Merge histograms

This commit is contained in:
Alexander Nozik 2021-02-19 10:52:56 +03:00
parent c6ea423bd6
commit 209e17cd42
16 changed files with 1514 additions and 1493 deletions

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@ -10,11 +10,12 @@
> >
> ```gradle > ```gradle
> repositories { > repositories {
> maven { url "https://dl.bintray.com/kotlin/kotlin-eap" } > maven { url 'https://repo.kotlin.link' }
> maven { url 'https://dl.bintray.com/mipt-npm/kscience' }
> maven { url 'https://dl.bintray.com/mipt-npm/dev' }
> maven { url 'https://dl.bintray.com/hotkeytlt/maven' } > maven { url 'https://dl.bintray.com/hotkeytlt/maven' }
> > maven { url "https://dl.bintray.com/kotlin/kotlin-eap" } // include for builds based on kotlin-eap
>// Uncomment if repo.kotlin.link is unavailable
>// maven { url 'https://dl.bintray.com/mipt-npm/kscience' }
>// maven { url 'https://dl.bintray.com/mipt-npm/dev' }
> } > }
> >
> dependencies { > dependencies {
@ -25,10 +26,12 @@
> >
> ```kotlin > ```kotlin
> repositories { > repositories {
> maven("https://dl.bintray.com/kotlin/kotlin-eap") > maven("https://repo.kotlin.link")
> maven("https://dl.bintray.com/mipt-npm/kscience") > maven("https://dl.bintray.com/kotlin/kotlin-eap") // include for builds based on kotlin-eap
> maven("https://dl.bintray.com/mipt-npm/dev") > maven("https://dl.bintray.com/hotkeytlt/maven") // required for a
> maven("https://dl.bintray.com/hotkeytlt/maven") >// Uncomment if repo.kotlin.link is unavailable
>// maven("https://dl.bintray.com/mipt-npm/kscience")
>// maven("https://dl.bintray.com/mipt-npm/dev")
> } > }
> >
> dependencies { > dependencies {

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@ -12,7 +12,7 @@ This subproject implements the following features:
> #### Artifact: > #### Artifact:
> >
> This module artifact: `kscience.kmath:kmath-ast:0.2.0-dev-7`. > This module artifact: `space.kscience:kmath-ast:0.2.0-dev-7`.
> >
> Bintray release version: [ ![Download](https://api.bintray.com/packages/mipt-npm/kscience/kmath-ast/images/download.svg) ](https://bintray.com/mipt-npm/kscience/kmath-ast/_latestVersion) > Bintray release version: [ ![Download](https://api.bintray.com/packages/mipt-npm/kscience/kmath-ast/images/download.svg) ](https://bintray.com/mipt-npm/kscience/kmath-ast/_latestVersion)
> >
@ -22,29 +22,32 @@ This subproject implements the following features:
> >
> ```gradle > ```gradle
> repositories { > repositories {
> maven { url "https://dl.bintray.com/kotlin/kotlin-eap" } > maven { url 'https://repo.kotlin.link' }
> maven { url 'https://dl.bintray.com/mipt-npm/kscience' }
> maven { url 'https://dl.bintray.com/mipt-npm/dev' }
> maven { url 'https://dl.bintray.com/hotkeytlt/maven' } > maven { url 'https://dl.bintray.com/hotkeytlt/maven' }
> > maven { url "https://dl.bintray.com/kotlin/kotlin-eap" } // include for builds based on kotlin-eap
>// Uncomment if repo.kotlin.link is unavailable
>// maven { url 'https://dl.bintray.com/mipt-npm/kscience' }
>// maven { url 'https://dl.bintray.com/mipt-npm/dev' }
> } > }
> >
> dependencies { > dependencies {
> implementation 'kscience.kmath:kmath-ast:0.2.0-dev-7' > implementation 'space.kscience:kmath-ast:0.2.0-dev-7'
> } > }
> ``` > ```
> **Gradle Kotlin DSL:** > **Gradle Kotlin DSL:**
> >
> ```kotlin > ```kotlin
> repositories { > repositories {
> maven("https://dl.bintray.com/kotlin/kotlin-eap") > maven("https://repo.kotlin.link")
