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Feature/tensors performance #497

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margarita0303 wants to merge 91 commits from feature/tensors-performance into feature/tensors-performance
pull from: feature/tensors-performance
merge into: kscience:feature/tensors-performance
Conversation 1 Commits 91 Files Changed 96 +590 -190
40 changed files with 590 additions and 190 deletions
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Showing only changes of commit 3de8976ea5 - Show all commits

27
.github/workflows/build.yml vendored
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@ -13,25 +13,13 @@ jobs:
runs-on: ${{matrix.os}}
timeout-minutes: 40
steps:
- name: Checkout the repo
uses: actions/checkout@v2
- name: Set up JDK 11
uses: DeLaGuardo/setup-graalvm@4.0
- uses: actions/checkout@v3.0.0
- uses: actions/setup-java@v3.0.0
with:
graalvm: 21.2.0
java: java11
arch: amd64
- name: Cache gradle
uses: actions/cache@v2
with:
path: |
~/.gradle/caches
~/.gradle/wrapper
key: ${{ runner.os }}-gradle-${{ hashFiles('*.gradle.kts') }}
restore-keys: |
${{ runner.os }}-gradle-
java-version: 11
distribution: liberica
- name: Cache konan
uses: actions/cache@v2
uses: actions/cache@v3.0.1
with:
path: ~/.konan
key: ${{ runner.os }}-gradle-${{ hashFiles('*.gradle.kts') }}
@ -39,5 +27,6 @@ jobs:
${{ runner.os }}-gradle-
- name: Gradle Wrapper Validation
uses: gradle/wrapper-validation-action@v1.0.4
- name: Build
run: ./gradlew build --build-cache --no-daemon --stacktrace
- uses: gradle/gradle-build-action@v2.1.5
with:
arguments: build

20
.github/workflows/pages.yml vendored
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@ -9,20 +9,22 @@ jobs:
runs-on: ubuntu-20.04
timeout-minutes: 40
steps:
- uses: actions/checkout@v2
- uses: DeLaGuardo/setup-graalvm@4.0
- uses: actions/checkout@v3.0.0
- uses: actions/setup-java@v3.0.0
with:
graalvm: 21.2.0
java: java11
arch: amd64
- uses: actions/cache@v2
java-version: 11
distribution: liberica
- name: Cache konan
uses: actions/cache@v3.0.1
with:
path: ~/.gradle/caches
path: ~/.konan
key: ${{ runner.os }}-gradle-${{ hashFiles('*.gradle.kts') }}
restore-keys: |
${{ runner.os }}-gradle-
- run: ./gradlew dokkaHtmlMultiModule --build-cache --no-daemon --no-parallel --stacktrace
- uses: JamesIves/github-pages-deploy-action@4.1.0
- uses: gradle/gradle-build-action@v2.1.5
with:
arguments: dokkaHtmlMultiModule --no-parallel
- uses: JamesIves/github-pages-deploy-action@4.2.5
with:
branch: gh-pages
folder: build/dokka/htmlMultiModule

42
.github/workflows/publish.yml vendored
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@ -14,42 +14,36 @@ jobs:
os: [ macOS-latest, windows-latest ]
runs-on: ${{matrix.os}}
steps:
- name: Checkout the repo
uses: actions/checkout@v2
- name: Set up JDK 11
uses: DeLaGuardo/setup-graalvm@4.0
- uses: actions/checkout@v3.0.0
- uses: actions/setup-java@v3.0.0
with:
graalvm: 21.2.0
java: java11
arch: amd64
- name: Cache gradle
uses: actions/cache@v2
with:
path: |
~/.gradle/caches
~/.gradle/wrapper
key: ${{ runner.os }}-gradle-${{ hashFiles('*.gradle.kts') }}
restore-keys: |
${{ runner.os }}-gradle-
java-version: 11
distribution: liberica
- name: Cache konan
uses: actions/cache@v2
uses: actions/cache@v3.0.1
with:
path: ~/.konan
key: ${{ runner.os }}-gradle-${{ hashFiles('*.gradle.kts') }}
restore-keys: |
${{ runner.os }}-gradle-
- name: Gradle Wrapper Validation
uses: gradle/wrapper-validation-action@v1.0.4
- uses: gradle/wrapper-validation-action@v1.0.4
- name: Publish Windows Artifacts
if: matrix.os == 'windows-latest'
shell: cmd
run: >
./gradlew release --no-daemon --build-cache -Ppublishing.enabled=true
uses: gradle/gradle-build-action@v2.1.5
with:
arguments: |
releaseAll
-Ppublishing.enabled=true
-Ppublishing.space.user=${{ secrets.SPACE_APP_ID }}
-Ppublishing.space.token=${{ secrets.SPACE_APP_SECRET }}
- name: Publish Mac Artifacts
if: matrix.os == 'macOS-latest'
run: >
./gradlew release --no-daemon --build-cache -Ppublishing.enabled=true -Ppublishing.platform=macosX64
uses: gradle/gradle-build-action@v2.1.5
with:
arguments: |
releaseMacosX64
releaseIosArm64
releaseIosX64
-Ppublishing.enabled=true
-Ppublishing.space.user=${{ secrets.SPACE_APP_ID }}
-Ppublishing.space.token=${{ secrets.SPACE_APP_SECRET }}

