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Blocking statistics. Move MST to core

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This commit is contained in:
Alexander Nozik 2021-04-14 12:40:26 +03:00
parent ce4dcb63b0
commit 6cea5742e8
61 changed files with 527 additions and 458 deletions
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1
CHANGELOG.md
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@ -18,6 +18,7 @@
- DataSets are moved from functions to core
- Redesign advanced Chain API
- Redesign MST. Remove MSTExpression.
- Move MST to core
### Deprecated

6
README.md
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@ -87,9 +87,9 @@ KMath is a modular library. Different modules provide different features with di
>
> **Features:**
> - [expression-language](kmath-ast/src/jvmMain/kotlin/space/kscience/kmath/ast/parser.kt) : Expression language and its parser
> - [mst](kmath-ast/src/commonMain/kotlin/space/kscience/kmath/ast/MST.kt) : MST (Mathematical Syntax Tree) as expression language's syntax intermediate representation
> - [mst-building](kmath-ast/src/commonMain/kotlin/space/kscience/kmath/ast/MstAlgebra.kt) : MST building algebraic structure
> - [mst-interpreter](kmath-ast/src/commonMain/kotlin/space/kscience/kmath/ast/MST.kt) : MST interpreter
> - [mst](kmath-core/src/commonMain/kotlin/space/kscience/kmath/expressions/MST.kt) : MST (Mathematical Syntax Tree) as expression language's syntax intermediate representation
> - [mst-building](kmath-core/src/commonMain/kotlin/space/kscience/kmath/expressions/MstAlgebra.kt) : MST building algebraic structure
> - [mst-interpreter](kmath-core/src/commonMain/kotlin/space/kscience/kmath/expressions/MST.kt) : MST interpreter
> - [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

4
examples/build.gradle.kts
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@ -3,7 +3,7 @@ import org.jetbrains.kotlin.gradle.tasks.KotlinCompile
plugins {
kotlin("jvm")
kotlin("plugin.allopen")
id("kotlinx.benchmark")
id("org.jetbrains.kotlinx.benchmark")
}
allOpen.annotation("org.openjdk.jmh.annotations.State")
@ -56,7 +56,7 @@ dependencies {
implementation("org.nd4j:nd4j-native-platform:1.0.0-beta7")
implementation("org.jetbrains.kotlinx:kotlinx-io:0.2.0-npm-dev-11")
implementation("org.jetbrains.kotlinx:kotlinx.benchmark.runtime:0.2.0-dev-20")
implementation("org.jetbrains.kotlinx:kotlinx-benchmark-runtime:0.3.0")
implementation("org.slf4j:slf4j-simple:1.7.30")
// plotting

6
examples/src/benchmarks/kotlin/space/kscience/kmath/benchmarks/ExpressionsInterpretersBenchmark.kt
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@ -5,11 +5,7 @@ import kotlinx.benchmark.Blackhole
import kotlinx.benchmark.Scope
import kotlinx.benchmark.State
import space.kscience.kmath.asm.compileToExpression
import space.kscience.kmath.ast.MstField
import space.kscience.kmath.ast.toExpression
import space.kscience.kmath.expressions.Expression
import space.kscience.kmath.expressions.expressionInField
import space.kscience.kmath.expressions.invoke
import space.kscience.kmath.expressions.*
import space.kscience.kmath.misc.symbol
import space.kscience.kmath.operations.DoubleField
import space.kscience.kmath.operations.bindSymbol

2
examples/src/main/kotlin/space/kscience/kmath/ast/expressions.kt
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@ -1,5 +1,7 @@
package space.kscience.kmath.ast
import space.kscience.kmath.expressions.MstField
import space.kscience.kmath.expressions.interpret
import space.kscience.kmath.misc.Symbol.Companion.x
import space.kscience.kmath.operations.DoubleField
import space.kscience.kmath.operations.bindSymbol

6
examples/src/main/kotlin/space/kscience/kmath/stat/DistributionBenchmark.kt
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@ -3,12 +3,12 @@ package space.kscience.kmath.stat
import kotlinx.coroutines.Dispatchers
import kotlinx.coroutines.async
import kotlinx.coroutines.runBlocking
import org.apache.commons.rng.sampling.distribution.BoxMullerNormalizedGaussianSampler
import org.apache.commons.rng.simple.RandomSource
import space.kscience.kmath.samplers.GaussianSampler
import java.time.Duration
import java.time.Instant
import org.apache.commons.rng.sampling.distribution.GaussianSampler as CMGaussianSampler
import org.apache.commons.rng.sampling.distribution.ZigguratNormalizedGaussianSampler as CMZigguratNormalizedGaussianSampler
private suspend fun runKMathChained(): Duration {
val generator = RandomGenerator.fromSource(RandomSource.MT, 123L)
@ -34,7 +34,7 @@ private fun runApacheDirect(): Duration {
val rng = RandomSource.create(RandomSource.MT, 123L)
val sampler = CMGaussianSampler.of(
CMZigguratNormalizedGaussianSampler.of(rng),
BoxMullerNormalizedGaussianSampler.of(rng),
7.0,
2.0
)
@ -59,8 +59,8 @@ private fun runApacheDirect(): Duration {
* Comparing chain sampling performance with direct sampling performance
*/
fun main(): Unit = runBlocking(Dispatchers.Default) {
val chainJob = async { runKMathChained() }
val directJob = async { runApacheDirect() }
val chainJob = async { runKMathChained() }
println("KMath Chained: ${chainJob.await()}")
println("Apache Direct: ${directJob.await()}")
}

2
gradle.properties
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@ -4,5 +4,5 @@ kotlin.mpp.stability.nowarn=true
kotlin.native.enableDependencyPropagation=false
kotlin.parallel.tasks.in.project=true
org.gradle.configureondemand=true
org.gradle.jvmargs=-XX:MaxMetaspaceSize=9G
org.gradle.jvmargs=-XX:MaxMetaspaceSize=1G
org.gradle.parallel=true

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-6.8.3-bin.zip
distributionUrl=https\://services.gradle.org/distributions/gradle-7.0-bin.zip
zipStoreBase=GRADLE_USER_HOME
zipStorePath=wrapper/dists

6
kmath-ast/README.md
View File

@ -3,9 +3,9 @@
Abstract syntax tree expression representation and related optimizations.
- [expression-language](src/jvmMain/kotlin/space/kscience/kmath/ast/parser.kt) : Expression language and its parser
- [mst](src/commonMain/kotlin/space/kscience/kmath/ast/MST.kt) : MST (Mathematical Syntax Tree) as expression language's syntax intermediate representation
- [mst-building](src/commonMain/kotlin/space/kscience/kmath/ast/MstAlgebra.kt) : MST building algebraic structure
- [mst-interpreter](src/commonMain/kotlin/space/kscience/kmath/ast/MST.kt) : MST interpreter
- [mst](../kmath-core/src/commonMain/kotlin/space/kscience/kmath/expressions/MST.kt) : MST (Mathematical Syntax Tree) as expression language's syntax intermediate representation
- [mst-building](../kmath-core/src/commonMain/kotlin/space/kscience/kmath/expressions/MstAlgebra.kt) : MST building algebraic structure
- [mst-interpreter](../kmath-core/src/commonMain/kotlin/space/kscience/kmath/expressions/MST.kt) : MST interpreter
- [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

7
kmath-ast/build.gradle.kts
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@ -1,7 +1,6 @@
import ru.mipt.npm.gradle.Maturity
plugins {
id("ru.mipt.npm.gradle.mpp")
kotlin("multiplatform")
id("ru.mipt.npm.gradle.common")
}
kotlin.js {
@ -52,7 +51,7 @@ tasks.dokkaHtml {
}
readme {
maturity = Maturity.PROTOTYPE
maturity = ru.mipt.npm.gradle.Maturity.PROTOTYPE
propertyByTemplate("artifact", rootProject.file("docs/templates/ARTIFACT-TEMPLATE.md"))
feature(

2
kmath-ast/src/commonMain/kotlin/space/kscience/kmath/ast/rendering/MathRenderer.kt
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@ -1,6 +1,6 @@
package space.kscience.kmath.ast.rendering
import space.kscience.kmath.ast.MST
import space.kscience.kmath.expressions.MST
/**
* Renders [MST] to [MathSyntax].

2
kmath-ast/src/commonMain/kotlin/space/kscience/kmath/ast/rendering/features.kt
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@ -1,7 +1,7 @@
package space.kscience.kmath.ast.rendering
import space.kscience.kmath.ast.MST
import space.kscience.kmath.ast.rendering.FeaturedMathRenderer.RenderFeature
import space.kscience.kmath.expressions.MST
import space.kscience.kmath.operations.*
import kotlin.reflect.KClass

4
kmath-ast/src/commonTest/kotlin/space/kscisnce/kmath/ast/InterpretTest.kt
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@ -1,8 +1,8 @@
package space.kscisnce.kmath.ast
import space.kscience.kmath.ast.MstField
import space.kscience.kmath.ast.toExpression
import space.kscience.kmath.expressions.MstField
import space.kscience.kmath.expressions.invoke
import space.kscience.kmath.expressions.toExpression
import space.kscience.kmath.misc.Symbol.Companion.x
import space.kscience.kmath.operations.DoubleField
import space.kscience.kmath.operations.bindSymbol