> maven("https://dl.bintray.com/mipt-npm/kscience") > maven("https://dl.bintray.com/kotlin/kotlin-eap") // include for builds based on kotlin-eap
> maven("https://dl.bintray.com/mipt-npm/dev") > maven("https://dl.bintray.com/hotkeytlt/maven") // required for a
> maven("https://dl.bintray.com/hotkeytlt/maven") >// Uncomment if repo.kotlin.link is unavailable
>// maven("https://dl.bintray.com/mipt-npm/kscience")
>// maven("https://dl.bintray.com/mipt-npm/dev")
> } > }
> >
> dependencies { > dependencies {
> implementation("kscience.kmath:kmath-ast:0.2.0-dev-7") > implementation("space.kscience:kmath-ast:0.2.0-dev-7")
> } > }
> ``` > ```
@ -61,10 +64,10 @@ For example, the following builder:
RealField.mstInField { symbol("x") + 2 }.compile() RealField.mstInField { symbol("x") + 2 }.compile()
``` ```
leads to generation of bytecode, which can be decompiled to the following Java class: … leads to generation of bytecode, which can be decompiled to the following Java class:
```java ```java
package kscience.kmath.asm.generated; package space.kscience.kmath.asm.generated;
import java.util.Map; import java.util.Map;
import kotlin.jvm.functions.Function2; import kotlin.jvm.functions.Function2;

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@ -22,7 +22,7 @@ RealField.mstInField { symbol("x") + 2 }.compile()
… leads to generation of bytecode, which can be decompiled to the following Java class: … leads to generation of bytecode, which can be decompiled to the following Java class:
```java ```java
package kscience.kmath.asm.generated; package space.kscience.kmath.asm.generated;
import java.util.Map; import java.util.Map;
import kotlin.jvm.functions.Function2; import kotlin.jvm.functions.Function2;

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@ -8,7 +8,7 @@ Complex and hypercomplex number systems in KMath:
> #### Artifact: > #### Artifact:
> >
> This module artifact: `kscience.kmath:kmath-complex:0.2.0-dev-7`. > This module artifact: `space.kscience:kmath-complex:0.2.0-dev-7`.
> >
> Bintray release version: [ ![Download](https://api.bintray.com/packages/mipt-npm/kscience/kmath-complex/images/download.svg) ](https://bintray.com/mipt-npm/kscience/kmath-complex/_latestVersion) > Bintray release version: [ ![Download](https://api.bintray.com/packages/mipt-npm/kscience/kmath-complex/images/download.svg) ](https://bintray.com/mipt-npm/kscience/kmath-complex/_latestVersion)
> >
@ -18,28 +18,31 @@ Complex and hypercomplex number systems in KMath:
> >
> ```gradle > ```gradle
> repositories { > repositories {
> maven { url "https://dl.bintray.com/kotlin/kotlin-eap" } > maven { url 'https://repo.kotlin.link' }
> maven { url 'https://dl.bintray.com/mipt-npm/kscience' }
> maven { url 'https://dl.bintray.com/mipt-npm/dev' }
> maven { url 'https://dl.bintray.com/hotkeytlt/maven' } > maven { url 'https://dl.bintray.com/hotkeytlt/maven' }
> > maven { url "https://dl.bintray.com/kotlin/kotlin-eap" } // include for builds based on kotlin-eap
>// Uncomment if repo.kotlin.link is unavailable
>// maven { url 'https://dl.bintray.com/mipt-npm/kscience' }
>// maven { url 'https://dl.bintray.com/mipt-npm/dev' }
> } > }
> >
> dependencies { > dependencies {
> implementation 'kscience.kmath:kmath-complex:0.2.0-dev-7' > implementation 'space.kscience:kmath-complex:0.2.0-dev-7'
> } > }
> ``` > ```
> **Gradle Kotlin DSL:** > **Gradle Kotlin DSL:**
> >
> ```kotlin > ```kotlin
> repositories { > repositories {
