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

Dump API. Update readme

Browse Source
This commit is contained in:
Alexander Nozik 2024-03-27 09:51:23 +03:00
parent 48b334a2b6
commit 255d4ba6b7
26 changed files with 166 additions and 199 deletions
Show Stats Download Patch File Download Diff File Expand all files Collapse all files

117
README.md
View File

@ -56,181 +56,151 @@ module definitions below. The module stability could have the following levels:
## Modules ## Modules
### [attributes-kt](attributes-kt)
### [attributes-kt](attributes-kt)
> An API and basic implementation for arranging objects in a continuous memory block. > An API and basic implementation for arranging objects in a continuous memory block.
> >
> **Maturity**: DEVELOPMENT > **Maturity**: DEVELOPMENT
### [benchmarks](benchmarks) ### [benchmarks](benchmarks)
> >
> **Maturity**: EXPERIMENTAL > **Maturity**: EXPERIMENTAL
### [examples](examples) ### [examples](examples)
> >
> **Maturity**: EXPERIMENTAL > **Maturity**: EXPERIMENTAL
### [kmath-ast](kmath-ast) ### [kmath-ast](kmath-ast)
> >
> **Maturity**: EXPERIMENTAL > **Maturity**: EXPERIMENTAL
> >
> **Features:** > **Features:**
> - [expression-language](kmath-ast/src/commonMain/kotlin/space/kscience/kmath/ast/parser.kt) : Expression language and > - [expression-language](kmath-ast/src/commonMain/kotlin/space/kscience/kmath/ast/parser.kt) : Expression language and its parser
its parser > - [mst-jvm-codegen](kmath-ast/src/jvmMain/kotlin/space/kscience/kmath/asm/asm.kt) : Dynamic MST to JVM bytecode compiler
> - [mst-jvm-codegen](kmath-ast/src/jvmMain/kotlin/space/kscience/kmath/asm/asm.kt) : Dynamic MST to JVM bytecode
compiler
> - [mst-js-codegen](kmath-ast/src/jsMain/kotlin/space/kscience/kmath/estree/estree.kt) : Dynamic MST to JS compiler > - [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](kmath-ast/src/commonMain/kotlin/space/kscience/kmath/ast/rendering/MathRenderer.kt) : Extendable MST rendering
rendering
### [kmath-commons](kmath-commons) ### [kmath-commons](kmath-commons)
> Commons math binding for kmath > Commons math binding for kmath
> >
> **Maturity**: EXPERIMENTAL > **Maturity**: EXPERIMENTAL
### [kmath-complex](kmath-complex) ### [kmath-complex](kmath-complex)
> Complex numbers and quaternions. > Complex numbers and quaternions.
> >
> **Maturity**: PROTOTYPE > **Maturity**: PROTOTYPE
> >
> **Features:** > **Features:**
> - [complex](kmath-complex/src/commonMain/kotlin/space/kscience/kmath/complex/Complex.kt) : Complex numbers operations > - [complex](kmath-complex/src/commonMain/kotlin/space/kscience/kmath/complex/Complex.kt) : Complex numbers operations
> - [quaternion](kmath-complex/src/commonMain/kotlin/space/kscience/kmath/complex/Quaternion.kt) : Quaternions and their > - [quaternion](kmath-complex/src/commonMain/kotlin/space/kscience/kmath/complex/Quaternion.kt) : Quaternions and their composition
composition
### [kmath-core](kmath-core) ### [kmath-core](kmath-core)
> Core classes, algebra definitions, basic linear algebra > Core classes, algebra definitions, basic linear algebra
> >
> **Maturity**: DEVELOPMENT > **Maturity**: DEVELOPMENT
> >
> **Features:** > **Features:**
> - [algebras](kmath-core/src/commonMain/kotlin/space/kscience/kmath/operations/Algebra.kt) : Algebraic structures like > - [algebras](kmath-core/src/commonMain/kotlin/space/kscience/kmath/operations/Algebra.kt) : Algebraic structures like rings, spaces and fields.
rings, spaces and fields. > - [nd](kmath-core/src/commonMain/kotlin/space/kscience/kmath/structures/StructureND.kt) : Many-dimensional structures and operations on them.
> - [nd](kmath-core/src/commonMain/kotlin/space/kscience/kmath/structures/StructureND.kt) : Many-dimensional structures > - [linear](kmath-core/src/commonMain/kotlin/space/kscience/kmath/operations/Algebra.kt) : Basic linear algebra operations (sums, products, etc.), backed by the `Space` API. Advanced linear algebra operations like matrix inversion and LU decomposition.
and operations on them.
> - [linear](kmath-core/src/commonMain/kotlin/space/kscience/kmath/operations/Algebra.kt) : Basic linear algebra
operations (sums, products, etc.), backed by the `Space` API. Advanced linear algebra operations like matrix
inversion and LU decomposition.
> - [buffers](kmath-core/src/commonMain/kotlin/space/kscience/kmath/structures/Buffers.kt) : One-dimensional structure > - [buffers](kmath-core/src/commonMain/kotlin/space/kscience/kmath/structures/Buffers.kt) : One-dimensional structure
> - [expressions](kmath-core/src/commonMain/kotlin/space/kscience/kmath/expressions) : By writing a single mathematical > - [expressions](kmath-core/src/commonMain/kotlin/space/kscience/kmath/expressions) : By writing a single mathematical expression once, users will be able to apply different types of
expression once, users will be able to apply different types of objects to the expression by providing a context. Expressions can be used for a wide variety of purposes from high