80
README.md
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@ -52,21 +52,18 @@ module definitions below. The module stability could have the following levels:
## Modules
<hr/>
* ### [benchmarks](benchmarks)
### [benchmarks](benchmarks)
>
>
> **Maturity**: EXPERIMENTAL
<hr/>
* ### [examples](examples)
### [examples](examples)
>
>
> **Maturity**: EXPERIMENTAL
<hr/>
* ### [kmath-ast](kmath-ast)
### [kmath-ast](kmath-ast)
>
>
> **Maturity**: EXPERIMENTAL
@ -77,15 +74,13 @@ module definitions below. The module stability could have the following levels:
> - [mst-js-codegen](kmath-ast/src/jsMain/kotlin/space/kscience/kmath/estree/estree.kt) : Dynamic MST to JS compiler
> - [rendering](kmath-ast/src/commonMain/kotlin/space/kscience/kmath/ast/rendering/MathRenderer.kt) : Extendable MST rendering
<hr/>
* ### [kmath-commons](kmath-commons)
### [kmath-commons](kmath-commons)
>
>
> **Maturity**: EXPERIMENTAL
<hr/>
* ### [kmath-complex](kmath-complex)
### [kmath-complex](kmath-complex)
> Complex numbers and quaternions.
>
> **Maturity**: PROTOTYPE
@ -94,9 +89,8 @@ module definitions below. The module stability could have the following levels:
> - [complex](kmath-complex/src/commonMain/kotlin/space/kscience/kmath/complex/Complex.kt) : Complex Numbers
> - [quaternion](kmath-complex/src/commonMain/kotlin/space/kscience/kmath/complex/Quaternion.kt) : Quaternions
<hr/>
* ### [kmath-core](kmath-core)
### [kmath-core](kmath-core)
> Core classes, algebra definitions, basic linear algebra
>
> **Maturity**: DEVELOPMENT
@ -112,21 +106,18 @@ performance calculations to code generation.
> - [domains](kmath-core/src/commonMain/kotlin/space/kscience/kmath/domains) : Domains
> - [autodiff](kmath-core/src/commonMain/kotlin/space/kscience/kmath/expressions/SimpleAutoDiff.kt) : Automatic differentiation
<hr/>
* ### [kmath-coroutines](kmath-coroutines)
### [kmath-coroutines](kmath-coroutines)
>
>
> **Maturity**: EXPERIMENTAL
<hr/>
* ### [kmath-dimensions](kmath-dimensions)
### [kmath-dimensions](kmath-dimensions)
>
>
> **Maturity**: PROTOTYPE
<hr/>
* ### [kmath-ejml](kmath-ejml)
### [kmath-ejml](kmath-ejml)
>
>
> **Maturity**: PROTOTYPE
@ -136,9 +127,8 @@ performance calculations to code generation.
> - [ejml-matrix](kmath-ejml/src/main/kotlin/space/kscience/kmath/ejml/EjmlMatrix.kt) : Matrix implementation.
> - [ejml-linear-space](kmath-ejml/src/main/kotlin/space/kscience/kmath/ejml/EjmlLinearSpace.kt) : LinearSpace implementations.
<hr/>
* ### [kmath-for-real](kmath-for-real)
### [kmath-for-real](kmath-for-real)
> Extension module that should be used to achieve numpy-like behavior.
All operations are specialized to work with `Double` numbers without declaring algebraic contexts.
One can still use generic algebras though.
@ -150,9 +140,8 @@ One can still use generic algebras though.
> - [DoubleMatrix](kmath-for-real/src/commonMain/kotlin/space/kscience/kmath/real/DoubleMatrix.kt) : Numpy-like operations for 2d real structures
> - [grids](kmath-for-real/src/commonMain/kotlin/space/kscience/kmath/structures/grids.kt) : Uniform grid generators
<hr/>
* ### [kmath-functions](kmath-functions)
### [kmath-functions](kmath-functions)
>
>
> **Maturity**: EXPERIMENTAL
@ -164,21 +153,18 @@ One can still use generic algebras though.
> - [spline interpolation](kmath-functions/src/commonMain/kotlin/space/kscience/kmath/interpolation/SplineInterpolator.kt) : Cubic spline XY interpolator.
> - [integration](kmath-functions/#) : Univariate and multivariate quadratures
<hr/>
* ### [kmath-geometry](kmath-geometry)
### [kmath-geometry](kmath-geometry)
>
>
> **Maturity**: PROTOTYPE
<hr/>
* ### [kmath-histograms](kmath-histograms)
### [kmath-histograms](kmath-histograms)
>
>
> **Maturity**: PROTOTYPE
<hr/>
* ### [kmath-jafama](kmath-jafama)
### [kmath-jafama](kmath-jafama)
>
>
> **Maturity**: PROTOTYPE
@ -186,15 +172,13 @@ One can still use generic algebras though.
> **Features:**
> - [jafama-double](kmath-jafama/src/main/kotlin/space/kscience/kmath/jafama/) : Double ExtendedField implementations based on Jafama
<hr/>
* ### [kmath-jupyter](kmath-jupyter)
### [kmath-jupyter](kmath-jupyter)
>
>
> **Maturity**: PROTOTYPE
<hr/>
* ### [kmath-kotlingrad](kmath-kotlingrad)
### [kmath-kotlingrad](kmath-kotlingrad)
>
>
> **Maturity**: EXPERIMENTAL
@ -203,21 +187,18 @@ One can still use generic algebras though.
> - [differentiable-mst-expression](kmath-kotlingrad/src/main/kotlin/space/kscience/kmath/kotlingrad/KotlingradExpression.kt) : MST based DifferentiableExpression.
> - [scalars-adapters](kmath-kotlingrad/src/main/kotlin/space/kscience/kmath/kotlingrad/scalarsAdapters.kt) : Conversions between Kotlin∇'s SFun and MST
<hr/>
* ### [kmath-memory](kmath-memory)
### [kmath-memory](kmath-memory)
> An API and basic implementation for arranging objects in a continuous memory block.
>
> **Maturity**: DEVELOPMENT
<hr/>
* ### [kmath-multik](kmath-multik)
### [kmath-multik](kmath-multik)
>
>
> **Maturity**: PROTOTYPE
<hr/>
* ### [kmath-nd4j](kmath-nd4j)
### [kmath-nd4j](kmath-nd4j)
>
>
> **Maturity**: EXPERIMENTAL
@ -227,33 +208,28 @@ One can still use generic algebras though.
> - [nd4jarrayrings](kmath-nd4j/#) : Rings over Nd4jArrayStructure of Int and Long
> - [nd4jarrayfields](kmath-nd4j/#) : Fields over Nd4jArrayStructure of Float and Double
<hr/>
* ### [kmath-optimization](kmath-optimization)
### [kmath-optimization](kmath-optimization)
>
>
> **Maturity**: EXPERIMENTAL
<hr/>
* ### [kmath-stat](kmath-stat)
### [kmath-stat](kmath-stat)
>
>
> **Maturity**: EXPERIMENTAL
<hr/>
* ### [kmath-symja](kmath-symja)
### [kmath-symja](kmath-symja)
>
>
> **Maturity**: PROTOTYPE
<hr/>
* ### [kmath-tensorflow](kmath-tensorflow)
### [kmath-tensorflow](kmath-tensorflow)
>
>
> **Maturity**: PROTOTYPE
<hr/>
* ### [kmath-tensors](kmath-tensors)
### [kmath-tensors](kmath-tensors)
>
>
> **Maturity**: PROTOTYPE
@ -263,13 +239,11 @@ One can still use generic algebras though.
> - [tensor algebra with broadcasting](kmath-tensors/src/commonMain/kotlin/space/kscience/kmath/tensors/core/BroadcastDoubleTensorAlgebra.kt) : Basic linear algebra operations implemented with broadcasting.
> - [linear algebra operations](kmath-tensors/src/commonMain/kotlin/space/kscience/kmath/tensors/api/LinearOpsTensorAlgebra.kt) : Advanced linear algebra operations like LU decomposition, SVD, etc.
<hr/>
* ### [kmath-viktor](kmath-viktor)
### [kmath-viktor](kmath-viktor)
>
>
> **Maturity**: DEVELOPMENT
<hr/>
## Multi-platform support
@ -308,8 +282,8 @@ repositories {
}
dependencies {
api("space.kscience:kmath-core:0.3.0-dev-17")
// api("space.kscience:kmath-core-jvm:0.3.0-dev-17") for jvm-specific version
api("space.kscience:kmath-core:$version")
// api("space.kscience:kmath-core-jvm:$version") for jvm-specific version
}
```

4
benchmarks/README.md Normal file
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@ -0,0 +1,4 @@
# Module benchmarks

2
benchmarks/build.gradle.kts
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@ -155,7 +155,7 @@ kotlin.sourceSets.all {