> maven("https://dl.bintray.com/kotlin/kotlin-eap") > maven("https://repo.kotlin.link")
> maven("https://dl.bintray.com/mipt-npm/kscience") > maven("https://dl.bintray.com/kotlin/kotlin-eap") // include for builds based on kotlin-eap
> maven("https://dl.bintray.com/mipt-npm/dev") > maven("https://dl.bintray.com/hotkeytlt/maven") // required for a
> maven("https://dl.bintray.com/hotkeytlt/maven") >// Uncomment if repo.kotlin.link is unavailable
>// maven("https://dl.bintray.com/mipt-npm/kscience")
>// maven("https://dl.bintray.com/mipt-npm/dev")
> } > }
> >
> dependencies { > dependencies {
> implementation("kscience.kmath:kmath-complex:0.2.0-dev-7") > implementation("space.kscience:kmath-complex:0.2.0-dev-7")
> } > }
> ``` > ```

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@ -15,7 +15,7 @@ performance calculations to code generation.
> #### Artifact: > #### Artifact:
> >
> This module artifact: `kscience.kmath:kmath-core:0.2.0-dev-7`. > This module artifact: `space.kscience:kmath-core:0.2.0-dev-7`.
> >
> Bintray release version: [ ![Download](https://api.bintray.com/packages/mipt-npm/kscience/kmath-core/images/download.svg) ](https://bintray.com/mipt-npm/kscience/kmath-core/_latestVersion) > Bintray release version: [ ![Download](https://api.bintray.com/packages/mipt-npm/kscience/kmath-core/images/download.svg) ](https://bintray.com/mipt-npm/kscience/kmath-core/_latestVersion)
> >
@ -25,28 +25,31 @@ performance calculations to code generation.
> >
> ```gradle > ```gradle
> repositories { > repositories {
> maven { url "https://dl.bintray.com/kotlin/kotlin-eap" } > maven { url 'https://repo.kotlin.link' }
> maven { url 'https://dl.bintray.com/mipt-npm/kscience' }
> maven { url 'https://dl.bintray.com/mipt-npm/dev' }
> maven { url 'https://dl.bintray.com/hotkeytlt/maven' } > maven { url 'https://dl.bintray.com/hotkeytlt/maven' }
> > maven { url "https://dl.bintray.com/kotlin/kotlin-eap" } // include for builds based on kotlin-eap
>// Uncomment if repo.kotlin.link is unavailable
>// maven { url 'https://dl.bintray.com/mipt-npm/kscience' }
>// maven { url 'https://dl.bintray.com/mipt-npm/dev' }
> } > }
> >
> dependencies { > dependencies {
> implementation 'kscience.kmath:kmath-core:0.2.0-dev-7' > implementation 'space.kscience:kmath-core:0.2.0-dev-7'
> } > }
> ``` > ```
> **Gradle Kotlin DSL:** > **Gradle Kotlin DSL:**
> >
> ```kotlin > ```kotlin
> repositories { > repositories {
> maven("https://dl.bintray.com/kotlin/kotlin-eap") > maven("https://repo.kotlin.link")
> maven("https://dl.bintray.com/mipt-npm/kscience") > maven("https://dl.bintray.com/kotlin/kotlin-eap") // include for builds based on kotlin-eap
> maven("https://dl.bintray.com/mipt-npm/dev") > maven("https://dl.bintray.com/hotkeytlt/maven") // required for a
> maven("https://dl.bintray.com/hotkeytlt/maven") >// Uncomment if repo.kotlin.link is unavailable
>// maven("https://dl.bintray.com/mipt-npm/kscience")
>// maven("https://dl.bintray.com/mipt-npm/dev")
> } > }
> >
> dependencies { > dependencies {
> implementation("kscience.kmath:kmath-core:0.2.0-dev-7") > implementation("space.kscience:kmath-core:0.2.0-dev-7")
> } > }
> ``` > ```

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@ -13,12 +13,12 @@
* See the License for the specific language governing permissions and * See the License for the specific language governing permissions and
* limitations under the License. * limitations under the License.