17
kmath-ast/src/jsMain/kotlin/space/kscience/kmath/estree/estree.kt
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@ -1,10 +1,10 @@
package space.kscience.kmath.estree
import space.kscience.kmath.ast.MST
import space.kscience.kmath.ast.MST.*
import space.kscience.kmath.estree.internal.ESTreeBuilder
import space.kscience.kmath.estree.internal.estree.BaseExpression
import space.kscience.kmath.expressions.Expression
import space.kscience.kmath.expressions.MST
import space.kscience.kmath.expressions.MST.*
import space.kscience.kmath.expressions.invoke
import space.kscience.kmath.misc.Symbol
import space.kscience.kmath.operations.Algebra
@ -26,16 +26,17 @@ internal fun <T> MST.compileWith(algebra: Algebra<T>): Expression<T> {
is Unary -> when {
algebra is NumericAlgebra && node.value is Numeric -> constant(
algebra.unaryOperationFunction(node.operation)(algebra.number(node.value.value)))
algebra.unaryOperationFunction(node.operation)(algebra.number((node.value as Numeric).value)))
else -> call(algebra.unaryOperationFunction(node.operation), visit(node.value))
}
is Binary -> when {
algebra is NumericAlgebra && node.left is Numeric && node.right is Numeric -> constant(
algebra
.binaryOperationFunction(node.operation)
.invoke(algebra.number(node.left.value), algebra.number(node.right.value))
algebra.binaryOperationFunction(node.operation).invoke(
algebra.number((node.left as Numeric).value),
algebra.number((node.right as Numeric).value)
)
)
algebra is NumericAlgebra && node.left is Numeric -> call(
@ -70,12 +71,12 @@ public fun <T : Any> MST.compileToExpression(algebra: Algebra<T>): Expression<T>
/**
* Compile given MST to expression and evaluate it against [arguments]
*/
public inline fun <reified T: Any> MST.compile(algebra: Algebra<T>, arguments: Map<Symbol, T>): T =
public inline fun <reified T : Any> MST.compile(algebra: Algebra<T>, arguments: Map<Symbol, T>): T =
compileToExpression(algebra).invoke(arguments)
/**
* Compile given MST to expression and evaluate it against [arguments]
*/
public inline fun <reified T: Any> MST.compile(algebra: Algebra<T>, vararg arguments: Pair<Symbol,T>): T =
public inline fun <reified T : Any> MST.compile(algebra: Algebra<T>, vararg arguments: Pair<Symbol, T>): T =
compileToExpression(algebra).invoke(*arguments)

2
kmath-ast/src/jsTest/kotlin/space/kscience/kmath/estree/TestESTreeConsistencyWithInterpreter.kt
View File

@ -1,8 +1,8 @@
package space.kscience.kmath.estree
import space.kscience.kmath.ast.*
import space.kscience.kmath.complex.ComplexField
import space.kscience.kmath.complex.toComplex
import space.kscience.kmath.expressions.*
import space.kscience.kmath.misc.Symbol
import space.kscience.kmath.operations.ByteRing
import space.kscience.kmath.operations.DoubleField

2
kmath-ast/src/jsTest/kotlin/space/kscience/kmath/estree/TestESTreeOperationsSupport.kt
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@ -1,6 +1,6 @@
package space.kscience.kmath.estree
import space.kscience.kmath.ast.MstExtendedField
import space.kscience.kmath.expressions.MstExtendedField
import space.kscience.kmath.expressions.invoke
import space.kscience.kmath.operations.DoubleField
import space.kscience.kmath.operations.invoke

2
kmath-ast/src/jsTest/kotlin/space/kscience/kmath/estree/TestESTreeSpecialization.kt
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@ -1,6 +1,6 @@
package space.kscience.kmath.estree
import space.kscience.kmath.ast.MstExtendedField
import space.kscience.kmath.expressions.MstExtendedField
import space.kscience.kmath.expressions.invoke
import space.kscience.kmath.operations.DoubleField
import space.kscience.kmath.operations.invoke

2
kmath-ast/src/jsTest/kotlin/space/kscience/kmath/estree/TestESTreeVariables.kt
View File

@ -1,6 +1,6 @@
package space.kscience.kmath.estree
import space.kscience.kmath.ast.MstRing
import space.kscience.kmath.expressions.MstRing
import space.kscience.kmath.expressions.invoke
import space.kscience.kmath.operations.ByteRing
import space.kscience.kmath.operations.invoke

18
kmath-ast/src/jvmMain/kotlin/space/kscience/kmath/asm/asm.kt
View File

@ -2,9 +2,9 @@ package space.kscience.kmath.asm
import space.kscience.kmath.asm.internal.AsmBuilder
import space.kscience.kmath.asm.internal.buildName
import space.kscience.kmath.ast.MST
import space.kscience.kmath.ast.MST.*
import space.kscience.kmath.expressions.Expression
import space.kscience.kmath.expressions.MST
import space.kscience.kmath.expressions.MST.*
import space.kscience.kmath.expressions.invoke
import space.kscience.kmath.misc.Symbol
import space.kscience.kmath.operations.Algebra
@ -34,15 +34,17 @@ internal fun <T : Any> MST.compileWith(type: Class<T>, algebra: Algebra<T>): Exp
is Unary -> when {
algebra is NumericAlgebra && node.value is Numeric -> loadObjectConstant(
algebra.unaryOperationFunction(node.operation)(algebra.number(node.value.value)))
algebra.unaryOperationFunction(node.operation)(algebra.number((node.value as Numeric).value)))
else -> buildCall(algebra.unaryOperationFunction(node.operation)) { visit(node.value) }
}
is Binary -> when {
algebra is NumericAlgebra && node.left is Numeric && node.right is Numeric -> loadObjectConstant(
algebra.binaryOperationFunction(node.operation)
.invoke(algebra.number(node.left.value), algebra.number(node.right.value))
algebra.binaryOperationFunction(node.operation).invoke(
algebra.number((node.left as Numeric).value),
algebra.number((node.right as Numeric).value)
)
)
algebra is NumericAlgebra && node.left is Numeric -> buildCall(
@ -71,18 +73,18 @@ internal fun <T : Any> MST.compileWith(type: Class<T>, algebra: Algebra<T>): Exp
/**
* Create a compiled expression with given [MST] and given [algebra].
*/
public inline fun <reified T: Any> MST.compileToExpression(algebra: Algebra<T>): Expression<T> =
public inline fun <reified T : Any> MST.compileToExpression(algebra: Algebra<T>): Expression<T> =
compileWith(T::class.java, algebra)
/**
* Compile given MST to expression and evaluate it against [arguments]
*/
public inline fun <reified T: Any> MST.compile(algebra: Algebra<T>, arguments: Map<Symbol, T>): T =
public inline fun <reified T : Any> MST.compile(algebra: Algebra<T>, arguments: Map<Symbol, T>): T =
compileToExpression(algebra).invoke(arguments)
/**
* Compile given MST to expression and evaluate it against [arguments]
*/
public inline fun <reified T: Any> MST.compile(algebra: Algebra<T>, vararg arguments: Pair<Symbol,T>): T =
public inline fun <reified T : Any> MST.compile(algebra: Algebra<T>, vararg arguments: Pair<Symbol, T>): T =
compileToExpression(algebra).invoke(*arguments)

2
kmath-ast/src/jvmMain/kotlin/space/kscience/kmath/asm/internal/AsmBuilder.kt
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@ -5,8 +5,8 @@ import org.objectweb.asm.Opcodes.*
import org.objectweb.asm.Type.*
import org.objectweb.asm.commons.InstructionAdapter
import space.kscience.kmath.asm.internal.AsmBuilder.ClassLoader
import space.kscience.kmath.ast.MST
import space.kscience.kmath.expressions.Expression
import space.kscience.kmath.expressions.MST
import java.lang.invoke.MethodHandles
import java.lang.invoke.MethodType
import java.util.stream.Collectors.toMap

2
kmath-ast/src/jvmMain/kotlin/space/kscience/kmath/asm/internal/codegenUtils.kt
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@ -2,8 +2,8 @@ package space.kscience.kmath.asm.internal
import org.objectweb.asm.*
import org.objectweb.asm.commons.InstructionAdapter
import space.kscience.kmath.ast.MST
import space.kscience.kmath.expressions.Expression
import space.kscience.kmath.expressions.MST
import kotlin.contracts.InvocationKind
import kotlin.contracts.contract

1
kmath-ast/src/jvmMain/kotlin/space/kscience/kmath/ast/parser.kt
View File

@ -13,6 +13,7 @@ import com.github.h0tk3y.betterParse.lexer.literalToken
import com.github.h0tk3y.betterParse.lexer.regexToken
import com.github.h0tk3y.betterParse.parser.ParseResult
import com.github.h0tk3y.betterParse.parser.Parser
import space.kscience.kmath.expressions.MST
import space.kscience.kmath.operations.FieldOperations
import space.kscience.kmath.operations.GroupOperations
import space.kscience.kmath.operations.PowerOperations

2
kmath-ast/src/jvmTest/kotlin/space/kscience/kmath/asm/TestAsmConsistencyWithInterpreter.kt
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@ -1,8 +1,8 @@
package space.kscience.kmath.asm
import space.kscience.kmath.ast.*
import space.kscience.kmath.complex.ComplexField
import space.kscience.kmath.complex.toComplex
import space.kscience.kmath.expressions.*
import space.kscience.kmath.misc.Symbol.Companion.x
import space.kscience.kmath.operations.ByteRing
import space.kscience.kmath.operations.DoubleField

6
kmath-ast/src/jvmTest/kotlin/space/kscience/kmath/asm/TestAsmOperationsSupport.kt
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@ -1,8 +1,8 @@
package space.kscience.kmath.asm
import space.kscience.kmath.ast.MstExtendedField
import space.kscience.kmath.ast.MstField
import space.kscience.kmath.ast.MstGroup
import space.kscience.kmath.expressions.MstExtendedField
import space.kscience.kmath.expressions.MstField
import space.kscience.kmath.expressions.MstGroup
import space.kscience.kmath.expressions.invoke
import space.kscience.kmath.operations.DoubleField
import space.kscience.kmath.operations.invoke