}
}
tasks.withType<org.jetbrains.kotlin.gradle.tasks.KotlinCompile> {
tasks.withType<org.jetbrains.kotlin.gradle.dsl.KotlinJvmCompile> {
kotlinOptions {
jvmTarget = "11"
freeCompilerArgs = freeCompilerArgs + "-Xjvm-default=all" + "-Xlambdas=indy"

2
build.gradle.kts
View File

@ -56,7 +56,7 @@ subprojects {
readme.readmeTemplate = file("docs/templates/README-TEMPLATE.md")
ksciencePublish {
github("kmath")
github("kmath", addToRelease = false)
space()
sonatype()
}

8
buildSrc/build.gradle.kts
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@ -1,7 +1,7 @@
plugins {
`kotlin-dsl`
`version-catalog`
alias(npmlibs.plugins.kotlin.plugin.serialization)
alias(miptNpmLibs.plugins.kotlin.plugin.serialization)
}
java.targetCompatibility = JavaVersion.VERSION_11
@ -14,8 +14,8 @@ repositories {
}
val toolsVersion: String by extra
val kotlinVersion = npmlibs.versions.kotlin.asProvider().get()
val benchmarksVersion = npmlibs.versions.kotlinx.benchmark.get()
val kotlinVersion = miptNpmLibs.versions.kotlin.asProvider().get()
val benchmarksVersion = miptNpmLibs.versions.kotlinx.benchmark.get()
dependencies {
api("ru.mipt.npm:gradle-tools:$toolsVersion")
@ -23,7 +23,7 @@ dependencies {
api("org.jetbrains.kotlinx:kotlinx-benchmark-plugin:$benchmarksVersion")
api("org.jetbrains.kotlin:kotlin-allopen:$kotlinVersion")
//to be used inside build-script only
implementation(npmlibs.kotlinx.serialization.json)
implementation(miptNpmLibs.kotlinx.serialization.json)
}
kotlin.sourceSets.all {

1
buildSrc/gradle.properties
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@ -4,5 +4,4 @@
#
kotlin.code.style=official
toolsVersion=0.11.2-kotlin-1.6.10

4
buildSrc/settings.gradle.kts
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@ -4,10 +4,8 @@
*/
enableFeaturePreview("TYPESAFE_PROJECT_ACCESSORS")
enableFeaturePreview("VERSION_CATALOGS")
dependencyResolutionManagement {
val toolsVersion: String by extra
repositories {
@ -18,7 +16,7 @@ dependencyResolutionManagement {
}
versionCatalogs {
create("npmlibs") {
create("miptNpmLibs") {
from("ru.mipt.npm:version-catalog:$toolsVersion")
}
}

2
docs/templates/README-TEMPLATE.md vendored
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@ -52,7 +52,7 @@ module definitions below. The module stability could have the following levels:
## Modules
$modules
${modules}
## Multi-platform support

4
examples/README.md Normal file
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@ -0,0 +1,4 @@
# Module examples

2
examples/build.gradle.kts
View File

@ -58,7 +58,7 @@ kotlin.sourceSets.all {
}
}
tasks.withType<org.jetbrains.kotlin.gradle.tasks.KotlinCompile> {
tasks.withType<org.jetbrains.kotlin.gradle.dsl.KotlinJvmCompile> {
kotlinOptions {
jvmTarget = "11"
freeCompilerArgs = freeCompilerArgs + "-Xjvm-default=all" + "-Xopt-in=kotlin.RequiresOptIn" + "-Xlambdas=indy"

7
gradle.properties
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@ -2,13 +2,10 @@
# Copyright 2018-2021 KMath contributors.
# Use of this source code is governed by the Apache 2.0 license that can be found in the license/LICENSE.txt file.
#
kotlin.code.style=official
kotlin.jupyter.add.scanner=false
kotlin.mpp.stability.nowarn=true
kotlin.native.ignoreDisabledTargets=true
kotlin.jupyter.add.scanner=false
org.gradle.configureondemand=true
org.gradle.parallel=true
org.gradle.jvmargs=-XX:MaxMetaspaceSize=1G
org.gradle.parallel=true

BIN
gradle/wrapper/gradle-wrapper.jar vendored
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Binary file not shown.

2
gradle/wrapper/gradle-wrapper.properties vendored
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@ -1,5 +1,5 @@
distributionBase=GRADLE_USER_HOME
distributionPath=wrapper/dists
distributionUrl=https\://services.gradle.org/distributions/gradle-7.4.1-bin.zip
distributionUrl=https\://services.gradle.org/distributions/gradle-7.4.2-bin.zip
zipStoreBase=GRADLE_USER_HOME
zipStorePath=wrapper/dists

55
kmath-ast/README.md
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@ -10,17 +10,17 @@ Extensions to MST API: transformations, dynamic compilation and visualization.
## Artifact:
The Maven coordinates of this project are `space.kscience:kmath-ast:0.3.0-dev-17`.
The Maven coordinates of this project are `space.kscience:kmath-ast:0.3.0-dev-20`.
**Gradle:**
```gradle
**Gradle Groovy:**
```groovy
repositories {
maven { url 'https://repo.kotlin.link' }
mavenCentral()
}
dependencies {
implementation 'space.kscience:kmath-ast:0.3.0-dev-17'
implementation 'space.kscience:kmath-ast:0.3.0-dev-20'
}
```
**Gradle Kotlin DSL:**
@ -31,7 +31,7 @@ repositories {
}
dependencies {
implementation("space.kscience:kmath-ast:0.3.0-dev-17")
implementation("space.kscience:kmath-ast:0.3.0-dev-20")
}
```
@ -66,20 +66,19 @@ For example, the following code:
```kotlin
import space.kscience.kmath.asm.compileToExpression
import space.kscience.kmath.complex.ComplexField
import space.kscience.kmath.operations.DoubleField
"x+2".parseMath().compileToExpression(ComplexField)
"x^3-x+3".parseMath().compileToExpression(DoubleField)
```
&mldr; leads to generation of bytecode, which can be decompiled to the following Java class:
```java
import java.util.Map;
import kotlin.jvm.functions.Function2;
import space.kscience.kmath.asm.internal.MapIntrinsics;
import space.kscience.kmath.complex.Complex;
import space.kscience.kmath.expressions.Expression;
import space.kscience.kmath.expressions.Symbol;
import java.util.*;
import kotlin.jvm.functions.*;
import space.kscience.kmath.asm.internal.*;
import space.kscience.kmath.complex.*;
import space.kscience.kmath.expressions.*;
public final class CompiledExpression_45045_0 implements Expression<Complex> {
private final Object[] constants;
@ -91,6 +90,32 @@ public final class CompiledExpression_45045_0 implements Expression<Complex> {
}
```
For `LongRing`, `IntRing`, and `DoubleField` specialization is supported for better performance:
```java
import java.util.*;
import space.kscience.kmath.asm.internal.*;
import space.kscience.kmath.expressions.*;
public final class CompiledExpression_-386104628_0 implements DoubleExpression {
private final SymbolIndexer indexer;
public SymbolIndexer getIndexer() {
return this.indexer;
}
public double invoke(double[] arguments) {
double var2 = arguments[0];
return Math.pow(var2, 3.0D) - var2 + 3.0D;
}
public final Double invoke(Map<Symbol, ? extends Double> arguments) {
double var2 = ((Double)MapIntrinsics.getOrFail(arguments, "x")).doubleValue();
return Math.pow(var2, 3.0D) - var2 + 3.0D;
}
}
```
Setting JVM system property `space.kscience.kmath.ast.dump.generated.classes` to `1` makes the translator dump class files to program's working directory, so they can be reviewed manually.
#### Limitations
@ -134,9 +159,9 @@ MstField { x + 2 }.compileToExpression(DoubleField)
An example of emitted Wasm IR in the form of WAT:
```lisp
(func $executable (param $0 f64) (result f64)
(func \$executable (param \$0 f64) (result f64)
(f64.add
(local.get $0)
(local.get \$0)
(f64.const 2)
)
)