*/ */
package kscience.kmath.domains package space.kscience.kmath.domains
import kscience.kmath.linear.Point import space.kscience.kmath.linear.Point
import kscience.kmath.structures.Buffer import space.kscience.kmath.structures.Buffer
import kscience.kmath.structures.RealBuffer import space.kscience.kmath.structures.RealBuffer
import kscience.kmath.structures.indices import space.kscience.kmath.structures.indices
/** /**
* *

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@ -7,7 +7,7 @@
> #### Artifact: > #### Artifact:
> >
> This module artifact: `kscience.kmath:kmath-for-real:0.2.0-dev-7`. > This module artifact: `space.kscience:kmath-for-real:0.2.0-dev-7`.
> >
> Bintray release version: [ ![Download](https://api.bintray.com/packages/mipt-npm/kscience/kmath-for-real/images/download.svg) ](https://bintray.com/mipt-npm/kscience/kmath-for-real/_latestVersion) > Bintray release version: [ ![Download](https://api.bintray.com/packages/mipt-npm/kscience/kmath-for-real/images/download.svg) ](https://bintray.com/mipt-npm/kscience/kmath-for-real/_latestVersion)
> >
@ -17,28 +17,31 @@
> >
> ```gradle > ```gradle
> repositories { > repositories {
> maven { url "https://dl.bintray.com/kotlin/kotlin-eap" } > maven { url 'https://repo.kotlin.link' }
> maven { url 'https://dl.bintray.com/mipt-npm/kscience' }
> maven { url 'https://dl.bintray.com/mipt-npm/dev' }
> maven { url 'https://dl.bintray.com/hotkeytlt/maven' } > maven { url 'https://dl.bintray.com/hotkeytlt/maven' }
> > maven { url "https://dl.bintray.com/kotlin/kotlin-eap" } // include for builds based on kotlin-eap
>// Uncomment if repo.kotlin.link is unavailable
>// maven { url 'https://dl.bintray.com/mipt-npm/kscience' }
>// maven { url 'https://dl.bintray.com/mipt-npm/dev' }
> } > }
> >
> dependencies { > dependencies {
> implementation 'kscience.kmath:kmath-for-real:0.2.0-dev-7' > implementation 'space.kscience:kmath-for-real:0.2.0-dev-7'
> } > }
> ``` > ```
> **Gradle Kotlin DSL:** > **Gradle Kotlin DSL:**
> >
> ```kotlin > ```kotlin
> repositories { > repositories {
> maven("https://dl.bintray.com/kotlin/kotlin-eap") > maven("https://repo.kotlin.link")
> maven("https://dl.bintray.com/mipt-npm/kscience") > maven("https://dl.bintray.com/kotlin/kotlin-eap") // include for builds based on kotlin-eap
> maven("https://dl.bintray.com/mipt-npm/dev") > maven("https://dl.bintray.com/hotkeytlt/maven") // required for a
> maven("https://dl.bintray.com/hotkeytlt/maven") >// Uncomment if repo.kotlin.link is unavailable
>// maven("https://dl.bintray.com/mipt-npm/kscience")
>// maven("https://dl.bintray.com/mipt-npm/dev")
> } > }
> >
> dependencies { > dependencies {
> implementation("kscience.kmath:kmath-for-real:0.2.0-dev-7") > implementation("space.kscience:kmath-for-real:0.2.0-dev-7")
> } > }
> ``` > ```

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@ -10,7 +10,7 @@ Functions and interpolations:
> #### Artifact: > #### Artifact:
> >
> This module artifact: `kscience.kmath:kmath-functions:0.2.0-dev-7`. > This module artifact: `space.kscience:kmath-functions:0.2.0-dev-7`.