objects to the expression by providing a context. Expressions can be used for a wide variety of purposes from high performance calculations to code generation.
performance calculations to code generation.
> - [domains](kmath-core/src/commonMain/kotlin/space/kscience/kmath/domains) : Domains > - [domains](kmath-core/src/commonMain/kotlin/space/kscience/kmath/domains) : Domains
> - [autodiff](kmath-core/src/commonMain/kotlin/space/kscience/kmath/expressions/SimpleAutoDiff.kt) : Automatic > - [autodiff](kmath-core/src/commonMain/kotlin/space/kscience/kmath/expressions/SimpleAutoDiff.kt) : Automatic differentiation
differentiation > - [Parallel linear algebra](kmath-core/#) : Parallel implementation for `LinearAlgebra`
### [kmath-coroutines](kmath-coroutines) ### [kmath-coroutines](kmath-coroutines)
> >
> **Maturity**: EXPERIMENTAL > **Maturity**: EXPERIMENTAL
### [kmath-dimensions](kmath-dimensions) ### [kmath-dimensions](kmath-dimensions)
> A proof of concept module for adding type-safe dimensions to structures > A proof of concept module for adding type-safe dimensions to structures
> >
> **Maturity**: PROTOTYPE > **Maturity**: PROTOTYPE
### [kmath-ejml](kmath-ejml) ### [kmath-ejml](kmath-ejml)
> >
> **Maturity**: PROTOTYPE > **Maturity**: PROTOTYPE
> >
> **Features:** > **Features:**
> - [ejml-vector](kmath-ejml/src/main/kotlin/space/kscience/kmath/ejml/EjmlVector.kt) : Point implementations. > - [ejml-vector](kmath-ejml/src/main/kotlin/space/kscience/kmath/ejml/EjmlVector.kt) : Point implementations.
> - [ejml-matrix](kmath-ejml/src/main/kotlin/space/kscience/kmath/ejml/EjmlMatrix.kt) : Matrix implementation. > - [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 > - [ejml-linear-space](kmath-ejml/src/main/kotlin/space/kscience/kmath/ejml/EjmlLinearSpace.kt) : LinearSpace implementations.
implementations.
### [kmath-for-real](kmath-for-real) ### [kmath-for-real](kmath-for-real)
> Extension module that should be used to achieve numpy-like behavior. > Extension module that should be used to achieve numpy-like behavior.
> All operations are specialized to work with `Double` numbers without declaring algebraic contexts. All operations are specialized to work with `Double` numbers without declaring algebraic contexts.
> One can still use generic algebras though. One can still use generic algebras though.
> >
> **Maturity**: EXPERIMENTAL > **Maturity**: EXPERIMENTAL
> >
> **Features:** > **Features:**
> - [DoubleVector](kmath-for-real/src/commonMain/kotlin/space/kscience/kmath/real/DoubleVector.kt) : Numpy-like > - [DoubleVector](kmath-for-real/src/commonMain/kotlin/space/kscience/kmath/real/DoubleVector.kt) : Numpy-like operations for Buffers/Points
operations for Buffers/Points > - [DoubleMatrix](kmath-for-real/src/commonMain/kotlin/space/kscience/kmath/real/DoubleMatrix.kt) : Numpy-like operations for 2d real structures
> - [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 > - [grids](kmath-for-real/src/commonMain/kotlin/space/kscience/kmath/structures/grids.kt) : Uniform grid generators
### [kmath-functions](kmath-functions)
### [kmath-functions](kmath-functions)
> Functions, integration and interpolation > Functions, integration and interpolation
> >
> **Maturity**: EXPERIMENTAL > **Maturity**: EXPERIMENTAL
> >
> **Features:** > **Features:**
> - [piecewise](kmath-functions/src/commonMain/kotlin/space/kscience/kmath/functions/Piecewise.kt) : Piecewise > - [piecewise](kmath-functions/src/commonMain/kotlin/space/kscience/kmath/functions/Piecewise.kt) : Piecewise functions.
functions. > - [polynomials](kmath-functions/src/commonMain/kotlin/space/kscience/kmath/functions/Polynomial.kt) : Polynomial functions.
> - [polynomials](kmath-functions/src/commonMain/kotlin/space/kscience/kmath/functions/Polynomial.kt) : Polynomial > - [linear interpolation](kmath-functions/src/commonMain/kotlin/space/kscience/kmath/interpolation/LinearInterpolator.kt) : Linear XY interpolator.
functions. > - [spline interpolation](kmath-functions/src/commonMain/kotlin/space/kscience/kmath/interpolation/SplineInterpolator.kt) : Cubic spline XY interpolator.
> - [linear interpolation](kmath-functions/src/commonMain/kotlin/space/kscience/kmath/interpolation/LinearInterpolator.kt) :
Linear XY interpolator.
> - [spline interpolation](kmath-functions/src/commonMain/kotlin/space/kscience/kmath/interpolation/SplineInterpolator.kt) :
Cubic spline XY interpolator.
> - [integration](kmath-functions/#) : Univariate and multivariate quadratures > - [integration](kmath-functions/#) : Univariate and multivariate quadratures
### [kmath-geometry](kmath-geometry)
### [kmath-geometry](kmath-geometry)
> >
> **Maturity**: PROTOTYPE > **Maturity**: PROTOTYPE
### [kmath-histograms](kmath-histograms) ### [kmath-histograms](kmath-histograms)
> >
> **Maturity**: PROTOTYPE > **Maturity**: PROTOTYPE
### [kmath-jafama](kmath-jafama) ### [kmath-jafama](kmath-jafama)
> Jafama integration module > Jafama integration module