32
kmath-commons/README.md Normal file
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@ -0,0 +1,32 @@
# Module kmath-commons
Commons math binding for kmath
## Usage
## Artifact:
The Maven coordinates of this project are `space.kscience:kmath-commons:0.3.0-dev-20`.
**Gradle Groovy:**
```groovy
repositories {
maven { url 'https://repo.kotlin.link' }
mavenCentral()
}
dependencies {
implementation 'space.kscience:kmath-commons:0.3.0-dev-20'
}
```
**Gradle Kotlin DSL:**
```kotlin
repositories {
maven("https://repo.kotlin.link")
mavenCentral()
}
dependencies {
implementation("space.kscience:kmath-commons:0.3.0-dev-20")
}
```

10
kmath-complex/README.md
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@ -8,17 +8,17 @@ Complex and hypercomplex number systems in KMath.
## Artifact:
The Maven coordinates of this project are `space.kscience:kmath-complex:0.3.0-dev-17`.
The Maven coordinates of this project are `space.kscience:kmath-complex:0.3.0-dev-20`.
**Gradle:**
```gradle
**Gradle Groovy:**
```groovy
repositories {
maven { url 'https://repo.kotlin.link' }
mavenCentral()
}
dependencies {
implementation 'space.kscience:kmath-complex:0.3.0-dev-17'
implementation 'space.kscience:kmath-complex:0.3.0-dev-20'
}
```
**Gradle Kotlin DSL:**
@ -29,6 +29,6 @@ repositories {
}
dependencies {
implementation("space.kscience:kmath-complex:0.3.0-dev-17")
implementation("space.kscience:kmath-complex:0.3.0-dev-20")
}
```

