pair<IntArray, Int>> = INDArrayIntIterator(ndArray)
override fun get(index: IntArray): Int = ndArray.getInt(*index)
}
data class INDArrayLongStructure(override val ndArray: INDArray) : INDArrayStructureBase<Long> {
override fun elementsIterator(): Iterator<Pair<IntArray, Long>> = INDArrayLongIterator(ndArray)
override fun get(index: IntArray): Long = ndArray.getLong(*widenToLongArray(index))
}
data class INDArrayDoubleStructure(override val ndArray: INDArray) : INDArrayStructureBase<Double> {
override fun elementsIterator(): Iterator<Pair<IntArray, Double>> = INDArrayDoubleIterator(ndArray)
override fun get(index: IntArray): Double = ndArray.getDouble(*index)
}
data class INDArrayFloatStructure(override val ndArray: INDArray) : INDArrayStructureBase<Float> {
override fun elementsIterator(): Iterator<Pair<IntArray, Float>> = INDArrayFloatIterator(ndArray)
override fun get(index: IntArray): Float = ndArray.getFloat(*index)
}