> >
> **Maturity**: DEPRECATED > **Maturity**: DEPRECATED
> >
> **Features:** > **Features:**
> - [jafama-double](kmath-jafama/src/main/kotlin/space/kscience/kmath/jafama/) : Double ExtendedField implementations > - [jafama-double](kmath-jafama/src/main/kotlin/space/kscience/kmath/jafama/) : Double ExtendedField implementations based on Jafama
based on Jafama
### [kmath-jupyter](kmath-jupyter) ### [kmath-jupyter](kmath-jupyter)
> >
> **Maturity**: PROTOTYPE > **Maturity**: PROTOTYPE
### [kmath-kotlingrad](kmath-kotlingrad) ### [kmath-kotlingrad](kmath-kotlingrad)
> Kotlin∇ integration module > Kotlin∇ integration module
> >
> **Maturity**: EXPERIMENTAL > **Maturity**: EXPERIMENTAL
> >
> **Features:** > **Features:**
> - [differentiable-mst-expression](kmath-kotlingrad/src/main/kotlin/space/kscience/kmath/kotlingrad/KotlingradExpression.kt) : > - [differentiable-mst-expression](kmath-kotlingrad/src/main/kotlin/space/kscience/kmath/kotlingrad/KotlingradExpression.kt) : MST based DifferentiableExpression.
MST based DifferentiableExpression. > - [scalars-adapters](kmath-kotlingrad/src/main/kotlin/space/kscience/kmath/kotlingrad/scalarsAdapters.kt) : Conversions between Kotlin∇'s SFun and MST
> - [scalars-adapters](kmath-kotlingrad/src/main/kotlin/space/kscience/kmath/kotlingrad/scalarsAdapters.kt) :
Conversions between Kotlin∇'s SFun and MST
### [kmath-memory](kmath-memory) ### [kmath-memory](kmath-memory)
> An API and basic implementation for arranging objects in a continuous memory block. > An API and basic implementation for arranging objects in a continuous memory block.
> >
> **Maturity**: DEVELOPMENT > **Maturity**: DEVELOPMENT
### [kmath-multik](kmath-multik) ### [kmath-multik](kmath-multik)
> JetBrains Multik connector > JetBrains Multik connector
> >
> **Maturity**: PROTOTYPE > **Maturity**: PROTOTYPE
### [kmath-nd4j](kmath-nd4j) ### [kmath-nd4j](kmath-nd4j)
> ND4J NDStructure implementation and according NDAlgebra classes > ND4J NDStructure implementation and according NDAlgebra classes
> >
> **Maturity**: DEPRECATED > **Maturity**: DEPRECATED
@ -240,52 +210,45 @@ module definitions below. The module stability could have the following levels:
> - [nd4jarrayrings](kmath-nd4j/#) : Rings over Nd4jArrayStructure of Int and Long > - [nd4jarrayrings](kmath-nd4j/#) : Rings over Nd4jArrayStructure of Int and Long
> - [nd4jarrayfields](kmath-nd4j/#) : Fields over Nd4jArrayStructure of Float and Double > - [nd4jarrayfields](kmath-nd4j/#) : Fields over Nd4jArrayStructure of Float and Double
### [kmath-optimization](kmath-optimization)
### [kmath-optimization](kmath-optimization)
> >
> **Maturity**: EXPERIMENTAL > **Maturity**: EXPERIMENTAL
### [kmath-stat](kmath-stat) ### [kmath-stat](kmath-stat)
> >
> **Maturity**: EXPERIMENTAL > **Maturity**: EXPERIMENTAL
### [kmath-symja](kmath-symja) ### [kmath-symja](kmath-symja)
> Symja integration module > Symja integration module
> >
> **Maturity**: PROTOTYPE > **Maturity**: PROTOTYPE
### [kmath-tensorflow](kmath-tensorflow) ### [kmath-tensorflow](kmath-tensorflow)
> Google tensorflow connector > Google tensorflow connector
> >
> **Maturity**: PROTOTYPE > **Maturity**: PROTOTYPE
### [kmath-tensors](kmath-tensors) ### [kmath-tensors](kmath-tensors)
> >
> **Maturity**: PROTOTYPE > **Maturity**: PROTOTYPE
> >
> **Features:** > **Features:**
> - [tensor algebra](kmath-tensors/src/commonMain/kotlin/space/kscience/kmath/tensors/api/TensorAlgebra.kt) : Basic > - [tensor algebra](kmath-tensors/src/commonMain/kotlin/space/kscience/kmath/tensors/api/TensorAlgebra.kt) : Basic linear algebra operations on tensors (plus, dot, etc.)
linear algebra operations on tensors (plus, dot, etc.) > - [tensor algebra with broadcasting](kmath-tensors/src/commonMain/kotlin/space/kscience/kmath/tensors/core/BroadcastDoubleTensorAlgebra.kt) : Basic linear algebra operations implemented with broadcasting.
> - [tensor algebra with broadcasting](kmath-tensors/src/commonMain/kotlin/space/kscience/kmath/tensors/core/BroadcastDoubleTensorAlgebra.kt) : > - [linear algebra operations](kmath-tensors/src/commonMain/kotlin/space/kscience/kmath/tensors/api/LinearOpsTensorAlgebra.kt) : Advanced linear algebra operations like LU decomposition, SVD, etc.
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.
### [kmath-viktor](kmath-viktor) ### [kmath-viktor](kmath-viktor)
> Binding for https://github.com/JetBrains-Research/viktor > Binding for https://github.com/JetBrains-Research/viktor
> >
> **Maturity**: DEVELOPMENT > **Maturity**: DEPRECATED
### [test-utils](test-utils) ### [test-utils](test-utils)
> >
> **Maturity**: EXPERIMENTAL > **Maturity**: EXPERIMENTAL
## Multi-platform support ## Multi-platform support
KMath is developed as a multi-platform library, which means that most of the interfaces are declared in the KMath is developed as a multi-platform library, which means that most of the interfaces are declared in the