10
kmath-core/README.md
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@ -15,17 +15,17 @@ performance calculations to code generation.
## Artifact:
The Maven coordinates of this project are `space.kscience:kmath-core:0.3.0-dev-17`.
The Maven coordinates of this project are `space.kscience:kmath-core:0.3.0-dev-20`.
**Gradle:**
```gradle
**Gradle Groovy:**
```groovy
repositories {
maven { url 'https://repo.kotlin.link' }
mavenCentral()
}
dependencies {
implementation 'space.kscience:kmath-core:0.3.0-dev-17'
implementation 'space.kscience:kmath-core:0.3.0-dev-20'
}
```
**Gradle Kotlin DSL:**
@ -36,6 +36,6 @@ repositories {
}
dependencies {
implementation("space.kscience:kmath-core:0.3.0-dev-17")
implementation("space.kscience:kmath-core:0.3.0-dev-20")
}
```

32
kmath-coroutines/README.md Normal file
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@ -0,0 +1,32 @@
# Module kmath-coroutines
## Usage
## Artifact:
The Maven coordinates of this project are `space.kscience:kmath-coroutines:0.3.0-dev-20`.
**Gradle Groovy:**
```groovy
repositories {
maven { url 'https://repo.kotlin.link' }
mavenCentral()
}
dependencies {
implementation 'space.kscience:kmath-coroutines:0.3.0-dev-20'
}
```
**Gradle Kotlin DSL:**
```kotlin
repositories {
maven("https://repo.kotlin.link")
mavenCentral()
}
dependencies {
implementation("space.kscience:kmath-coroutines:0.3.0-dev-20")
}
```