2
kmath-ast/src/jvmTest/kotlin/space/kscience/kmath/asm/TestAsmSpecialization.kt
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@ -1,6 +1,6 @@
package space.kscience.kmath.asm
import space.kscience.kmath.ast.MstExtendedField
import space.kscience.kmath.expressions.MstExtendedField
import space.kscience.kmath.expressions.invoke
import space.kscience.kmath.operations.DoubleField
import space.kscience.kmath.operations.invoke

2
kmath-ast/src/jvmTest/kotlin/space/kscience/kmath/asm/TestAsmVariables.kt
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@ -1,6 +1,6 @@
package space.kscience.kmath.asm
import space.kscience.kmath.ast.MstRing
import space.kscience.kmath.expressions.MstRing
import space.kscience.kmath.expressions.invoke
import space.kscience.kmath.operations.ByteRing
import space.kscience.kmath.operations.invoke

1
kmath-ast/src/jvmTest/kotlin/space/kscience/kmath/ast/ParserPrecedenceTest.kt
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@ -1,5 +1,6 @@
package space.kscience.kmath.ast
import space.kscience.kmath.expressions.evaluate
import space.kscience.kmath.operations.DoubleField
import space.kscience.kmath.operations.Field
import kotlin.test.Test

3
kmath-ast/src/jvmTest/kotlin/space/kscience/kmath/ast/ParserTest.kt
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@ -2,6 +2,9 @@ package space.kscience.kmath.ast
import space.kscience.kmath.complex.Complex
import space.kscience.kmath.complex.ComplexField
import space.kscience.kmath.expressions.MstField
import space.kscience.kmath.expressions.evaluate
import space.kscience.kmath.expressions.interpret
import space.kscience.kmath.operations.Algebra
import space.kscience.kmath.operations.DoubleField
import space.kscience.kmath.operations.invoke

2
kmath-ast/src/jvmTest/kotlin/space/kscience/kmath/ast/rendering/TestFeatures.kt
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@ -1,7 +1,7 @@
package space.kscience.kmath.ast.rendering
import space.kscience.kmath.ast.MST.Numeric
import space.kscience.kmath.ast.rendering.TestUtils.testLatex
import space.kscience.kmath.expressions.MST.Numeric
import kotlin.test.Test
internal class TestFeatures {

2
kmath-ast/src/jvmTest/kotlin/space/kscience/kmath/ast/rendering/TestLatex.kt
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@ -1,7 +1,7 @@
package space.kscience.kmath.ast.rendering
import space.kscience.kmath.ast.MST
import space.kscience.kmath.ast.rendering.TestUtils.testLatex
import space.kscience.kmath.expressions.MST
import space.kscience.kmath.operations.GroupOperations
import kotlin.test.Test

2
kmath-ast/src/jvmTest/kotlin/space/kscience/kmath/ast/rendering/TestMathML.kt
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@ -1,7 +1,7 @@
package space.kscience.kmath.ast.rendering
import space.kscience.kmath.ast.MST
import space.kscience.kmath.ast.rendering.TestUtils.testMathML
import space.kscience.kmath.expressions.MST
import space.kscience.kmath.operations.GroupOperations
import kotlin.test.Test

2
kmath-ast/src/jvmTest/kotlin/space/kscience/kmath/ast/rendering/TestUtils.kt
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@ -1,7 +1,7 @@
package space.kscience.kmath.ast.rendering
import space.kscience.kmath.ast.MST
import space.kscience.kmath.ast.parseMath
import space.kscience.kmath.expressions.MST
import kotlin.test.assertEquals
internal object TestUtils {

3
kmath-commons/build.gradle.kts
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@ -1,5 +1,6 @@
plugins {
id("ru.mipt.npm.gradle.jvm")
kotlin("jvm")
id("ru.mipt.npm.gradle.common")
}
description = "Commons math binding for kmath"

7
kmath-complex/build.gradle.kts
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@ -1,7 +1,6 @@
import ru.mipt.npm.gradle.Maturity
plugins {
id("ru.mipt.npm.gradle.mpp")
kotlin("multiplatform")
id("ru.mipt.npm.gradle.common")
id("ru.mipt.npm.gradle.native")
}
@ -19,7 +18,7 @@ kotlin.sourceSets {
readme {
description = "Complex numbers and quaternions."
maturity = Maturity.PROTOTYPE
maturity = ru.mipt.npm.gradle.Maturity.PROTOTYPE
propertyByTemplate("artifact", rootProject.file("docs/templates/ARTIFACT-TEMPLATE.md"))
feature(