> >
> Bintray release version: [ ![Download](https://api.bintray.com/packages/mipt-npm/kscience/kmath-functions/images/download.svg) ](https://bintray.com/mipt-npm/kscience/kmath-functions/_latestVersion) > Bintray release version: [ ![Download](https://api.bintray.com/packages/mipt-npm/kscience/kmath-functions/images/download.svg) ](https://bintray.com/mipt-npm/kscience/kmath-functions/_latestVersion)
> >
@ -20,28 +20,31 @@ Functions and interpolations:
> >
> ```gradle > ```gradle
> repositories { > repositories {
> maven { url "https://dl.bintray.com/kotlin/kotlin-eap" } > maven { url 'https://repo.kotlin.link' }
> maven { url 'https://dl.bintray.com/mipt-npm/kscience' }
> maven { url 'https://dl.bintray.com/mipt-npm/dev' }
> maven { url 'https://dl.bintray.com/hotkeytlt/maven' } > maven { url 'https://dl.bintray.com/hotkeytlt/maven' }
> > maven { url "https://dl.bintray.com/kotlin/kotlin-eap" } // include for builds based on kotlin-eap
>// Uncomment if repo.kotlin.link is unavailable
>// maven { url 'https://dl.bintray.com/mipt-npm/kscience' }
>// maven { url 'https://dl.bintray.com/mipt-npm/dev' }
> } > }
> >
> dependencies { > dependencies {
> implementation 'kscience.kmath:kmath-functions:0.2.0-dev-7' > implementation 'space.kscience:kmath-functions:0.2.0-dev-7'
> } > }
> ``` > ```
> **Gradle Kotlin DSL:** > **Gradle Kotlin DSL:**
> >
> ```kotlin > ```kotlin
> repositories { > repositories {
> maven("https://dl.bintray.com/kotlin/kotlin-eap") > maven("https://repo.kotlin.link")
> maven("https://dl.bintray.com/mipt-npm/kscience") > maven("https://dl.bintray.com/kotlin/kotlin-eap") // include for builds based on kotlin-eap
> maven("https://dl.bintray.com/mipt-npm/dev") > maven("https://dl.bintray.com/hotkeytlt/maven") // required for a
> maven("https://dl.bintray.com/hotkeytlt/maven") >// Uncomment if repo.kotlin.link is unavailable
>// maven("https://dl.bintray.com/mipt-npm/kscience")
>// maven("https://dl.bintray.com/mipt-npm/dev")
> } > }
> >
> dependencies { > dependencies {
> implementation("kscience.kmath:kmath-functions:0.2.0-dev-7") > implementation("space.kscience:kmath-functions:0.2.0-dev-7")
> } > }
> ``` > ```

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@ -2,8 +2,8 @@ package space.kscience.kmath.histogram
import kotlinx.atomicfu.atomic import kotlinx.atomicfu.atomic
import kotlinx.atomicfu.getAndUpdate import kotlinx.atomicfu.getAndUpdate
import kscience.kmath.operations.RealField import space.kscience.kmath.operations.RealField
import kscience.kmath.operations.Space import space.kscience.kmath.operations.Space
/** /**
* Common representation for atomic counters * Common representation for atomic counters

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@ -1,14 +1,14 @@
package kscience.kmath.histogram package space.kscience.kmath.histogram
import kscience.kmath.domains.Domain import space.kscience.kmath.domains.Domain
import kscience.kmath.linear.Point import space.kscience.kmath.linear.Point
import kscience.kmath.misc.UnstableKMathAPI import space.kscience.kmath.misc.UnstableKMathAPI
import kscience.kmath.nd.NDSpace import space.kscience.kmath.nd.NDSpace
import kscience.kmath.nd.NDStructure import space.kscience.kmath.nd.NDStructure
import kscience.kmath.nd.Strides import space.kscience.kmath.nd.Strides
import kscience.kmath.operations.Space import space.kscience.kmath.operations.Space