32
kmath-dimensions/README.md Normal file
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@ -0,0 +1,32 @@
# Module kmath-dimensions
A proof of concept module for adding type-safe dimensions to structures
## Usage
## Artifact:
The Maven coordinates of this project are `space.kscience:kmath-dimensions:0.3.0-dev-20`.
**Gradle Groovy:**
```groovy
repositories {
maven { url 'https://repo.kotlin.link' }
mavenCentral()
}
dependencies {
implementation 'space.kscience:kmath-dimensions:0.3.0-dev-20'
}
```
**Gradle Kotlin DSL:**
```kotlin
repositories {
maven("https://repo.kotlin.link")
mavenCentral()
}
dependencies {
implementation("space.kscience:kmath-dimensions:0.3.0-dev-20")
}
```

10
kmath-ejml/README.md
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@ -9,17 +9,17 @@ EJML based linear algebra implementation.
## Artifact:
The Maven coordinates of this project are `space.kscience:kmath-ejml:0.3.0-dev-17`.
The Maven coordinates of this project are `space.kscience:kmath-ejml:0.3.0-dev-20`.
**Gradle:**
```gradle
**Gradle Groovy:**
```groovy
repositories {
maven { url 'https://repo.kotlin.link' }
mavenCentral()
}
dependencies {
implementation 'space.kscience:kmath-ejml:0.3.0-dev-17'
implementation 'space.kscience:kmath-ejml:0.3.0-dev-20'
}
```
**Gradle Kotlin DSL:**
@ -30,6 +30,6 @@ repositories {
}
dependencies {
implementation("space.kscience:kmath-ejml:0.3.0-dev-17")
implementation("space.kscience:kmath-ejml:0.3.0-dev-20")
}
```

10
kmath-for-real/README.md
View File

@ -9,17 +9,17 @@ Specialization of KMath APIs for Double numbers.
## Artifact:
The Maven coordinates of this project are `space.kscience:kmath-for-real:0.3.0-dev-17`.
The Maven coordinates of this project are `space.kscience:kmath-for-real:0.3.0-dev-20`.
**Gradle:**
```gradle
**Gradle Groovy:**
```groovy
repositories {
maven { url 'https://repo.kotlin.link' }
mavenCentral()
}
dependencies {
implementation 'space.kscience:kmath-for-real:0.3.0-dev-17'
implementation 'space.kscience:kmath-for-real:0.3.0-dev-20'
}
```
**Gradle Kotlin DSL:**
@ -30,6 +30,6 @@ repositories {
}
dependencies {
implementation("space.kscience:kmath-for-real:0.3.0-dev-17")
implementation("space.kscience:kmath-for-real:0.3.0-dev-20")
}
```

10
kmath-functions/README.md
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@ -11,17 +11,17 @@ Functions and interpolations.
## Artifact:
The Maven coordinates of this project are `space.kscience:kmath-functions:0.3.0-dev-17`.
The Maven coordinates of this project are `space.kscience:kmath-functions:0.3.0-dev-20`.
**Gradle:**
```gradle
**Gradle Groovy:**
```groovy
repositories {
maven { url 'https://repo.kotlin.link' }
mavenCentral()
}
dependencies {
implementation 'space.kscience:kmath-functions:0.3.0-dev-17'
implementation 'space.kscience:kmath-functions:0.3.0-dev-20'
}
```
**Gradle Kotlin DSL:**
@ -32,6 +32,6 @@ repositories {
}
dependencies {
implementation("space.kscience:kmath-functions:0.3.0-dev-17")
implementation("space.kscience:kmath-functions:0.3.0-dev-20")
}
```

32
kmath-geometry/README.md Normal file
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@ -0,0 +1,32 @@
# Module kmath-geometry
## Usage
## Artifact:
The Maven coordinates of this project are `space.kscience:kmath-geometry:0.3.0-dev-20`.
**Gradle Groovy:**
```groovy
repositories {
maven { url 'https://repo.kotlin.link' }
mavenCentral()
}
dependencies {
implementation 'space.kscience:kmath-geometry:0.3.0-dev-20'
}
```
**Gradle Kotlin DSL:**
```kotlin
repositories {
maven("https://repo.kotlin.link")
mavenCentral()
}
dependencies {
implementation("space.kscience:kmath-geometry:0.3.0-dev-20")
}
```

32
kmath-histograms/README.md Normal file
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@ -0,0 +1,32 @@
# Module kmath-histograms
## Usage
## Artifact:
The Maven coordinates of this project are `space.kscience:kmath-histograms:0.3.0-dev-20`.
**Gradle Groovy:**
```groovy
repositories {
maven { url 'https://repo.kotlin.link' }
mavenCentral()
}
dependencies {
implementation 'space.kscience:kmath-histograms:0.3.0-dev-20'
}
```
**Gradle Kotlin DSL:**
```kotlin
repositories {
maven("https://repo.kotlin.link")
mavenCentral()
}
dependencies {
implementation("space.kscience:kmath-histograms:0.3.0-dev-20")
}
```

