teldufalsari/kmath
2
0
Fork 0
forked from kscience/kmath
Code Pull Requests 1 Activity

Add README.md for kmath-nd4j

Browse Source
This commit is contained in:
Iaroslav 2020-06-29 22:06:13 +07:00
parent d87dd3e717
commit f54e5679cf
No known key found for this signature in database
GPG Key ID: 46E15E4A31B3BCD7
2 changed files with 77 additions and 4 deletions
Show Stats Download Patch File Download Diff File Expand all files Collapse all files

73
kmath-nd4j/README.md Normal file
View File

@ -0,0 +1,73 @@
# ND4J NDStructure implementation (`kmath-nd4j`)
This subproject implements the following features:
- NDStructure wrapper for INDArray.
- Optimized NDRing implementation for INDArray storing Ints.
- Optimized NDField implementation for INDArray storing Floats and Doubles.
> #### Artifact:
> This module is distributed in the artifact `scientifik:kmath-nd4j:0.1.4-dev-8`.
>
> **Gradle:**
>
> ```gradle
> repositories {
> maven { url 'https://dl.bintray.com/mipt-npm/scientifik' }
> maven { url 'https://dl.bintray.com/mipt-npm/dev' }
> }
>
> dependencies {
> implementation 'scientifik:kmath-nd4j:0.1.4-dev-8'
> }
> ```
> **Gradle Kotlin DSL:**
>
> ```kotlin
> repositories {
> maven("https://dl.bintray.com/mipt-npm/scientifik")
> maven("https://dl.bintray.com/mipt-npm/dev")
> }
>
> dependencies {
> implementation("scientifik:kmath-nd4j:0.1.4-dev-8")
> }
> ```
>
## Examples
NDStructure wrapper for INDArray:
```kotlin
import org.nd4j.linalg.factory.*
import scientifik.kmath.nd4j.*
import scientifik.kmath.structures.*
val array = Nd4j.ones(2, 2)!!.asRealStructure()
println(array[0, 0]) // 1.0
array[intArrayOf(0, 0)] = 24.0
println(array[0, 0]) // 24.0
```
Fast element-wise arithmetics for INDArray:
```kotlin
import org.nd4j.linalg.factory.*
import scientifik.kmath.nd4j.*
import scientifik.kmath.operations.*
val field = RealINDArrayField(intArrayOf(2, 2))
val array = Nd4j.rand(2, 2)!!.asRealStructure()
val res = field {
(25.0 / array + 20) * 4
}
println(res.ndArray)
// [[ 250.6449, 428.5840],
// [ 269.7913, 202.2077]]
```
Contributed by [Iaroslav Postovalov](https://github.com/CommanderTvis).

8
kmath-nd4j/src/main/kotlin/scientifik.kmath.nd4j/INDArrayStructures.kt
View File

@ -15,7 +15,7 @@ interface INDArrayStructure<T> : NDStructure<T> {
}
data class INDArrayIntStructure(override val ndArray: INDArray) : INDArrayStructure<Int>, MutableNDStructure<Int> {
override fun elementsIterator(): Iterator<Pair<IntArray, Int>> = INDArrayIntIterator(ndArray)
override fun elementsIterator(): Iterator<Pair<IntArray, Int>> = ndArray.intIterator()
override fun get(index: IntArray): Int = ndArray.getInt(*index)
override fun set(index: IntArray, value: Int): Unit = run { ndArray.putScalar(index, value) }
}
@ -23,7 +23,7 @@ data class INDArrayIntStructure(override val ndArray: INDArray) : INDArrayStruct
fun INDArray.asIntStructure(): INDArrayIntStructure = INDArrayIntStructure(this)
data class INDArrayLongStructure(override val ndArray: INDArray) : INDArrayStructure<Long> {
override fun elementsIterator(): Iterator<Pair<IntArray, Long>> = INDArrayLongIterator(ndArray)
override fun elementsIterator(): Iterator<Pair<IntArray, Long>> = ndArray.longIterator()
override fun get(index: IntArray): Long = ndArray.getLong(*index.toLongArray())
}
@ -31,7 +31,7 @@ fun INDArray.asLongStructure(): INDArrayLongStructure = INDArrayLongStructure(th
data class INDArrayRealStructure(override val ndArray: INDArray) : INDArrayStructure<Double>,
MutableNDStructure<Double> {
override fun elementsIterator(): Iterator<Pair<IntArray, Double>> = INDArrayRealIterator(ndArray)
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) }
}
@ -40,7 +40,7 @@ fun INDArray.asRealStructure(): INDArrayRealStructure = INDArrayRealStructure(th
data class INDArrayFloatStructure(override val ndArray: INDArray) : INDArrayStructure<Float>,
MutableNDStructure<Float> {
override fun elementsIterator(): Iterator<Pair<IntArray, Float>> = INDArrayFloatIterator(ndArray)
override fun elementsIterator(): Iterator<Pair<IntArray, Float>> = ndArray.floatIterator()
override fun get(index: IntArray): Float = ndArray.getFloat(*index)
override fun set(index: IntArray, value: Float): Unit = run { ndArray.putScalar(index, value) }
}