import kscience.kmath.operations.SpaceElement import space.kscience.kmath.operations.SpaceElement
import kscience.kmath.operations.invoke import space.kscience.kmath.operations.invoke
/** /**
* A simple histogram bin based on domain * A simple histogram bin based on domain

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@ -1,9 +1,9 @@
package kscience.kmath.histogram package space.kscience.kmath.histogram
import kscience.kmath.domains.Domain import space.kscience.kmath.domains.Domain
import kscience.kmath.domains.HyperSquareDomain import space.kscience.kmath.domains.HyperSquareDomain
import kscience.kmath.nd.* import space.kscience.kmath.nd.*
import kscience.kmath.structures.* import space.kscience.kmath.structures.*
import kotlin.math.floor import kotlin.math.floor
public class RealHistogramSpace( public class RealHistogramSpace(

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@ -1,10 +1,8 @@
package scietifik.kmath.histogram package space.kscience.kmath.histogram
import kscience.kmath.histogram.RealHistogramSpace import space.kscience.kmath.operations.invoke
import kscience.kmath.histogram.put import space.kscience.kmath.real.RealVector
import kscience.kmath.operations.invoke import space.kscience.kmath.real.invoke
import kscience.kmath.real.RealVector
import kscience.kmath.real.invoke
import kotlin.random.Random import kotlin.random.Random
import kotlin.test.* import kotlin.test.*
@ -46,7 +44,7 @@ internal class MultivariateHistogramTest {
@Test @Test
fun testHistogramAlgebra() { fun testHistogramAlgebra() {
val hSpace = RealHistogramSpace.fromRanges( RealHistogramSpace.fromRanges(
(-1.0..1.0), (-1.0..1.0),
(-1.0..1.0), (-1.0..1.0),
(-1.0..1.0) (-1.0..1.0)

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@ -1,11 +1,12 @@
package kscience.kmath.histogram package space.kscience.kmath.histogram
import kscience.kmath.domains.UnivariateDomain import space.kscience.kmath.domains.UnivariateDomain
import kscience.kmath.misc.UnstableKMathAPI import space.kscience.kmath.misc.UnstableKMathAPI
import kscience.kmath.operations.Space import space.kscience.kmath.operations.Space
import kscience.kmath.structures.Buffer import space.kscience.kmath.structures.Buffer
import java.util.* import java.util.*
import kotlin.math.abs import kotlin.math.abs
import kotlin.math.floor
import kotlin.math.sqrt import kotlin.math.sqrt
private fun <B : ClosedFloatingPointRange<Double>> TreeMap<Double, B>.getBin(value: Double): B? { private fun <B : ClosedFloatingPointRange<Double>> TreeMap<Double, B>.getBin(value: Double): B? {
@ -68,7 +69,7 @@ public class TreeHistogramSpace(
} }
hBuilder.apply(builder) hBuilder.apply(builder)
val resBins = TreeMap<Double, UnivariateBin>() val resBins = TreeMap<Double, UnivariateBin>()
bins.forEach { key, binCounter -> bins.forEach { (key, binCounter) ->
val count = binCounter.counter.value val count = binCounter.counter.value
resBins[key] = UnivariateBin(binCounter.domain, count, sqrt(count)) resBins[key] = UnivariateBin(binCounter.domain, count, sqrt(count))
} }
@ -122,7 +123,7 @@ public class TreeHistogramSpace(
binSize: Double, binSize: Double,
start: Double = 0.0, start: Double = 0.0,
): TreeHistogramSpace = TreeHistogramSpace { value -> ): TreeHistogramSpace = TreeHistogramSpace { value ->
val center = start + binSize * Math.floor((value - start) / binSize + 0.5) val center = start + binSize * floor((value - start) / binSize + 0.5)