17
attributes-kt/README.md
View File

@ -2,3 +2,20 @@
## Usage
## Artifact:
The Maven coordinates of this project are `space.kscience:attributes-kt:0.1.0`.
**Gradle Kotlin DSL:**
```kotlin
repositories {
maven("https://repo.kotlin.link")
mavenCentral()
}
dependencies {
implementation("space.kscience:attributes-kt:0.1.0")
}
```

6
attributes-kt/api/attributes-kt.api
View File

@ -28,14 +28,14 @@ public final class space/kscience/attributes/Attributes$Companion {
} }
public final class space/kscience/attributes/AttributesBuilder : space/kscience/attributes/Attributes { public final class space/kscience/attributes/AttributesBuilder : space/kscience/attributes/Attributes {
public fun <init> ()V
public final fun add (Lspace/kscience/attributes/SetAttribute;Ljava/lang/Object;)V public final fun add (Lspace/kscience/attributes/SetAttribute;Ljava/lang/Object;)V
public final fun build ()Lspace/kscience/attributes/Attributes; public final fun build ()Lspace/kscience/attributes/Attributes;
public fun equals (Ljava/lang/Object;)Z public fun equals (Ljava/lang/Object;)Z
public final fun from (Lspace/kscience/attributes/Attributes;)V
public fun getContent ()Ljava/util/Map; public fun getContent ()Ljava/util/Map;
public fun hashCode ()I public fun hashCode ()I
public final fun invoke (Lspace/kscience/attributes/Attribute;Ljava/lang/Object;)V public final fun invoke (Lspace/kscience/attributes/Attribute;Ljava/lang/Object;)V
public final fun put (Lspace/kscience/attributes/Attribute;Ljava/lang/Object;)V
public final fun putAll (Lspace/kscience/attributes/Attributes;)V
public final fun remove (Lspace/kscience/attributes/SetAttribute;Ljava/lang/Object;)V public final fun remove (Lspace/kscience/attributes/SetAttribute;Ljava/lang/Object;)V
public final fun set (Lspace/kscience/attributes/Attribute;Ljava/lang/Object;)V public final fun set (Lspace/kscience/attributes/Attribute;Ljava/lang/Object;)V
public fun toString ()Ljava/lang/String; public fun toString ()Ljava/lang/String;
@ -50,7 +50,7 @@ public final class space/kscience/attributes/AttributesKt {
public static final fun Attributes (Lspace/kscience/attributes/Attribute;Ljava/lang/Object;)Lspace/kscience/attributes/Attributes; public static final fun Attributes (Lspace/kscience/attributes/Attribute;Ljava/lang/Object;)Lspace/kscience/attributes/Attributes;
public static final fun getOrDefault (Lspace/kscience/attributes/Attributes;Lspace/kscience/attributes/AttributeWithDefault;)Ljava/lang/Object; public static final fun getOrDefault (Lspace/kscience/attributes/Attributes;Lspace/kscience/attributes/AttributeWithDefault;)Ljava/lang/Object;
public static final fun isEmpty (Lspace/kscience/attributes/Attributes;)Z public static final fun isEmpty (Lspace/kscience/attributes/Attributes;)Z
public static final fun modify (Lspace/kscience/attributes/Attributes;Lkotlin/jvm/functions/Function1;)Lspace/kscience/attributes/Attributes; public static final fun modified (Lspace/kscience/attributes/Attributes;Lkotlin/jvm/functions/Function1;)Lspace/kscience/attributes/Attributes;
public static final fun plus (Lspace/kscience/attributes/Attributes;Lspace/kscience/attributes/Attributes;)Lspace/kscience/attributes/Attributes; public static final fun plus (Lspace/kscience/attributes/Attributes;Lspace/kscience/attributes/Attributes;)Lspace/kscience/attributes/Attributes;
public static final fun withAttribute (Lspace/kscience/attributes/Attributes;Lspace/kscience/attributes/Attribute;)Lspace/kscience/attributes/Attributes; public static final fun withAttribute (Lspace/kscience/attributes/Attributes;Lspace/kscience/attributes/Attribute;)Lspace/kscience/attributes/Attributes;
public static final fun withAttribute (Lspace/kscience/attributes/Attributes;Lspace/kscience/attributes/Attribute;Ljava/lang/Object;)Lspace/kscience/attributes/Attributes; public static final fun withAttribute (Lspace/kscience/attributes/Attributes;Lspace/kscience/attributes/Attribute;Ljava/lang/Object;)Lspace/kscience/attributes/Attributes;

14
kmath-ast/README.md
View File

@ -2,17 +2,17 @@
Extensions to MST API: transformations, dynamic compilation and visualization. Extensions to MST API: transformations, dynamic compilation and visualization.
- [expression-language](src/commonMain/kotlin/space/kscience/kmath/ast/parser.kt) : Expression language and its parser - [expression-language](src/commonMain/kotlin/space/kscience/kmath/ast/parser.kt) : Expression language and its parser
- [mst-jvm-codegen](src/jvmMain/kotlin/space/kscience/kmath/asm/asm.kt) : Dynamic MST to JVM bytecode compiler - [mst-jvm-codegen](src/jvmMain/kotlin/space/kscience/kmath/asm/asm.kt) : Dynamic MST to JVM bytecode compiler
- [mst-js-codegen](src/jsMain/kotlin/space/kscience/kmath/estree/estree.kt) : Dynamic MST to JS compiler - [mst-js-codegen](src/jsMain/kotlin/space/kscience/kmath/estree/estree.kt) : Dynamic MST to JS compiler
- [rendering](src/commonMain/kotlin/space/kscience/kmath/ast/rendering/MathRenderer.kt) : Extendable MST rendering - [rendering](src/commonMain/kotlin/space/kscience/kmath/ast/rendering/MathRenderer.kt) : Extendable MST rendering
## Artifact: ## Artifact:
The Maven coordinates of this project are `space.kscience:kmath-ast:0.4.0-dev-3`. The Maven coordinates of this project are `space.kscience:kmath-ast:0.4.0`.
**Gradle Kotlin DSL:** **Gradle Kotlin DSL:**
```kotlin ```kotlin
repositories { repositories {
maven("https://repo.kotlin.link") maven("https://repo.kotlin.link")
@ -20,7 +20,7 @@ repositories {
} }
dependencies { dependencies {
implementation("space.kscience:kmath-ast:0.4.0-dev-3") implementation("space.kscience:kmath-ast:0.4.0")
} }
``` ```

5
kmath-commons/README.md
View File

@ -6,10 +6,9 @@ Commons math binding for kmath
## Artifact: ## Artifact:
The Maven coordinates of this project are `space.kscience:kmath-commons:0.4.0-dev-3`. The Maven coordinates of this project are `space.kscience:kmath-commons:0.4.0`.
**Gradle Kotlin DSL:** **Gradle Kotlin DSL:**
```kotlin ```kotlin
repositories { repositories {
maven("https://repo.kotlin.link") maven("https://repo.kotlin.link")
@ -17,6 +16,6 @@ repositories {
} }
dependencies { dependencies {
implementation("space.kscience:kmath-commons:0.4.0-dev-3") implementation("space.kscience:kmath-commons:0.4.0")
} }
``` ```

10
kmath-complex/README.md
View File

@ -2,15 +2,15 @@
Complex and hypercomplex number systems in KMath. Complex and hypercomplex number systems in KMath.
- [complex](src/commonMain/kotlin/space/kscience/kmath/complex/Complex.kt) : Complex numbers operations - [complex](src/commonMain/kotlin/space/kscience/kmath/complex/Complex.kt) : Complex numbers operations
- [quaternion](src/commonMain/kotlin/space/kscience/kmath/complex/Quaternion.kt) : Quaternions and their composition - [quaternion](src/commonMain/kotlin/space/kscience/kmath/complex/Quaternion.kt) : Quaternions and their composition
## Artifact: ## Artifact:
The Maven coordinates of this project are `space.kscience:kmath-complex:0.4.0-dev-3`. The Maven coordinates of this project are `space.kscience:kmath-complex:0.4.0`.
**Gradle Kotlin DSL:** **Gradle Kotlin DSL:**
```kotlin ```kotlin
repositories { repositories {
maven("https://repo.kotlin.link") maven("https://repo.kotlin.link")
@ -18,6 +18,6 @@ repositories {
} }
dependencies { dependencies {
implementation("space.kscience:kmath-complex:0.4.0-dev-3") implementation("space.kscience:kmath-complex:0.4.0")
} }
``` ```