326
kmath-core/api/kmath-core.api
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@ -217,6 +217,332 @@ public class space/kscience/kmath/expressions/FunctionalExpressionRing : space/k
public fun unaryOperationFunction (Ljava/lang/String;)Lkotlin/jvm/functions/Function1;
}
public abstract class space/kscience/kmath/expressions/MST {
}
public final class space/kscience/kmath/expressions/MST$Binary : space/kscience/kmath/expressions/MST {
public fun <init> (Ljava/lang/String;Lspace/kscience/kmath/expressions/MST;Lspace/kscience/kmath/expressions/MST;)V
public final fun component1 ()Ljava/lang/String;
public final fun component2 ()Lspace/kscience/kmath/expressions/MST;
public final fun component3 ()Lspace/kscience/kmath/expressions/MST;
public final fun copy (Ljava/lang/String;Lspace/kscience/kmath/expressions/MST;Lspace/kscience/kmath/expressions/MST;)Lspace/kscience/kmath/expressions/MST$Binary;
public static synthetic fun copy$default (Lspace/kscience/kmath/expressions/MST$Binary;Ljava/lang/String;Lspace/kscience/kmath/expressions/MST;Lspace/kscience/kmath/expressions/MST;ILjava/lang/Object;)Lspace/kscience/kmath/expressions/MST$Binary;
public fun equals (Ljava/lang/Object;)Z
public final fun getLeft ()Lspace/kscience/kmath/expressions/MST;
public final fun getOperation ()Ljava/lang/String;
public final fun getRight ()Lspace/kscience/kmath/expressions/MST;
public fun hashCode ()I
public fun toString ()Ljava/lang/String;
}
public final class space/kscience/kmath/expressions/MST$Numeric : space/kscience/kmath/expressions/MST {
public fun <init> (Ljava/lang/Number;)V
public final fun component1 ()Ljava/lang/Number;
public final fun copy (Ljava/lang/Number;)Lspace/kscience/kmath/expressions/MST$Numeric;
public static synthetic fun copy$default (Lspace/kscience/kmath/expressions/MST$Numeric;Ljava/lang/Number;ILjava/lang/Object;)Lspace/kscience/kmath/expressions/MST$Numeric;
public fun equals (Ljava/lang/Object;)Z
public final fun getValue ()Ljava/lang/Number;
public fun hashCode ()I
public fun toString ()Ljava/lang/String;
}
public final class space/kscience/kmath/expressions/MST$Symbolic : space/kscience/kmath/expressions/MST {
public fun <init> (Ljava/lang/String;)V
public final fun component1 ()Ljava/lang/String;
public final fun copy (Ljava/lang/String;)Lspace/kscience/kmath/expressions/MST$Symbolic;
public static synthetic fun copy$default (Lspace/kscience/kmath/expressions/MST$Symbolic;Ljava/lang/String;ILjava/lang/Object;)Lspace/kscience/kmath/expressions/MST$Symbolic;
public fun equals (Ljava/lang/Object;)Z
public final fun getValue ()Ljava/lang/String;
public fun hashCode ()I
public fun toString ()Ljava/lang/String;
}
public final class space/kscience/kmath/expressions/MST$Unary : space/kscience/kmath/expressions/MST {
public fun <init> (Ljava/lang/String;Lspace/kscience/kmath/expressions/MST;)V
public final fun component1 ()Ljava/lang/String;
public final fun component2 ()Lspace/kscience/kmath/expressions/MST;
public final fun copy (Ljava/lang/String;Lspace/kscience/kmath/expressions/MST;)Lspace/kscience/kmath/expressions/MST$Unary;
public static synthetic fun copy$default (Lspace/kscience/kmath/expressions/MST$Unary;Ljava/lang/String;Lspace/kscience/kmath/expressions/MST;ILjava/lang/Object;)Lspace/kscience/kmath/expressions/MST$Unary;
public fun equals (Ljava/lang/Object;)Z
public final fun getOperation ()Ljava/lang/String;
public final fun getValue ()Lspace/kscience/kmath/expressions/MST;
public fun hashCode ()I
public fun toString ()Ljava/lang/String;
}
public final class space/kscience/kmath/expressions/MSTKt {
public static final fun evaluate (Lspace/kscience/kmath/operations/Algebra;Lspace/kscience/kmath/expressions/MST;)Ljava/lang/Object;
public static final fun interpret (Lspace/kscience/kmath/expressions/MST;Lspace/kscience/kmath/operations/Algebra;Ljava/util/Map;)Ljava/lang/Object;
public static final fun interpret (Lspace/kscience/kmath/expressions/MST;Lspace/kscience/kmath/operations/Algebra;[Lkotlin/Pair;)Ljava/lang/Object;
public static final fun toExpression (Lspace/kscience/kmath/expressions/MST;Lspace/kscience/kmath/operations/Algebra;)Lspace/kscience/kmath/expressions/Expression;
}
public final class space/kscience/kmath/expressions/MstAlgebra : space/kscience/kmath/operations/NumericAlgebra {
public static final field INSTANCE Lspace/kscience/kmath/expressions/MstAlgebra;
public synthetic fun binaryOperation (Ljava/lang/String;Ljava/lang/Object;Ljava/lang/Object;)Ljava/lang/Object;
public fun binaryOperation (Ljava/lang/String;Lspace/kscience/kmath/expressions/MST;Lspace/kscience/kmath/expressions/MST;)Lspace/kscience/kmath/expressions/MST;
public fun binaryOperationFunction (Ljava/lang/String;)Lkotlin/jvm/functions/Function2;
public synthetic fun bindSymbol (Ljava/lang/String;)Ljava/lang/Object;
public fun bindSymbol (Ljava/lang/String;)Lspace/kscience/kmath/expressions/MST$Symbolic;
public synthetic fun bindSymbolOrNull (Ljava/lang/String;)Ljava/lang/Object;
public fun bindSymbolOrNull (Ljava/lang/String;)Lspace/kscience/kmath/expressions/MST$Symbolic;
public synthetic fun leftSideNumberOperation (Ljava/lang/String;Ljava/lang/Number;Ljava/lang/Object;)Ljava/lang/Object;
public fun leftSideNumberOperation (Ljava/lang/String;Ljava/lang/Number;Lspace/kscience/kmath/expressions/MST;)Lspace/kscience/kmath/expressions/MST;
public fun leftSideNumberOperationFunction (Ljava/lang/String;)Lkotlin/jvm/functions/Function2;
public synthetic fun number (Ljava/lang/Number;)Ljava/lang/Object;
public fun number (Ljava/lang/Number;)Lspace/kscience/kmath/expressions/MST$Numeric;
public synthetic fun rightSideNumberOperation (Ljava/lang/String;Ljava/lang/Object;Ljava/lang/Number;)Ljava/lang/Object;
public fun rightSideNumberOperation (Ljava/lang/String;Lspace/kscience/kmath/expressions/MST;Ljava/lang/Number;)Lspace/kscience/kmath/expressions/MST;
public fun rightSideNumberOperationFunction (Ljava/lang/String;)Lkotlin/jvm/functions/Function2;
public synthetic fun unaryOperation (Ljava/lang/String;Ljava/lang/Object;)Ljava/lang/Object;
public fun unaryOperation (Ljava/lang/String;Lspace/kscience/kmath/expressions/MST;)Lspace/kscience/kmath/expressions/MST;
public fun unaryOperationFunction (Ljava/lang/String;)Lkotlin/jvm/functions/Function1;
}
public final class space/kscience/kmath/expressions/MstExtendedField : space/kscience/kmath/operations/ExtendedField, space/kscience/kmath/operations/NumericAlgebra {
public static final field INSTANCE Lspace/kscience/kmath/expressions/MstExtendedField;
public synthetic fun acos (Ljava/lang/Object;)Ljava/lang/Object;
public fun acos (Lspace/kscience/kmath/expressions/MST;)Lspace/kscience/kmath/expressions/MST$Unary;
public synthetic fun acosh (Ljava/lang/Object;)Ljava/lang/Object;
public fun acosh (Lspace/kscience/kmath/expressions/MST;)Lspace/kscience/kmath/expressions/MST$Unary;
public synthetic fun add (Ljava/lang/Object;Ljava/lang/Object;)Ljava/lang/Object;
public fun add (Lspace/kscience/kmath/expressions/MST;Lspace/kscience/kmath/expressions/MST;)Lspace/kscience/kmath/expressions/MST$Binary;
public synthetic fun asin (Ljava/lang/Object;)Ljava/lang/Object;
public fun asin (Lspace/kscience/kmath/expressions/MST;)Lspace/kscience/kmath/expressions/MST$Unary;
public synthetic fun asinh (Ljava/lang/Object;)Ljava/lang/Object;
public fun asinh (Lspace/kscience/kmath/expressions/MST;)Lspace/kscience/kmath/expressions/MST$Unary;
public synthetic fun atan (Ljava/lang/Object;)Ljava/lang/Object;
public fun atan (Lspace/kscience/kmath/expressions/MST;)Lspace/kscience/kmath/expressions/MST$Unary;
public synthetic fun atanh (Ljava/lang/Object;)Ljava/lang/Object;
public fun atanh (Lspace/kscience/kmath/expressions/MST;)Lspace/kscience/kmath/expressions/MST$Unary;
public synthetic fun binaryOperation (Ljava/lang/String;Ljava/lang/Object;Ljava/lang/Object;)Ljava/lang/Object;
public fun binaryOperation (Ljava/lang/String;Lspace/kscience/kmath/expressions/MST;Lspace/kscience/kmath/expressions/MST;)Lspace/kscience/kmath/expressions/MST;
public fun binaryOperationFunction (Ljava/lang/String;)Lkotlin/jvm/functions/Function2;
public synthetic fun bindSymbol (Ljava/lang/String;)Ljava/lang/Object;
public fun bindSymbol (Ljava/lang/String;)Lspace/kscience/kmath/expressions/MST;
public synthetic fun bindSymbolOrNull (Ljava/lang/String;)Ljava/lang/Object;
public fun bindSymbolOrNull (Ljava/lang/String;)Lspace/kscience/kmath/expressions/MST$Symbolic;
public synthetic fun cos (Ljava/lang/Object;)Ljava/lang/Object;
public fun cos (Lspace/kscience/kmath/expressions/MST;)Lspace/kscience/kmath/expressions/MST$Unary;
public synthetic fun cosh (Ljava/lang/Object;)Ljava/lang/Object;
public fun cosh (Lspace/kscience/kmath/expressions/MST;)Lspace/kscience/kmath/expressions/MST$Unary;
public synthetic fun div (Ljava/lang/Object;Ljava/lang/Number;)Ljava/lang/Object;
public synthetic fun div (Ljava/lang/Object;Ljava/lang/Object;)Ljava/lang/Object;
public fun div (Lspace/kscience/kmath/expressions/MST;Ljava/lang/Number;)Lspace/kscience/kmath/expressions/MST;
public fun div (Lspace/kscience/kmath/expressions/MST;Lspace/kscience/kmath/expressions/MST;)Lspace/kscience/kmath/expressions/MST;
public synthetic fun divide (Ljava/lang/Object;Ljava/lang/Object;)Ljava/lang/Object;
public fun divide (Lspace/kscience/kmath/expressions/MST;Lspace/kscience/kmath/expressions/MST;)Lspace/kscience/kmath/expressions/MST$Binary;
public synthetic fun exp (Ljava/lang/Object;)Ljava/lang/Object;
public fun exp (Lspace/kscience/kmath/expressions/MST;)Lspace/kscience/kmath/expressions/MST$Unary;
public synthetic fun getOne ()Ljava/lang/Object;
public fun getOne ()Lspace/kscience/kmath/expressions/MST$Numeric;
public synthetic fun getZero ()Ljava/lang/Object;
public fun getZero ()Lspace/kscience/kmath/expressions/MST$Numeric;
public synthetic fun leftSideNumberOperation (Ljava/lang/String;Ljava/lang/Number;Ljava/lang/Object;)Ljava/lang/Object;