UnivariateDomain((center - binSize / 2)..(center + binSize / 2)) UnivariateDomain((center - binSize / 2)..(center + binSize / 2))
} }

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@ -1,11 +1,11 @@
package kscience.kmath.histogram package space.kscience.kmath.histogram
import kscience.kmath.domains.UnivariateDomain import space.kscience.kmath.domains.UnivariateDomain
import kscience.kmath.misc.UnstableKMathAPI import space.kscience.kmath.misc.UnstableKMathAPI
import kscience.kmath.operations.Space import space.kscience.kmath.operations.Space
import kscience.kmath.operations.SpaceElement import space.kscience.kmath.operations.SpaceElement
import kscience.kmath.structures.Buffer import space.kscience.kmath.structures.Buffer
import kscience.kmath.structures.asSequence import space.kscience.kmath.structures.asSequence
public val UnivariateDomain.center: Double get() = (range.endInclusive - range.start) / 2 public val UnivariateDomain.center: Double get() = (range.endInclusive - range.start) / 2

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@ -9,7 +9,7 @@ This subproject implements the following features:
> #### Artifact: > #### Artifact:
> >
> This module artifact: `kscience.kmath:kmath-nd4j:0.2.0-dev-7`. > This module artifact: `space.kscience:kmath-nd4j:0.2.0-dev-7`.
> >
> Bintray release version: [ ![Download](https://api.bintray.com/packages/mipt-npm/kscience/kmath-nd4j/images/download.svg) ](https://bintray.com/mipt-npm/kscience/kmath-nd4j/_latestVersion) > Bintray release version: [ ![Download](https://api.bintray.com/packages/mipt-npm/kscience/kmath-nd4j/images/download.svg) ](https://bintray.com/mipt-npm/kscience/kmath-nd4j/_latestVersion)
> >
@ -19,29 +19,32 @@ This subproject implements the following features:
> >
> ```gradle > ```gradle
> repositories { > repositories {
> maven { url "https://dl.bintray.com/kotlin/kotlin-eap" } > maven { url 'https://repo.kotlin.link' }
> maven { url 'https://dl.bintray.com/mipt-npm/kscience' }
> maven { url 'https://dl.bintray.com/mipt-npm/dev' }
> maven { url 'https://dl.bintray.com/hotkeytlt/maven' } > maven { url 'https://dl.bintray.com/hotkeytlt/maven' }
> > maven { url "https://dl.bintray.com/kotlin/kotlin-eap" } // include for builds based on kotlin-eap
>// Uncomment if repo.kotlin.link is unavailable
>// maven { url 'https://dl.bintray.com/mipt-npm/kscience' }
>// maven { url 'https://dl.bintray.com/mipt-npm/dev' }
> } > }
> >
> dependencies { > dependencies {
> implementation 'kscience.kmath:kmath-nd4j:0.2.0-dev-7' > implementation 'space.kscience:kmath-nd4j:0.2.0-dev-7'
> } > }
> ``` > ```
> **Gradle Kotlin DSL:** > **Gradle Kotlin DSL:**
> >
> ```kotlin > ```kotlin
> repositories { > repositories {
> maven("https://dl.bintray.com/kotlin/kotlin-eap") > maven("https://repo.kotlin.link")
> maven("https://dl.bintray.com/mipt-npm/kscience") > maven("https://dl.bintray.com/kotlin/kotlin-eap") // include for builds based on kotlin-eap
> maven("https://dl.bintray.com/mipt-npm/dev") > maven("https://dl.bintray.com/hotkeytlt/maven") // required for a
> maven("https://dl.bintray.com/hotkeytlt/maven") >// Uncomment if repo.kotlin.link is unavailable
>// maven("https://dl.bintray.com/mipt-npm/kscience")
>// maven("https://dl.bintray.com/mipt-npm/dev")
> } > }
> >
> dependencies { > dependencies {
> implementation("kscience.kmath:kmath-nd4j:0.2.0-dev-7") > implementation("space.kscience:kmath-nd4j:0.2.0-dev-7")
> } > }
> ``` > ```