31
kmath-core/README.md
View File

@ -2,28 +2,23 @@
The core interfaces of KMath. The core interfaces of KMath.
- [algebras](src/commonMain/kotlin/space/kscience/kmath/operations/Algebra.kt) : Algebraic structures like rings, spaces - [algebras](src/commonMain/kotlin/space/kscience/kmath/operations/Algebra.kt) : Algebraic structures like rings, spaces and fields.
and fields. - [nd](src/commonMain/kotlin/space/kscience/kmath/structures/StructureND.kt) : Many-dimensional structures and operations on them.
- [nd](src/commonMain/kotlin/space/kscience/kmath/structures/StructureND.kt) : Many-dimensional structures and - [linear](src/commonMain/kotlin/space/kscience/kmath/operations/Algebra.kt) : Basic linear algebra operations (sums, products, etc.), backed by the `Space` API. Advanced linear algebra operations like matrix inversion and LU decomposition.
operations on them. - [buffers](src/commonMain/kotlin/space/kscience/kmath/structures/Buffers.kt) : One-dimensional structure
- [linear](src/commonMain/kotlin/space/kscience/kmath/operations/Algebra.kt) : Basic linear algebra operations (sums, - [expressions](src/commonMain/kotlin/space/kscience/kmath/expressions) : By writing a single mathematical expression once, users will be able to apply different types of
products, etc.), backed by the `Space` API. Advanced linear algebra operations like matrix inversion and LU objects to the expression by providing a context. Expressions can be used for a wide variety of purposes from high
decomposition. performance calculations to code generation.
- [buffers](src/commonMain/kotlin/space/kscience/kmath/structures/Buffers.kt) : One-dimensional structure - [domains](src/commonMain/kotlin/space/kscience/kmath/domains) : Domains
- [expressions](src/commonMain/kotlin/space/kscience/kmath/expressions) : By writing a single mathematical expression - [autodiff](src/commonMain/kotlin/space/kscience/kmath/expressions/SimpleAutoDiff.kt) : Automatic differentiation
once, users will be able to apply different types of - [Parallel linear algebra](#) : Parallel implementation for `LinearAlgebra`
objects to the expression by providing a context. Expressions can be used for a wide variety of purposes from high
performance calculations to code generation.
- [domains](src/commonMain/kotlin/space/kscience/kmath/domains) : Domains
- [autodiff](src/commonMain/kotlin/space/kscience/kmath/expressions/SimpleAutoDiff.kt) : Automatic differentiation
- [linear.parallel](#) : Parallel implementation for `LinearAlgebra`
## Artifact: ## Artifact:
The Maven coordinates of this project are `space.kscience:kmath-core:0.4.0-dev-3`. The Maven coordinates of this project are `space.kscience:kmath-core:0.4.0`.
**Gradle Kotlin DSL:** **Gradle Kotlin DSL:**
```kotlin ```kotlin
repositories { repositories {
maven("https://repo.kotlin.link") maven("https://repo.kotlin.link")
@ -31,6 +26,6 @@ repositories {
} }
dependencies { dependencies {
implementation("space.kscience:kmath-core:0.4.0-dev-3") implementation("space.kscience:kmath-core:0.4.0")
} }
``` ```

7
kmath-coroutines/README.md
View File

@ -1,13 +1,14 @@
# Module kmath-coroutines # Module kmath-coroutines
## Usage ## Usage
## Artifact: ## Artifact:
The Maven coordinates of this project are `space.kscience:kmath-coroutines:0.4.0-dev-3`. The Maven coordinates of this project are `space.kscience:kmath-coroutines:0.4.0`.
**Gradle Kotlin DSL:** **Gradle Kotlin DSL:**
```kotlin ```kotlin
repositories { repositories {
maven("https://repo.kotlin.link") maven("https://repo.kotlin.link")
@ -15,6 +16,6 @@ repositories {
} }
dependencies { dependencies {
implementation("space.kscience:kmath-coroutines:0.4.0-dev-3") implementation("space.kscience:kmath-coroutines:0.4.0")
} }
``` ```

5
kmath-dimensions/README.md
View File

@ -6,10 +6,9 @@ A proof of concept module for adding type-safe dimensions to structures
## Artifact: ## Artifact:
The Maven coordinates of this project are `space.kscience:kmath-dimensions:0.4.0-dev-3`. The Maven coordinates of this project are `space.kscience:kmath-dimensions:0.4.0`.
**Gradle Kotlin DSL:** **Gradle Kotlin DSL:**
```kotlin ```kotlin
repositories { repositories {
maven("https://repo.kotlin.link") maven("https://repo.kotlin.link")
@ -17,6 +16,6 @@ repositories {
} }
dependencies { dependencies {
implementation("space.kscience:kmath-dimensions:0.4.0-dev-3") implementation("space.kscience:kmath-dimensions:0.4.0")
} }
``` ```