public fun leftSideNumberOperation (Ljava/lang/String;Ljava/lang/Number;Lspace/kscience/kmath/expressions/MST;)Lspace/kscience/kmath/expressions/MST;
public fun leftSideNumberOperationFunction (Ljava/lang/String;)Lkotlin/jvm/functions/Function2;
public synthetic fun ln (Ljava/lang/Object;)Ljava/lang/Object;
public fun ln (Lspace/kscience/kmath/expressions/MST;)Lspace/kscience/kmath/expressions/MST$Unary;
public synthetic fun minus (Ljava/lang/Object;Ljava/lang/Object;)Ljava/lang/Object;
public fun minus (Lspace/kscience/kmath/expressions/MST;Lspace/kscience/kmath/expressions/MST;)Lspace/kscience/kmath/expressions/MST$Binary;
public synthetic fun multiply (Ljava/lang/Object;Ljava/lang/Object;)Ljava/lang/Object;
public fun multiply (Lspace/kscience/kmath/expressions/MST;Lspace/kscience/kmath/expressions/MST;)Lspace/kscience/kmath/expressions/MST$Binary;
public synthetic fun number (Ljava/lang/Number;)Ljava/lang/Object;
public fun number (Ljava/lang/Number;)Lspace/kscience/kmath/expressions/MST$Numeric;
public synthetic fun plus (Ljava/lang/Object;Ljava/lang/Object;)Ljava/lang/Object;
public fun plus (Lspace/kscience/kmath/expressions/MST;Lspace/kscience/kmath/expressions/MST;)Lspace/kscience/kmath/expressions/MST;
public synthetic fun pow (Ljava/lang/Object;Ljava/lang/Number;)Ljava/lang/Object;
public fun pow (Lspace/kscience/kmath/expressions/MST;Ljava/lang/Number;)Lspace/kscience/kmath/expressions/MST;
public synthetic fun power (Ljava/lang/Object;Ljava/lang/Number;)Ljava/lang/Object;
public fun power (Lspace/kscience/kmath/expressions/MST;Ljava/lang/Number;)Lspace/kscience/kmath/expressions/MST$Binary;
public synthetic fun rightSideNumberOperation (Ljava/lang/String;Ljava/lang/Object;Ljava/lang/Number;)Ljava/lang/Object;
public fun rightSideNumberOperation (Ljava/lang/String;Lspace/kscience/kmath/expressions/MST;Ljava/lang/Number;)Lspace/kscience/kmath/expressions/MST;
public fun rightSideNumberOperationFunction (Ljava/lang/String;)Lkotlin/jvm/functions/Function2;
public synthetic fun scale (Ljava/lang/Object;D)Ljava/lang/Object;
public fun scale (Lspace/kscience/kmath/expressions/MST;D)Lspace/kscience/kmath/expressions/MST;
public synthetic fun sin (Ljava/lang/Object;)Ljava/lang/Object;
public fun sin (Lspace/kscience/kmath/expressions/MST;)Lspace/kscience/kmath/expressions/MST$Unary;
public synthetic fun sinh (Ljava/lang/Object;)Ljava/lang/Object;
public fun sinh (Lspace/kscience/kmath/expressions/MST;)Lspace/kscience/kmath/expressions/MST$Unary;
public synthetic fun sqrt (Ljava/lang/Object;)Ljava/lang/Object;
public fun sqrt (Lspace/kscience/kmath/expressions/MST;)Lspace/kscience/kmath/expressions/MST;
public synthetic fun tan (Ljava/lang/Object;)Ljava/lang/Object;
public fun tan (Lspace/kscience/kmath/expressions/MST;)Lspace/kscience/kmath/expressions/MST$Unary;
public synthetic fun tanh (Ljava/lang/Object;)Ljava/lang/Object;
public fun tanh (Lspace/kscience/kmath/expressions/MST;)Lspace/kscience/kmath/expressions/MST$Unary;
public synthetic fun times (Ljava/lang/Number;Ljava/lang/Object;)Ljava/lang/Object;
public fun times (Ljava/lang/Number;Lspace/kscience/kmath/expressions/MST;)Lspace/kscience/kmath/expressions/MST;
public synthetic fun times (Ljava/lang/Object;Ljava/lang/Number;)Ljava/lang/Object;
public synthetic fun times (Ljava/lang/Object;Ljava/lang/Object;)Ljava/lang/Object;
public fun times (Lspace/kscience/kmath/expressions/MST;Ljava/lang/Number;)Lspace/kscience/kmath/expressions/MST;
public fun times (Lspace/kscience/kmath/expressions/MST;Lspace/kscience/kmath/expressions/MST;)Lspace/kscience/kmath/expressions/MST;
public synthetic fun unaryMinus (Ljava/lang/Object;)Ljava/lang/Object;
public fun unaryMinus (Lspace/kscience/kmath/expressions/MST;)Lspace/kscience/kmath/expressions/MST$Unary;
public synthetic fun unaryOperation (Ljava/lang/String;Ljava/lang/Object;)Ljava/lang/Object;
public fun unaryOperation (Ljava/lang/String;Lspace/kscience/kmath/expressions/MST;)Lspace/kscience/kmath/expressions/MST;
public fun unaryOperationFunction (Ljava/lang/String;)Lkotlin/jvm/functions/Function1;
public synthetic fun unaryPlus (Ljava/lang/Object;)Ljava/lang/Object;
public fun unaryPlus (Lspace/kscience/kmath/expressions/MST;)Lspace/kscience/kmath/expressions/MST$Unary;
}
public final class space/kscience/kmath/expressions/MstField : space/kscience/kmath/operations/Field, space/kscience/kmath/operations/NumbersAddOperations, space/kscience/kmath/operations/ScaleOperations {
public static final field INSTANCE Lspace/kscience/kmath/expressions/MstField;
public synthetic fun add (Ljava/lang/Object;Ljava/lang/Object;)Ljava/lang/Object;
public fun add (Lspace/kscience/kmath/expressions/MST;Lspace/kscience/kmath/expressions/MST;)Lspace/kscience/kmath/expressions/MST$Binary;
public synthetic fun binaryOperation (Ljava/lang/String;Ljava/lang/Object;Ljava/lang/Object;)Ljava/lang/Object;
public fun binaryOperation (Ljava/lang/String;Lspace/kscience/kmath/expressions/MST;Lspace/kscience/kmath/expressions/MST;)Lspace/kscience/kmath/expressions/MST;
public fun binaryOperationFunction (Ljava/lang/String;)Lkotlin/jvm/functions/Function2;
public synthetic fun bindSymbol (Ljava/lang/String;)Ljava/lang/Object;
public fun bindSymbol (Ljava/lang/String;)Lspace/kscience/kmath/expressions/MST;
public synthetic fun bindSymbolOrNull (Ljava/lang/String;)Ljava/lang/Object;
public fun bindSymbolOrNull (Ljava/lang/String;)Lspace/kscience/kmath/expressions/MST$Symbolic;
public synthetic fun div (Ljava/lang/Object;Ljava/lang/Number;)Ljava/lang/Object;
public synthetic fun div (Ljava/lang/Object;Ljava/lang/Object;)Ljava/lang/Object;
public fun div (Lspace/kscience/kmath/expressions/MST;Ljava/lang/Number;)Lspace/kscience/kmath/expressions/MST;
public fun div (Lspace/kscience/kmath/expressions/MST;Lspace/kscience/kmath/expressions/MST;)Lspace/kscience/kmath/expressions/MST;
public synthetic fun divide (Ljava/lang/Object;Ljava/lang/Object;)Ljava/lang/Object;
public fun divide (Lspace/kscience/kmath/expressions/MST;Lspace/kscience/kmath/expressions/MST;)Lspace/kscience/kmath/expressions/MST$Binary;
public synthetic fun getOne ()Ljava/lang/Object;
public fun getOne ()Lspace/kscience/kmath/expressions/MST$Numeric;
public synthetic fun getZero ()Ljava/lang/Object;
public fun getZero ()Lspace/kscience/kmath/expressions/MST$Numeric;
public synthetic fun leftSideNumberOperation (Ljava/lang/String;Ljava/lang/Number;Ljava/lang/Object;)Ljava/lang/Object;
public fun leftSideNumberOperation (Ljava/lang/String;Ljava/lang/Number;Lspace/kscience/kmath/expressions/MST;)Lspace/kscience/kmath/expressions/MST;
public fun leftSideNumberOperationFunction (Ljava/lang/String;)Lkotlin/jvm/functions/Function2;
public synthetic fun minus (Ljava/lang/Number;Ljava/lang/Object;)Ljava/lang/Object;
public fun minus (Ljava/lang/Number;Lspace/kscience/kmath/expressions/MST;)Lspace/kscience/kmath/expressions/MST;
public synthetic fun minus (Ljava/lang/Object;Ljava/lang/Number;)Ljava/lang/Object;
public synthetic fun minus (Ljava/lang/Object;Ljava/lang/Object;)Ljava/lang/Object;
public fun minus (Lspace/kscience/kmath/expressions/MST;Ljava/lang/Number;)Lspace/kscience/kmath/expressions/MST;
public fun minus (Lspace/kscience/kmath/expressions/MST;Lspace/kscience/kmath/expressions/MST;)Lspace/kscience/kmath/expressions/MST$Binary;
public synthetic fun multiply (Ljava/lang/Object;Ljava/lang/Object;)Ljava/lang/Object;
public fun multiply (Lspace/kscience/kmath/expressions/MST;Lspace/kscience/kmath/expressions/MST;)Lspace/kscience/kmath/expressions/MST$Binary;
public synthetic fun number (Ljava/lang/Number;)Ljava/lang/Object;
public fun number (Ljava/lang/Number;)Lspace/kscience/kmath/expressions/MST$Numeric;
public synthetic fun plus (Ljava/lang/Number;Ljava/lang/Object;)Ljava/lang/Object;
public fun plus (Ljava/lang/Number;Lspace/kscience/kmath/expressions/MST;)Lspace/kscience/kmath/expressions/MST;
public synthetic fun plus (Ljava/lang/Object;Ljava/lang/Number;)Ljava/lang/Object;
public synthetic fun plus (Ljava/lang/Object;Ljava/lang/Object;)Ljava/lang/Object;
public fun plus (Lspace/kscience/kmath/expressions/MST;Ljava/lang/Number;)Lspace/kscience/kmath/expressions/MST;
public fun plus (Lspace/kscience/kmath/expressions/MST;Lspace/kscience/kmath/expressions/MST;)Lspace/kscience/kmath/expressions/MST;
public synthetic fun rightSideNumberOperation (Ljava/lang/String;Ljava/lang/Object;Ljava/lang/Number;)Ljava/lang/Object;
public fun rightSideNumberOperation (Ljava/lang/String;Lspace/kscience/kmath/expressions/MST;Ljava/lang/Number;)Lspace/kscience/kmath/expressions/MST;
public fun rightSideNumberOperationFunction (Ljava/lang/String;)Lkotlin/jvm/functions/Function2;
public synthetic fun scale (Ljava/lang/Object;D)Ljava/lang/Object;
public fun scale (Lspace/kscience/kmath/expressions/MST;D)Lspace/kscience/kmath/expressions/MST$Binary;
public synthetic fun times (Ljava/lang/Number;Ljava/lang/Object;)Ljava/lang/Object;
public fun times (Ljava/lang/Number;Lspace/kscience/kmath/expressions/MST;)Lspace/kscience/kmath/expressions/MST;
public synthetic fun times (Ljava/lang/Object;Ljava/lang/Number;)Ljava/lang/Object;
public synthetic fun times (Ljava/lang/Object;Ljava/lang/Object;)Ljava/lang/Object;
public fun times (Lspace/kscience/kmath/expressions/MST;Ljava/lang/Number;)Lspace/kscience/kmath/expressions/MST;
public fun times (Lspace/kscience/kmath/expressions/MST;Lspace/kscience/kmath/expressions/MST;)Lspace/kscience/kmath/expressions/MST;
public synthetic fun unaryMinus (Ljava/lang/Object;)Ljava/lang/Object;
public fun unaryMinus (Lspace/kscience/kmath/expressions/MST;)Lspace/kscience/kmath/expressions/MST$Unary;
public synthetic fun unaryOperation (Ljava/lang/String;Ljava/lang/Object;)Ljava/lang/Object;
public fun unaryOperation (Ljava/lang/String;Lspace/kscience/kmath/expressions/MST;)Lspace/kscience/kmath/expressions/MST;
public fun unaryOperationFunction (Ljava/lang/String;)Lkotlin/jvm/functions/Function1;
public synthetic fun unaryPlus (Ljava/lang/Object;)Ljava/lang/Object;