10
kmath-jafama/README.md
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@ -7,17 +7,17 @@ Integration with [Jafama](https://github.com/jeffhain/jafama).
## Artifact:
The Maven coordinates of this project are `space.kscience:kmath-jafama:0.3.0-dev-17`.
The Maven coordinates of this project are `space.kscience:kmath-jafama:0.3.0-dev-20`.
**Gradle:**
```gradle
**Gradle Groovy:**
```groovy
repositories {
maven { url 'https://repo.kotlin.link' }
mavenCentral()
}
dependencies {
implementation 'space.kscience:kmath-jafama:0.3.0-dev-17'
implementation 'space.kscience:kmath-jafama:0.3.0-dev-20'
}
```
**Gradle Kotlin DSL:**
@ -28,7 +28,7 @@ repositories {
}
dependencies {
implementation("space.kscience:kmath-jafama:0.3.0-dev-17")
implementation("space.kscience:kmath-jafama:0.3.0-dev-20")
}
```

32
kmath-jupyter/README.md Normal file
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@ -0,0 +1,32 @@
# Module kmath-jupyter
## Usage
## Artifact:
The Maven coordinates of this project are `space.kscience:kmath-jupyter:0.3.0-dev-20`.
**Gradle Groovy:**
```groovy
repositories {
maven { url 'https://repo.kotlin.link' }
mavenCentral()
}
dependencies {
implementation 'space.kscience:kmath-jupyter:0.3.0-dev-20'
}
```
**Gradle Kotlin DSL:**
```kotlin
repositories {
maven("https://repo.kotlin.link")
mavenCentral()
}
dependencies {
implementation("space.kscience:kmath-jupyter:0.3.0-dev-20")
}
```

10
kmath-kotlingrad/README.md
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@ -8,17 +8,17 @@
## Artifact:
The Maven coordinates of this project are `space.kscience:kmath-kotlingrad:0.3.0-dev-17`.
The Maven coordinates of this project are `space.kscience:kmath-kotlingrad:0.3.0-dev-20`.
**Gradle:**
```gradle
**Gradle Groovy:**
```groovy
repositories {
maven { url 'https://repo.kotlin.link' }
mavenCentral()
}
dependencies {
implementation 'space.kscience:kmath-kotlingrad:0.3.0-dev-17'
implementation 'space.kscience:kmath-kotlingrad:0.3.0-dev-20'
}
```
**Gradle Kotlin DSL:**
@ -29,6 +29,6 @@ repositories {
}
dependencies {
implementation("space.kscience:kmath-kotlingrad:0.3.0-dev-17")
implementation("space.kscience:kmath-kotlingrad:0.3.0-dev-20")
}
```

32
kmath-memory/README.md Normal file
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@ -0,0 +1,32 @@
# Module kmath-memory
## Usage
## Artifact:
The Maven coordinates of this project are `space.kscience:kmath-memory:0.3.0-dev-20`.
**Gradle Groovy:**
```groovy
repositories {
maven { url 'https://repo.kotlin.link' }
mavenCentral()
}
dependencies {
implementation 'space.kscience:kmath-memory:0.3.0-dev-20'
}
```
**Gradle Kotlin DSL:**
```kotlin
repositories {
maven("https://repo.kotlin.link")
mavenCentral()
}
dependencies {
implementation("space.kscience:kmath-memory:0.3.0-dev-20")
}
```

32
kmath-multik/README.md Normal file
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@ -0,0 +1,32 @@
# Module kmath-multik
JetBrains Multik connector
## Usage
## Artifact:
The Maven coordinates of this project are `space.kscience:kmath-multik:0.3.0-dev-20`.
**Gradle Groovy:**
```groovy
repositories {
maven { url 'https://repo.kotlin.link' }
mavenCentral()
}
dependencies {
implementation 'space.kscience:kmath-multik:0.3.0-dev-20'
}
```
**Gradle Kotlin DSL:**
```kotlin
repositories {
maven("https://repo.kotlin.link")
mavenCentral()
}
dependencies {
implementation("space.kscience:kmath-multik:0.3.0-dev-20")
}
```

10
kmath-nd4j/README.md
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@ -9,17 +9,17 @@ ND4J based implementations of KMath abstractions.
## Artifact:
The Maven coordinates of this project are `space.kscience:kmath-nd4j:0.3.0-dev-17`.
The Maven coordinates of this project are `space.kscience:kmath-nd4j:0.3.0-dev-20`.
**Gradle:**
```gradle
**Gradle Groovy:**
```groovy
repositories {
maven { url 'https://repo.kotlin.link' }
mavenCentral()
}
dependencies {
implementation 'space.kscience:kmath-nd4j:0.3.0-dev-17'
implementation 'space.kscience:kmath-nd4j:0.3.0-dev-20'
}
```
**Gradle Kotlin DSL:**
@ -30,7 +30,7 @@ repositories {
}
dependencies {
implementation("space.kscience:kmath-nd4j:0.3.0-dev-17")
implementation("space.kscience:kmath-nd4j:0.3.0-dev-20")
}
```