12
kmath-ejml/README.md
View File

@ -2,16 +2,16 @@
EJML based linear algebra implementation. EJML based linear algebra implementation.
- [ejml-vector](src/main/kotlin/space/kscience/kmath/ejml/EjmlVector.kt) : Point implementations. - [ejml-vector](src/main/kotlin/space/kscience/kmath/ejml/EjmlVector.kt) : Point implementations.
- [ejml-matrix](src/main/kotlin/space/kscience/kmath/ejml/EjmlMatrix.kt) : Matrix implementation. - [ejml-matrix](src/main/kotlin/space/kscience/kmath/ejml/EjmlMatrix.kt) : Matrix implementation.
- [ejml-linear-space](src/main/kotlin/space/kscience/kmath/ejml/EjmlLinearSpace.kt) : LinearSpace implementations. - [ejml-linear-space](src/main/kotlin/space/kscience/kmath/ejml/EjmlLinearSpace.kt) : LinearSpace implementations.
## Artifact: ## Artifact:
The Maven coordinates of this project are `space.kscience:kmath-ejml:0.4.0-dev-3`. The Maven coordinates of this project are `space.kscience:kmath-ejml:0.4.0`.
**Gradle Kotlin DSL:** **Gradle Kotlin DSL:**
```kotlin ```kotlin
repositories { repositories {
maven("https://repo.kotlin.link") maven("https://repo.kotlin.link")
@ -19,6 +19,6 @@ repositories {
} }
dependencies { dependencies {
implementation("space.kscience:kmath-ejml:0.4.0-dev-3") implementation("space.kscience:kmath-ejml:0.4.0")
} }
``` ```

14
kmath-for-real/README.md
View File

@ -2,18 +2,16 @@
Specialization of KMath APIs for Double numbers. Specialization of KMath APIs for Double numbers.
- [DoubleVector](src/commonMain/kotlin/space/kscience/kmath/real/DoubleVector.kt) : Numpy-like operations for - [DoubleVector](src/commonMain/kotlin/space/kscience/kmath/real/DoubleVector.kt) : Numpy-like operations for Buffers/Points
Buffers/Points - [DoubleMatrix](src/commonMain/kotlin/space/kscience/kmath/real/DoubleMatrix.kt) : Numpy-like operations for 2d real structures
- [DoubleMatrix](src/commonMain/kotlin/space/kscience/kmath/real/DoubleMatrix.kt) : Numpy-like operations for 2d real - [grids](src/commonMain/kotlin/space/kscience/kmath/structures/grids.kt) : Uniform grid generators
structures
- [grids](src/commonMain/kotlin/space/kscience/kmath/structures/grids.kt) : Uniform grid generators
## Artifact: ## Artifact:
The Maven coordinates of this project are `space.kscience:kmath-for-real:0.4.0-dev-3`. The Maven coordinates of this project are `space.kscience:kmath-for-real:0.4.0`.
**Gradle Kotlin DSL:** **Gradle Kotlin DSL:**
```kotlin ```kotlin
repositories { repositories {
maven("https://repo.kotlin.link") maven("https://repo.kotlin.link")
@ -21,6 +19,6 @@ repositories {
} }
dependencies { dependencies {
implementation("space.kscience:kmath-for-real:0.4.0-dev-3") implementation("space.kscience:kmath-for-real:0.4.0")
} }
``` ```

18
kmath-functions/README.md
View File

@ -2,20 +2,18 @@
Functions and interpolations. Functions and interpolations.
- [piecewise](src/commonMain/kotlin/space/kscience/kmath/functions/Piecewise.kt) : Piecewise functions. - [piecewise](src/commonMain/kotlin/space/kscience/kmath/functions/Piecewise.kt) : Piecewise functions.
- [polynomials](src/commonMain/kotlin/space/kscience/kmath/functions/Polynomial.kt) : Polynomial functions. - [polynomials](src/commonMain/kotlin/space/kscience/kmath/functions/Polynomial.kt) : Polynomial functions.
- [linear interpolation](src/commonMain/kotlin/space/kscience/kmath/interpolation/LinearInterpolator.kt) : Linear XY - [linear interpolation](src/commonMain/kotlin/space/kscience/kmath/interpolation/LinearInterpolator.kt) : Linear XY interpolator.
interpolator. - [spline interpolation](src/commonMain/kotlin/space/kscience/kmath/interpolation/SplineInterpolator.kt) : Cubic spline XY interpolator.
- [spline interpolation](src/commonMain/kotlin/space/kscience/kmath/interpolation/SplineInterpolator.kt) : Cubic spline - [integration](#) : Univariate and multivariate quadratures
XY interpolator.
- [integration](#) : Univariate and multivariate quadratures
## Artifact: ## Artifact:
The Maven coordinates of this project are `space.kscience:kmath-functions:0.4.0-dev-3`. The Maven coordinates of this project are `space.kscience:kmath-functions:0.4.0`.
**Gradle Kotlin DSL:** **Gradle Kotlin DSL:**
```kotlin ```kotlin
repositories { repositories {
maven("https://repo.kotlin.link") maven("https://repo.kotlin.link")
@ -23,6 +21,6 @@ repositories {
} }
dependencies { dependencies {
implementation("space.kscience:kmath-functions:0.4.0-dev-3") implementation("space.kscience:kmath-functions:0.4.0")
} }
``` ```

7
kmath-geometry/README.md
View File

@ -1,13 +1,14 @@
# Module kmath-geometry # Module kmath-geometry
## Usage ## Usage
## Artifact: ## Artifact:
The Maven coordinates of this project are `space.kscience:kmath-geometry:0.4.0-dev-3`. The Maven coordinates of this project are `space.kscience:kmath-geometry:0.4.0`.
**Gradle Kotlin DSL:** **Gradle Kotlin DSL:**
```kotlin ```kotlin
repositories { repositories {
maven("https://repo.kotlin.link") maven("https://repo.kotlin.link")
@ -15,6 +16,6 @@ repositories {
} }
dependencies { dependencies {
implementation("space.kscience:kmath-geometry:0.4.0-dev-3") implementation("space.kscience:kmath-geometry:0.4.0")
} }
``` ```

7
kmath-histograms/README.md
View File

@ -1,13 +1,14 @@
# Module kmath-histograms # Module kmath-histograms
## Usage ## Usage
## Artifact: ## Artifact:
The Maven coordinates of this project are `space.kscience:kmath-histograms:0.4.0-dev-3`. The Maven coordinates of this project are `space.kscience:kmath-histograms:0.4.0`.
**Gradle Kotlin DSL:** **Gradle Kotlin DSL:**
```kotlin ```kotlin
repositories { repositories {
maven("https://repo.kotlin.link") maven("https://repo.kotlin.link")
@ -15,6 +16,6 @@ repositories {
} }
dependencies { dependencies {
implementation("space.kscience:kmath-histograms:0.4.0-dev-3") implementation("space.kscience:kmath-histograms:0.4.0")
} }
``` ```