public fun unaryPlus (Lspace/kscience/kmath/expressions/MST;)Lspace/kscience/kmath/expressions/MST$Unary;
}
public final class space/kscience/kmath/expressions/MstGroup : space/kscience/kmath/operations/Group, space/kscience/kmath/operations/NumericAlgebra, space/kscience/kmath/operations/ScaleOperations {
public static final field INSTANCE Lspace/kscience/kmath/expressions/MstGroup;
public synthetic fun add (Ljava/lang/Object;Ljava/lang/Object;)Ljava/lang/Object;
public fun add (Lspace/kscience/kmath/expressions/MST;Lspace/kscience/kmath/expressions/MST;)Lspace/kscience/kmath/expressions/MST$Binary;
public synthetic fun binaryOperation (Ljava/lang/String;Ljava/lang/Object;Ljava/lang/Object;)Ljava/lang/Object;
public fun binaryOperation (Ljava/lang/String;Lspace/kscience/kmath/expressions/MST;Lspace/kscience/kmath/expressions/MST;)Lspace/kscience/kmath/expressions/MST;
public fun binaryOperationFunction (Ljava/lang/String;)Lkotlin/jvm/functions/Function2;
public synthetic fun bindSymbol (Ljava/lang/String;)Ljava/lang/Object;
public fun bindSymbol (Ljava/lang/String;)Lspace/kscience/kmath/expressions/MST;
public synthetic fun bindSymbolOrNull (Ljava/lang/String;)Ljava/lang/Object;
public fun bindSymbolOrNull (Ljava/lang/String;)Lspace/kscience/kmath/expressions/MST$Symbolic;
public synthetic fun div (Ljava/lang/Object;Ljava/lang/Number;)Ljava/lang/Object;
public fun div (Lspace/kscience/kmath/expressions/MST;Ljava/lang/Number;)Lspace/kscience/kmath/expressions/MST;
public synthetic fun getZero ()Ljava/lang/Object;
public fun getZero ()Lspace/kscience/kmath/expressions/MST$Numeric;
public synthetic fun leftSideNumberOperation (Ljava/lang/String;Ljava/lang/Number;Ljava/lang/Object;)Ljava/lang/Object;
public fun leftSideNumberOperation (Ljava/lang/String;Ljava/lang/Number;Lspace/kscience/kmath/expressions/MST;)Lspace/kscience/kmath/expressions/MST;
public fun leftSideNumberOperationFunction (Ljava/lang/String;)Lkotlin/jvm/functions/Function2;
public synthetic fun minus (Ljava/lang/Object;Ljava/lang/Object;)Ljava/lang/Object;
public fun minus (Lspace/kscience/kmath/expressions/MST;Lspace/kscience/kmath/expressions/MST;)Lspace/kscience/kmath/expressions/MST$Binary;
public synthetic fun number (Ljava/lang/Number;)Ljava/lang/Object;
public fun number (Ljava/lang/Number;)Lspace/kscience/kmath/expressions/MST$Numeric;
public synthetic fun plus (Ljava/lang/Object;Ljava/lang/Object;)Ljava/lang/Object;
public fun plus (Lspace/kscience/kmath/expressions/MST;Lspace/kscience/kmath/expressions/MST;)Lspace/kscience/kmath/expressions/MST;
public synthetic fun rightSideNumberOperation (Ljava/lang/String;Ljava/lang/Object;Ljava/lang/Number;)Ljava/lang/Object;
public fun rightSideNumberOperation (Ljava/lang/String;Lspace/kscience/kmath/expressions/MST;Ljava/lang/Number;)Lspace/kscience/kmath/expressions/MST;
public fun rightSideNumberOperationFunction (Ljava/lang/String;)Lkotlin/jvm/functions/Function2;
public synthetic fun scale (Ljava/lang/Object;D)Ljava/lang/Object;
public fun scale (Lspace/kscience/kmath/expressions/MST;D)Lspace/kscience/kmath/expressions/MST$Binary;
public synthetic fun times (Ljava/lang/Number;Ljava/lang/Object;)Ljava/lang/Object;
public fun times (Ljava/lang/Number;Lspace/kscience/kmath/expressions/MST;)Lspace/kscience/kmath/expressions/MST;
public synthetic fun times (Ljava/lang/Object;Ljava/lang/Number;)Ljava/lang/Object;
public fun times (Lspace/kscience/kmath/expressions/MST;Ljava/lang/Number;)Lspace/kscience/kmath/expressions/MST;
public synthetic fun unaryMinus (Ljava/lang/Object;)Ljava/lang/Object;
public fun unaryMinus (Lspace/kscience/kmath/expressions/MST;)Lspace/kscience/kmath/expressions/MST$Unary;
public synthetic fun unaryOperation (Ljava/lang/String;Ljava/lang/Object;)Ljava/lang/Object;
public fun unaryOperation (Ljava/lang/String;Lspace/kscience/kmath/expressions/MST;)Lspace/kscience/kmath/expressions/MST;
public fun unaryOperationFunction (Ljava/lang/String;)Lkotlin/jvm/functions/Function1;
public synthetic fun unaryPlus (Ljava/lang/Object;)Ljava/lang/Object;
public fun unaryPlus (Lspace/kscience/kmath/expressions/MST;)Lspace/kscience/kmath/expressions/MST$Unary;
}
public final class space/kscience/kmath/expressions/MstRing : space/kscience/kmath/operations/NumbersAddOperations, space/kscience/kmath/operations/Ring, space/kscience/kmath/operations/ScaleOperations {
public static final field INSTANCE Lspace/kscience/kmath/expressions/MstRing;
public synthetic fun add (Ljava/lang/Object;Ljava/lang/Object;)Ljava/lang/Object;
public fun add (Lspace/kscience/kmath/expressions/MST;Lspace/kscience/kmath/expressions/MST;)Lspace/kscience/kmath/expressions/MST$Binary;
public synthetic fun binaryOperation (Ljava/lang/String;Ljava/lang/Object;Ljava/lang/Object;)Ljava/lang/Object;
public fun binaryOperation (Ljava/lang/String;Lspace/kscience/kmath/expressions/MST;Lspace/kscience/kmath/expressions/MST;)Lspace/kscience/kmath/expressions/MST;
public fun binaryOperationFunction (Ljava/lang/String;)Lkotlin/jvm/functions/Function2;
public synthetic fun bindSymbol (Ljava/lang/String;)Ljava/lang/Object;
public fun bindSymbol (Ljava/lang/String;)Lspace/kscience/kmath/expressions/MST;
public synthetic fun bindSymbolOrNull (Ljava/lang/String;)Ljava/lang/Object;
public fun bindSymbolOrNull (Ljava/lang/String;)Lspace/kscience/kmath/expressions/MST$Symbolic;
public synthetic fun div (Ljava/lang/Object;Ljava/lang/Number;)Ljava/lang/Object;
public fun div (Lspace/kscience/kmath/expressions/MST;Ljava/lang/Number;)Lspace/kscience/kmath/expressions/MST;
public synthetic fun getOne ()Ljava/lang/Object;
public fun getOne ()Lspace/kscience/kmath/expressions/MST$Numeric;
public synthetic fun getZero ()Ljava/lang/Object;
public fun getZero ()Lspace/kscience/kmath/expressions/MST$Numeric;
public synthetic fun leftSideNumberOperation (Ljava/lang/String;Ljava/lang/Number;Ljava/lang/Object;)Ljava/lang/Object;
public fun leftSideNumberOperation (Ljava/lang/String;Ljava/lang/Number;Lspace/kscience/kmath/expressions/MST;)Lspace/kscience/kmath/expressions/MST;
public fun leftSideNumberOperationFunction (Ljava/lang/String;)Lkotlin/jvm/functions/Function2;
public synthetic fun minus (Ljava/lang/Number;Ljava/lang/Object;)Ljava/lang/Object;
public fun minus (Ljava/lang/Number;Lspace/kscience/kmath/expressions/MST;)Lspace/kscience/kmath/expressions/MST;
public synthetic fun minus (Ljava/lang/Object;Ljava/lang/Number;)Ljava/lang/Object;
public synthetic fun minus (Ljava/lang/Object;Ljava/lang/Object;)Ljava/lang/Object;
public fun minus (Lspace/kscience/kmath/expressions/MST;Ljava/lang/Number;)Lspace/kscience/kmath/expressions/MST;
public fun minus (Lspace/kscience/kmath/expressions/MST;Lspace/kscience/kmath/expressions/MST;)Lspace/kscience/kmath/expressions/MST$Binary;
public synthetic fun multiply (Ljava/lang/Object;Ljava/lang/Object;)Ljava/lang/Object;
public fun multiply (Lspace/kscience/kmath/expressions/MST;Lspace/kscience/kmath/expressions/MST;)Lspace/kscience/kmath/expressions/MST$Binary;
public synthetic fun number (Ljava/lang/Number;)Ljava/lang/Object;
public fun number (Ljava/lang/Number;)Lspace/kscience/kmath/expressions/MST$Numeric;
public synthetic fun plus (Ljava/lang/Number;Ljava/lang/Object;)Ljava/lang/Object;
public fun plus (Ljava/lang/Number;Lspace/kscience/kmath/expressions/MST;)Lspace/kscience/kmath/expressions/MST;
public synthetic fun plus (Ljava/lang/Object;Ljava/lang/Number;)Ljava/lang/Object;
public synthetic fun plus (Ljava/lang/Object;Ljava/lang/Object;)Ljava/lang/Object;
public fun plus (Lspace/kscience/kmath/expressions/MST;Ljava/lang/Number;)Lspace/kscience/kmath/expressions/MST;
public fun plus (Lspace/kscience/kmath/expressions/MST;Lspace/kscience/kmath/expressions/MST;)Lspace/kscience/kmath/expressions/MST;
public synthetic fun rightSideNumberOperation (Ljava/lang/String;Ljava/lang/Object;Ljava/lang/Number;)Ljava/lang/Object;
public fun rightSideNumberOperation (Ljava/lang/String;Lspace/kscience/kmath/expressions/MST;Ljava/lang/Number;)Lspace/kscience/kmath/expressions/MST;
public fun rightSideNumberOperationFunction (Ljava/lang/String;)Lkotlin/jvm/functions/Function2;
public synthetic fun scale (Ljava/lang/Object;D)Ljava/lang/Object;
public fun scale (Lspace/kscience/kmath/expressions/MST;D)Lspace/kscience/kmath/expressions/MST$Binary;
public synthetic fun times (Ljava/lang/Number;Ljava/lang/Object;)Ljava/lang/Object;
public fun times (Ljava/lang/Number;Lspace/kscience/kmath/expressions/MST;)Lspace/kscience/kmath/expressions/MST;
public synthetic fun times (Ljava/lang/Object;Ljava/lang/Number;)Ljava/lang/Object;
public synthetic fun times (Ljava/lang/Object;Ljava/lang/Object;)Ljava/lang/Object;
public fun times (Lspace/kscience/kmath/expressions/MST;Ljava/lang/Number;)Lspace/kscience/kmath/expressions/MST;
public fun times (Lspace/kscience/kmath/expressions/MST;Lspace/kscience/kmath/expressions/MST;)Lspace/kscience/kmath/expressions/MST;
public synthetic fun unaryMinus (Ljava/lang/Object;)Ljava/lang/Object;
public fun unaryMinus (Lspace/kscience/kmath/expressions/MST;)Lspace/kscience/kmath/expressions/MST$Unary;
public synthetic fun unaryOperation (Ljava/lang/String;Ljava/lang/Object;)Ljava/lang/Object;
public fun unaryOperation (Ljava/lang/String;Lspace/kscience/kmath/expressions/MST;)Lspace/kscience/kmath/expressions/MST;
public fun unaryOperationFunction (Ljava/lang/String;)Lkotlin/jvm/functions/Function1;
public synthetic fun unaryPlus (Ljava/lang/Object;)Ljava/lang/Object;
public fun unaryPlus (Lspace/kscience/kmath/expressions/MST;)Lspace/kscience/kmath/expressions/MST$Unary;
}
public final class space/kscience/kmath/expressions/SimpleAutoDiffExpression : space/kscience/kmath/expressions/FirstDerivativeExpression {
public fun <init> (Lspace/kscience/kmath/operations/Field;Lkotlin/jvm/functions/Function1;)V
public fun derivativeOrNull (Lspace/kscience/kmath/misc/Symbol;)Lspace/kscience/kmath/expressions/Expression;