32
kmath-optimization/README.md Normal file
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@ -0,0 +1,32 @@
# Module kmath-optimization
## Usage
## Artifact:
The Maven coordinates of this project are `space.kscience:kmath-optimization:0.3.0-dev-20`.
**Gradle Groovy:**
```groovy
repositories {
maven { url 'https://repo.kotlin.link' }
mavenCentral()
}
dependencies {
implementation 'space.kscience:kmath-optimization:0.3.0-dev-20'
}
```
**Gradle Kotlin DSL:**
```kotlin
repositories {
maven("https://repo.kotlin.link")
mavenCentral()
}
dependencies {
implementation("space.kscience:kmath-optimization:0.3.0-dev-20")
}
```

32
kmath-stat/README.md Normal file
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@ -0,0 +1,32 @@
# Module kmath-stat
## Usage
## Artifact:
The Maven coordinates of this project are `space.kscience:kmath-stat:0.3.0-dev-20`.
**Gradle Groovy:**
```groovy
repositories {
maven { url 'https://repo.kotlin.link' }
mavenCentral()
}
dependencies {
implementation 'space.kscience:kmath-stat:0.3.0-dev-20'
}
```
**Gradle Kotlin DSL:**
```kotlin
repositories {
maven("https://repo.kotlin.link")
mavenCentral()
}
dependencies {
implementation("space.kscience:kmath-stat:0.3.0-dev-20")
}
```

32
kmath-symja/README.md Normal file
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@ -0,0 +1,32 @@
# Module kmath-symja
Symja integration module
## Usage
## Artifact:
The Maven coordinates of this project are `space.kscience:kmath-symja:0.3.0-dev-20`.
**Gradle Groovy:**
```groovy
repositories {
maven { url 'https://repo.kotlin.link' }
mavenCentral()
}
dependencies {
implementation 'space.kscience:kmath-symja:0.3.0-dev-20'
}
```
**Gradle Kotlin DSL:**
```kotlin
repositories {
maven("https://repo.kotlin.link")
mavenCentral()
}
dependencies {
implementation("space.kscience:kmath-symja:0.3.0-dev-20")
}
```

32
kmath-tensorflow/README.md Normal file
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@ -0,0 +1,32 @@
# Module kmath-tensorflow
Google tensorflow connector
## Usage
## Artifact:
The Maven coordinates of this project are `space.kscience:kmath-tensorflow:0.3.0-dev-20`.
**Gradle Groovy:**
```groovy
repositories {
maven { url 'https://repo.kotlin.link' }
mavenCentral()
}
dependencies {
implementation 'space.kscience:kmath-tensorflow:0.3.0-dev-20'
}
```
**Gradle Kotlin DSL:**
```kotlin
repositories {
maven("https://repo.kotlin.link")
mavenCentral()
}
dependencies {
implementation("space.kscience:kmath-tensorflow:0.3.0-dev-20")
}
```

10
kmath-tensors/README.md
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@ -9,17 +9,17 @@ Common linear algebra operations on tensors.
## Artifact:
The Maven coordinates of this project are `space.kscience:kmath-tensors:0.3.0-dev-17`.
The Maven coordinates of this project are `space.kscience:kmath-tensors:0.3.0-dev-20`.
**Gradle:**
```gradle
**Gradle Groovy:**
```groovy
repositories {
maven { url 'https://repo.kotlin.link' }
mavenCentral()
}
dependencies {
implementation 'space.kscience:kmath-tensors:0.3.0-dev-17'
implementation 'space.kscience:kmath-tensors:0.3.0-dev-20'
}
```
**Gradle Kotlin DSL:**
@ -30,6 +30,6 @@ repositories {
}
dependencies {
implementation("space.kscience:kmath-tensors:0.3.0-dev-17")
implementation("space.kscience:kmath-tensors:0.3.0-dev-20")
}
```

32
kmath-viktor/README.md Normal file
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@ -0,0 +1,32 @@
# Module kmath-viktor
Binding for https://github.com/JetBrains-Research/viktor
## Usage
## Artifact:
The Maven coordinates of this project are `space.kscience:kmath-viktor:0.3.0-dev-20`.
**Gradle Groovy:**
```groovy
repositories {
maven { url 'https://repo.kotlin.link' }
mavenCentral()
}
dependencies {
implementation 'space.kscience:kmath-viktor:0.3.0-dev-20'
}
```
**Gradle Kotlin DSL:**
```kotlin
repositories {
maven("https://repo.kotlin.link")
mavenCentral()
}
dependencies {
implementation("space.kscience:kmath-viktor:0.3.0-dev-20")
}
```

2
settings.gradle.kts
View File

@ -1,8 +1,6 @@
rootProject.name = "kmath"
enableFeaturePreview("TYPESAFE_PROJECT_ACCESSORS")
enableFeaturePreview("VERSION_CATALOGS")
include(
":kmath-memory",
":kmath-complex",