8
kmath-jafama/README.md
View File

@ -2,14 +2,14 @@
Integration with [Jafama](https://github.com/jeffhain/jafama). Integration with [Jafama](https://github.com/jeffhain/jafama).
- [jafama-double](src/main/kotlin/space/kscience/kmath/jafama/) : Double ExtendedField implementations based on Jafama - [jafama-double](src/main/kotlin/space/kscience/kmath/jafama/) : Double ExtendedField implementations based on Jafama
## Artifact: ## Artifact:
The Maven coordinates of this project are `space.kscience:kmath-jafama:0.4.0-dev-3`. The Maven coordinates of this project are `space.kscience:kmath-jafama:0.4.0`.
**Gradle Kotlin DSL:** **Gradle Kotlin DSL:**
```kotlin ```kotlin
repositories { repositories {
maven("https://repo.kotlin.link") maven("https://repo.kotlin.link")
@ -17,7 +17,7 @@ repositories {
} }
dependencies { dependencies {
implementation("space.kscience:kmath-jafama:0.4.0-dev-3") implementation("space.kscience:kmath-jafama:0.4.0")
} }
``` ```

7
kmath-jupyter/README.md
View File

@ -1,13 +1,14 @@
# Module kmath-jupyter # Module kmath-jupyter
## Usage ## Usage
## Artifact: ## Artifact:
The Maven coordinates of this project are `space.kscience:kmath-jupyter:0.4.0-dev-3`. The Maven coordinates of this project are `space.kscience:kmath-jupyter:0.4.0`.
**Gradle Kotlin DSL:** **Gradle Kotlin DSL:**
```kotlin ```kotlin
repositories { repositories {
maven("https://repo.kotlin.link") maven("https://repo.kotlin.link")
@ -15,6 +16,6 @@ repositories {
} }
dependencies { dependencies {
implementation("space.kscience:kmath-jupyter:0.4.0-dev-3") implementation("space.kscience:kmath-jupyter:0.4.0")
} }
``` ```

12
kmath-kotlingrad/README.md
View File

@ -2,17 +2,15 @@
[Kotlin∇](https://github.com/breandan/kotlingrad) integration module. [Kotlin∇](https://github.com/breandan/kotlingrad) integration module.
- [differentiable-mst-expression](src/main/kotlin/space/kscience/kmath/kotlingrad/KotlingradExpression.kt) : MST based - [differentiable-mst-expression](src/main/kotlin/space/kscience/kmath/kotlingrad/KotlingradExpression.kt) : MST based DifferentiableExpression.
DifferentiableExpression. - [scalars-adapters](src/main/kotlin/space/kscience/kmath/kotlingrad/scalarsAdapters.kt) : Conversions between Kotlin∇'s SFun and MST
- [scalars-adapters](src/main/kotlin/space/kscience/kmath/kotlingrad/scalarsAdapters.kt) : Conversions between Kotlin∇'s
SFun and MST
## Artifact: ## Artifact:
The Maven coordinates of this project are `space.kscience:kmath-kotlingrad:0.4.0-dev-3`. The Maven coordinates of this project are `space.kscience:kmath-kotlingrad:0.4.0`.
**Gradle Kotlin DSL:** **Gradle Kotlin DSL:**
```kotlin ```kotlin
repositories { repositories {
maven("https://repo.kotlin.link") maven("https://repo.kotlin.link")
@ -20,6 +18,6 @@ repositories {
} }
dependencies { dependencies {
implementation("space.kscience:kmath-kotlingrad:0.4.0-dev-3") implementation("space.kscience:kmath-kotlingrad:0.4.0")
} }
``` ```

7
kmath-memory/README.md
View File

@ -1,13 +1,14 @@
# Module kmath-memory # Module kmath-memory
## Usage ## Usage
## Artifact: ## Artifact:
The Maven coordinates of this project are `space.kscience:kmath-memory:0.4.0-dev-3`. The Maven coordinates of this project are `space.kscience:kmath-memory:0.4.0`.
**Gradle Kotlin DSL:** **Gradle Kotlin DSL:**
```kotlin ```kotlin
repositories { repositories {
maven("https://repo.kotlin.link") maven("https://repo.kotlin.link")
@ -15,6 +16,6 @@ repositories {
} }
dependencies { dependencies {
implementation("space.kscience:kmath-memory:0.4.0-dev-3") implementation("space.kscience:kmath-memory:0.4.0")
} }
``` ```

5
kmath-multik/README.md
View File

@ -6,10 +6,9 @@ JetBrains Multik connector
## Artifact: ## Artifact:
The Maven coordinates of this project are `space.kscience:kmath-multik:0.4.0-dev-3`. The Maven coordinates of this project are `space.kscience:kmath-multik:0.4.0`.
**Gradle Kotlin DSL:** **Gradle Kotlin DSL:**
```kotlin ```kotlin
repositories { repositories {
maven("https://repo.kotlin.link") maven("https://repo.kotlin.link")
@ -17,6 +16,6 @@ repositories {
} }
dependencies { dependencies {
implementation("space.kscience:kmath-multik:0.4.0-dev-3") implementation("space.kscience:kmath-multik:0.4.0")
} }
``` ```

12
kmath-nd4j/README.md
View File

@ -2,16 +2,16 @@
ND4J based implementations of KMath abstractions. ND4J based implementations of KMath abstractions.
- [nd4jarraystructure](#) : NDStructure wrapper for INDArray - [nd4jarraystructure](#) : NDStructure wrapper for INDArray
- [nd4jarrayrings](#) : Rings over Nd4jArrayStructure of Int and Long - [nd4jarrayrings](#) : Rings over Nd4jArrayStructure of Int and Long
- [nd4jarrayfields](#) : Fields over Nd4jArrayStructure of Float and Double - [nd4jarrayfields](#) : Fields over Nd4jArrayStructure of Float and Double
## Artifact: ## Artifact:
The Maven coordinates of this project are `space.kscience:kmath-nd4j:0.4.0-dev-3`. The Maven coordinates of this project are `space.kscience:kmath-nd4j:0.4.0`.
**Gradle Kotlin DSL:** **Gradle Kotlin DSL:**
```kotlin ```kotlin
repositories { repositories {
maven("https://repo.kotlin.link") maven("https://repo.kotlin.link")
@ -19,7 +19,7 @@ repositories {
} }
dependencies { dependencies {
implementation("space.kscience:kmath-nd4j:0.4.0-dev-3") implementation("space.kscience:kmath-nd4j:0.4.0")
} }
``` ```