7
kmath-core/build.gradle.kts
View File

@ -1,7 +1,6 @@
import ru.mipt.npm.gradle.Maturity
plugins {
id("ru.mipt.npm.gradle.mpp")
kotlin("multiplatform")
id("ru.mipt.npm.gradle.common")
id("ru.mipt.npm.gradle.native")
}
@ -15,7 +14,7 @@ kotlin.sourceSets {
readme {
description = "Core classes, algebra definitions, basic linear algebra"
maturity = Maturity.DEVELOPMENT
maturity = ru.mipt.npm.gradle.Maturity.DEVELOPMENT
propertyByTemplate("artifact", rootProject.file("docs/templates/ARTIFACT-TEMPLATE.md"))
feature(

3
kmath-ast/src/commonMain/kotlin/space/kscience/kmath/ast/MST.kt → kmath-core/src/commonMain/kotlin/space/kscience/kmath/expressions/MST.kt
View File

@ -1,6 +1,5 @@
package space.kscience.kmath.ast
package space.kscience.kmath.expressions
import space.kscience.kmath.expressions.Expression
import space.kscience.kmath.misc.StringSymbol
import space.kscience.kmath.misc.Symbol
import space.kscience.kmath.operations.Algebra

2
kmath-ast/src/commonMain/kotlin/space/kscience/kmath/ast/MstAlgebra.kt → kmath-core/src/commonMain/kotlin/space/kscience/kmath/expressions/MstAlgebra.kt
View File

@ -1,4 +1,4 @@
package space.kscience.kmath.ast
package space.kscience.kmath.expressions
import space.kscience.kmath.misc.UnstableKMathAPI
import space.kscience.kmath.operations.*

4
kmath-coroutines/build.gradle.kts
View File

@ -1,4 +1,6 @@
plugins { id("ru.mipt.npm.gradle.mpp") }
plugins {
kotlin("multiplatform")
id("ru.mipt.npm.gradle.common")}
kotlin.sourceSets {
all {

3
kmath-dimensions/build.gradle.kts
View File

@ -1,5 +1,6 @@
plugins {
id("ru.mipt.npm.gradle.mpp")
kotlin("multiplatform")
id("ru.mipt.npm.gradle.common")
id("ru.mipt.npm.gradle.native")
}

7
kmath-ejml/build.gradle.kts
View File

@ -1,7 +1,6 @@
import ru.mipt.npm.gradle.Maturity
plugins {
id("ru.mipt.npm.gradle.jvm")
kotlin("jvm")
id("ru.mipt.npm.gradle.common")
}
dependencies {
@ -10,7 +9,7 @@ dependencies {
}
readme {
maturity = Maturity.PROTOTYPE
maturity = ru.mipt.npm.gradle.Maturity.PROTOTYPE
propertyByTemplate("artifact", rootProject.file("docs/templates/ARTIFACT-TEMPLATE.md"))
feature(

3
kmath-for-real/build.gradle.kts
View File

@ -1,5 +1,6 @@
plugins {
id("ru.mipt.npm.gradle.mpp")
kotlin("multiplatform")
id("ru.mipt.npm.gradle.common")
}
kotlin.sourceSets.commonMain {

3
kmath-functions/build.gradle.kts
View File

@ -1,5 +1,6 @@
plugins {
id("ru.mipt.npm.gradle.mpp")
kotlin("multiplatform")
id("ru.mipt.npm.gradle.common")
}
kotlin.sourceSets.commonMain {

4
kmath-functions/src/commonMain/kotlin/space/kscience/kmath/integration/UnivariateIntegrand.kt
View File

@ -1,6 +1,7 @@
package space.kscience.kmath.integration
import space.kscience.kmath.misc.UnstableKMathAPI
import kotlin.jvm.JvmInline
import kotlin.reflect.KClass
public class UnivariateIntegrand<T : Any> internal constructor(
@ -26,7 +27,8 @@ public fun <T : Any> UnivariateIntegrand(
public typealias UnivariateIntegrator<T> = Integrator<UnivariateIntegrand<T>>
public inline class IntegrationRange<T : Comparable<T>>(public val range: ClosedRange<T>) : IntegrandFeature
@JvmInline
public value class IntegrationRange<T : Comparable<T>>(public val range: ClosedRange<T>) : IntegrandFeature
public val <T : Any> UnivariateIntegrand<T>.value: T? get() = getFeature<IntegrandValue<T>>()?.value

296
kmath-functions/src/commonMain/kotlin/space/kscience/kmath/interpolation/LoessInterpolator.kt
View File