7
kmath-optimization/README.md
View File

@ -1,13 +1,14 @@
# Module kmath-optimization # Module kmath-optimization
## Usage ## Usage
## Artifact: ## Artifact:
The Maven coordinates of this project are `space.kscience:kmath-optimization:0.4.0-dev-3`. The Maven coordinates of this project are `space.kscience:kmath-optimization:0.4.0`.
**Gradle Kotlin DSL:** **Gradle Kotlin DSL:**
```kotlin ```kotlin
repositories { repositories {
maven("https://repo.kotlin.link") maven("https://repo.kotlin.link")
@ -15,6 +16,6 @@ repositories {
} }
dependencies { dependencies {
implementation("space.kscience:kmath-optimization:0.4.0-dev-3") implementation("space.kscience:kmath-optimization:0.4.0")
} }
``` ```

7
kmath-stat/README.md
View File

@ -1,13 +1,14 @@
# Module kmath-stat # Module kmath-stat
## Usage ## Usage
## Artifact: ## Artifact:
The Maven coordinates of this project are `space.kscience:kmath-stat:0.4.0-dev-3`. The Maven coordinates of this project are `space.kscience:kmath-stat:0.4.0`.
**Gradle Kotlin DSL:** **Gradle Kotlin DSL:**
```kotlin ```kotlin
repositories { repositories {
maven("https://repo.kotlin.link") maven("https://repo.kotlin.link")
@ -15,6 +16,6 @@ repositories {
} }
dependencies { dependencies {
implementation("space.kscience:kmath-stat:0.4.0-dev-3") implementation("space.kscience:kmath-stat:0.4.0")
} }
``` ```

5
kmath-symja/README.md
View File

@ -6,10 +6,9 @@ Symja integration module
## Artifact: ## Artifact:
The Maven coordinates of this project are `space.kscience:kmath-symja:0.4.0-dev-3`. The Maven coordinates of this project are `space.kscience:kmath-symja:0.4.0`.
**Gradle Kotlin DSL:** **Gradle Kotlin DSL:**
```kotlin ```kotlin
repositories { repositories {
maven("https://repo.kotlin.link") maven("https://repo.kotlin.link")
@ -17,6 +16,6 @@ repositories {
} }
dependencies { dependencies {
implementation("space.kscience:kmath-symja:0.4.0-dev-3") implementation("space.kscience:kmath-symja:0.4.0")
} }
``` ```

5
kmath-tensorflow/README.md
View File

@ -6,10 +6,9 @@ Google tensorflow connector
## Artifact: ## Artifact:
The Maven coordinates of this project are `space.kscience:kmath-tensorflow:0.4.0-dev-3`. The Maven coordinates of this project are `space.kscience:kmath-tensorflow:0.4.0`.
**Gradle Kotlin DSL:** **Gradle Kotlin DSL:**
```kotlin ```kotlin
repositories { repositories {
maven("https://repo.kotlin.link") maven("https://repo.kotlin.link")
@ -17,6 +16,6 @@ repositories {
} }
dependencies { dependencies {
implementation("space.kscience:kmath-tensorflow:0.4.0-dev-3") implementation("space.kscience:kmath-tensorflow:0.4.0")
} }
``` ```

15
kmath-tensors/README.md
View File

@ -2,19 +2,16 @@
Common linear algebra operations on tensors. Common linear algebra operations on tensors.
- [tensor algebra](src/commonMain/kotlin/space/kscience/kmath/tensors/api/TensorAlgebra.kt) : Basic linear algebra - [tensor algebra](src/commonMain/kotlin/space/kscience/kmath/tensors/api/TensorAlgebra.kt) : Basic linear algebra operations on tensors (plus, dot, etc.)
operations on tensors (plus, dot, etc.) - [tensor algebra with broadcasting](src/commonMain/kotlin/space/kscience/kmath/tensors/core/BroadcastDoubleTensorAlgebra.kt) : Basic linear algebra operations implemented with broadcasting.
- [tensor algebra with broadcasting](src/commonMain/kotlin/space/kscience/kmath/tensors/core/BroadcastDoubleTensorAlgebra.kt) : - [linear algebra operations](src/commonMain/kotlin/space/kscience/kmath/tensors/api/LinearOpsTensorAlgebra.kt) : Advanced linear algebra operations like LU decomposition, SVD, etc.
Basic linear algebra operations implemented with broadcasting.
- [linear algebra operations](src/commonMain/kotlin/space/kscience/kmath/tensors/api/LinearOpsTensorAlgebra.kt) :
Advanced linear algebra operations like LU decomposition, SVD, etc.
## Artifact: ## Artifact:
The Maven coordinates of this project are `space.kscience:kmath-tensors:0.4.0-dev-3`. The Maven coordinates of this project are `space.kscience:kmath-tensors:0.4.0`.
**Gradle Kotlin DSL:** **Gradle Kotlin DSL:**
```kotlin ```kotlin
repositories { repositories {
maven("https://repo.kotlin.link") maven("https://repo.kotlin.link")
@ -22,6 +19,6 @@ repositories {
} }
dependencies { dependencies {
implementation("space.kscience:kmath-tensors:0.4.0-dev-3") implementation("space.kscience:kmath-tensors:0.4.0")
} }
``` ```

5
kmath-viktor/README.md
View File

@ -6,10 +6,9 @@ Binding for https://github.com/JetBrains-Research/viktor
## Artifact: ## Artifact:
The Maven coordinates of this project are `space.kscience:kmath-viktor:0.4.0-dev-3`. The Maven coordinates of this project are `space.kscience:kmath-viktor:0.4.0`.
**Gradle Kotlin DSL:** **Gradle Kotlin DSL:**
```kotlin ```kotlin
repositories { repositories {
maven("https://repo.kotlin.link") maven("https://repo.kotlin.link")
@ -17,6 +16,6 @@ repositories {
} }
dependencies { dependencies {
implementation("space.kscience:kmath-viktor:0.4.0-dev-3") implementation("space.kscience:kmath-viktor:0.4.0")
} }
``` ```