@ -1,296 +0,0 @@
package space.kscience.kmath.interpolation
//
//import space.kscience.kmath.functions.PiecewisePolynomial
//import space.kscience.kmath.operations.Ring
//import space.kscience.kmath.structures.Buffer
//import kotlin.math.abs
//import kotlin.math.sqrt
//
//
///**
// * Original code: https://github.com/apache/commons-math/blob/eb57d6d457002a0bb5336d789a3381a24599affe/src/main/java/org/apache/commons/math4/analysis/interpolation/LoessInterpolator.java
// */
//class LoessInterpolator<T : Comparable<T>>(override val algebra: Ring<T>) : PolynomialInterpolator<T> {
// /**
// * The bandwidth parameter: when computing the loess fit at
// * a particular point, this fraction of source points closest
// * to the current point is taken into account for computing
// * a least-squares regression.
// *
// *
// * A sensible value is usually 0.25 to 0.5.
// */
// private var bandwidth = 0.0
//
// /**
// * The number of robustness iterations parameter: this many
// * robustness iterations are done.
// *
// *
// * A sensible value is usually 0 (just the initial fit without any
// * robustness iterations) to 4.
// */
// private var robustnessIters = 0
//
// /**
// * If the median residual at a certain robustness iteration
// * is less than this amount, no more iterations are done.
// */
// private var accuracy = 0.0
//
// /**
// * Constructs a new [LoessInterpolator]
// * with a bandwidth of [.DEFAULT_BANDWIDTH],
// * [.DEFAULT_ROBUSTNESS_ITERS] robustness iterations
// * and an accuracy of {#link #DEFAULT_ACCURACY}.
// * See [.LoessInterpolator] for an explanation of
// * the parameters.
// */
// fun LoessInterpolator() {
// bandwidth = DEFAULT_BANDWIDTH
// robustnessIters = DEFAULT_ROBUSTNESS_ITERS
// accuracy = DEFAULT_ACCURACY
// }
//
// fun LoessInterpolator(bandwidth: Double, robustnessIters: Int) {
// this(bandwidth, robustnessIters, DEFAULT_ACCURACY)
// }
//
// fun LoessInterpolator(bandwidth: Double, robustnessIters: Int, accuracy: Double) {
// if (bandwidth < 0 ||
// bandwidth > 1
// ) {
// throw OutOfRangeException(LocalizedFormats.BANDWIDTH, bandwidth, 0, 1)
// }
// this.bandwidth = bandwidth
// if (robustnessIters < 0) {
// throw NotPositiveException(LocalizedFormats.ROBUSTNESS_ITERATIONS, robustnessIters)
// }
// this.robustnessIters = robustnessIters
// this.accuracy = accuracy
// }
//
// fun interpolate(
// xval: DoubleArray,
// yval: DoubleArray
// ): PolynomialSplineFunction {
// return SplineInterpolator().interpolate(xval, smooth(xval, yval))
// }
//
// fun XYZPointSet<Double, Double, Double>.smooth(): XYPointSet<Double, Double> {
// checkAllFiniteReal(x)
// checkAllFiniteReal(y)
// checkAllFiniteReal(z)
// MathArrays.checkOrder(xval)
// if (size == 1) {
// return doubleArrayOf(y[0])
// }
// if (size == 2) {
// return doubleArrayOf(y[0], y[1])
// }
// val bandwidthInPoints = (bandwidth * size).toInt()
// if (bandwidthInPoints < 2) {
// throw NumberIsTooSmallException(
// LocalizedFormats.BANDWIDTH,
// bandwidthInPoints, 2, true
// )
// }
// val res = DoubleArray(size)
// val residuals = DoubleArray(size)
// val sortedResiduals = DoubleArray(size)
// val robustnessWeights = DoubleArray(size)
// // Do an initial fit and 'robustnessIters' robustness iterations.
// // This is equivalent to doing 'robustnessIters+1' robustness iterations
// // starting with all robustness weights set to 1.
// Arrays.fill(robustnessWeights, 1.0)
// for (iter in 0..robustnessIters) {
// val bandwidthInterval = intArrayOf(0, bandwidthInPoints - 1)
// // At each x, compute a local weighted linear regression
// for (i in 0 until size) {
//// val x = x[i]
// // Find out the interval of source points on which
// // a regression is to be made.
// if (i > 0) {
// updateBandwidthInterval(x, z, i, bandwidthInterval)
// }
// val ileft = bandwidthInterval[0]
// val iright = bandwidthInterval[1]
// // Compute the point of the bandwidth interval that is
// // farthest from x
// val edge: Int
// edge = if (x[i] - x[ileft] > x[iright] - x[i]) {
// ileft
// } else {
// iright
// }
// // Compute a least-squares linear fit weighted by
// // the product of robustness weights and the tricube
// // weight function.
// // See http://en.wikipedia.org/wiki/Linear_regression
// // (section "Univariate linear case")
// // and http://en.wikipedia.org/wiki/Weighted_least_squares
// // (section "Weighted least squares")
// var sumWeights = 0.0
// var sumX = 0.0
// var sumXSquared = 0.0
// var sumY = 0.0
// var sumXY = 0.0
// val denom: Double = abs(1.0 / (x[edge] - x[i]))
// for (k in ileft..iright) {
// val xk = x[k]
// val yk = y[k]
// val dist = if (k < i) x - xk else xk - x[i]
// val w = tricube(dist * denom) * robustnessWeights[k] * z[k]
// val xkw = xk * w
// sumWeights += w
// sumX += xkw
// sumXSquared += xk * xkw
// sumY += yk * w
// sumXY += yk * xkw
// }
// val meanX = sumX / sumWeights
// val meanY = sumY / sumWeights
// val meanXY = sumXY / sumWeights
// val meanXSquared = sumXSquared / sumWeights
// val beta: Double
// beta = if (sqrt(abs(meanXSquared - meanX * meanX)) < accuracy) {
// 0.0
// } else {
// (meanXY - meanX * meanY) / (meanXSquared - meanX * meanX)
// }
// val alpha = meanY - beta * meanX
// res[i] = beta * x[i] + alpha
// residuals[i] = abs(y[i] - res[i])
// }
// // No need to recompute the robustness weights at the last
// // iteration, they won't be needed anymore
// if (iter == robustnessIters) {
// break
// }
// // Recompute the robustness weights.
// // Find the median residual.
// // An arraycopy and a sort are completely tractable here,
// // because the preceding loop is a lot more expensive
// java.lang.System.arraycopy(residuals, 0, sortedResiduals, 0, size)
// Arrays.sort(sortedResiduals)
// val medianResidual = sortedResiduals[size / 2]
// if (abs(medianResidual) < accuracy) {
// break
// }
// for (i in 0 until size) {
// val arg = residuals[i] / (6 * medianResidual)
// if (arg >= 1) {
// robustnessWeights[i] = 0.0
// } else {
// val w = 1 - arg * arg
// robustnessWeights[i] = w * w
// }
// }
// }
// return res
// }
//
// fun smooth(xval: DoubleArray, yval: DoubleArray): DoubleArray {
// if (xval.size != yval.size) {
// throw DimensionMismatchException(xval.size, yval.size)
// }
// val unitWeights = DoubleArray(xval.size)
// Arrays.fill(unitWeights, 1.0)
// return smooth(xval, yval, unitWeights)
// }
//
// /**
// * Given an index interval into xval that embraces a certain number of
// * points closest to `xval[i-1]`, update the interval so that it
// * embraces the same number of points closest to `xval[i]`,
// * ignoring zero weights.
// *
// * @param xval Arguments array.
// * @param weights Weights array.
// * @param i Index around which the new interval should be computed.
// * @param bandwidthInterval a two-element array {left, right} such that:
// * `(left==0 or xval[i] - xval[left-1] > xval[right] - xval[i])`
// * and
// * `(right==xval.length-1 or xval[right+1] - xval[i] > xval[i] - xval[left])`.
// * The array will be updated.
// */
// private fun updateBandwidthInterval(
// xval: Buffer<Double>, weights: Buffer<Double>,
// i: Int,
// bandwidthInterval: IntArray
// ) {
// val left = bandwidthInterval[0]
// val right = bandwidthInterval[1]
// // The right edge should be adjusted if the next point to the right
// // is closer to xval[i] than the leftmost point of the current interval
// val nextRight = nextNonzero(weights, right)
// if (nextRight < xval.size && xval[nextRight] - xval[i] < xval[i] - xval[left]) {
// val nextLeft = nextNonzero(weights, bandwidthInterval[0])
// bandwidthInterval[0] = nextLeft
// bandwidthInterval[1] = nextRight
// }
// }
//
// /**
// * Return the smallest index `j` such that
// * `j > i && (j == weights.length || weights[j] != 0)`.
// *
// * @param weights Weights array.
// * @param i Index from which to start search.
// * @return the smallest compliant index.
// */
// private fun nextNonzero(weights: Buffer<Double>, i: Int): Int {
// var j = i + 1
// while (j < weights.size && weights[j] == 0.0) {
// ++j
// }
// return j
// }
//
// /**
// * Compute the
// * [tricube](http://en.wikipedia.org/wiki/Local_regression#Weight_function)
// * weight function
// *
// * @param x Argument.
// * @return `(1 - |x|<sup>3</sup>)<sup>3</sup>` for |x| &lt; 1, 0 otherwise.
// */
// private fun tricube(x: Double): Double {
// val absX: Double = FastMath.abs(x)
// if (absX >= 1.0) {
// return 0.0
// }
// val tmp = 1 - absX * absX * absX
// return tmp * tmp * tmp
// }
//
// /**
// * Check that all elements of an array are finite real numbers.
// *
// * @param values Values array.
// * @throws org.apache.commons.math4.exception.NotFiniteNumberException
// * if one of the values is not a finite real number.
// */
// private fun checkAllFiniteReal(values: DoubleArray) {
// for (i in values.indices) {
// MathUtils.checkFinite(values[i])
// }
// }
//
// override fun interpolatePolynomials(points: Collection<Pair<T, T>>): PiecewisePolynomial<T> {
// TODO("not implemented") //To change body of created functions use File | Settings | File Templates.
// }
//
// companion object {
// /** Default value of the bandwidth parameter. */
// const val DEFAULT_BANDWIDTH = 0.3
//
// /** Default value of the number of robustness iterations. */
// const val DEFAULT_ROBUSTNESS_ITERS = 2
//
// /**
// * Default value for accuracy.
// */
// const val DEFAULT_ACCURACY = 1e-12
// }
//}

4
kmath-geometry/build.gradle.kts
View File

@ -1,4 +1,6 @@
plugins { id("ru.mipt.npm.gradle.mpp") }
plugins {
kotlin("multiplatform")
id("ru.mipt.npm.gradle.common")}
kotlin.sourceSets.commonMain {
dependencies {

3
kmath-histograms/build.gradle.kts
View File

@ -1,5 +1,6 @@
plugins {
id("ru.mipt.npm.gradle.mpp")
kotlin("multiplatform")
id("ru.mipt.npm.gradle.common")
}
kscience {

3
kmath-kotlingrad/build.gradle.kts
View File

@ -1,5 +1,6 @@
plugins {
id("ru.mipt.npm.gradle.jvm")
kotlin("jvm")
id("ru.mipt.npm.gradle.common")
}
dependencies {

6
kmath-kotlingrad/src/main/kotlin/space/kscience/kmath/kotlingrad/DifferentiableMstExpression.kt
View File

@ -1,10 +1,10 @@
package space.kscience.kmath.kotlingrad
import edu.umontreal.kotlingrad.api.SFun
import space.kscience.kmath.ast.MST
import space.kscience.kmath.ast.MstAlgebra
import space.kscience.kmath.ast.interpret
import space.kscience.kmath.expressions.DifferentiableExpression
import space.kscience.kmath.expressions.MST
import space.kscience.kmath.expressions.MstAlgebra
import space.kscience.kmath.expressions.interpret
import space.kscience.kmath.misc.Symbol
import space.kscience.kmath.operations.NumericAlgebra

8
kmath-kotlingrad/src/main/kotlin/space/kscience/kmath/kotlingrad/ScalarsAdapters.kt
View File

@ -1,10 +1,10 @@
package space.kscience.kmath.kotlingrad
import edu.umontreal.kotlingrad.api.*
import space.kscience.kmath.ast.MST
import space.kscience.kmath.ast.MstAlgebra
import space.kscience.kmath.ast.MstExtendedField
import space.kscience.kmath.ast.MstExtendedField.unaryMinus
import space.kscience.kmath.expressions.MST
import space.kscience.kmath.expressions.MstAlgebra
import space.kscience.kmath.expressions.MstExtendedField
import space.kscience.kmath.expressions.MstExtendedField.unaryMinus
import space.kscience.kmath.operations.*
/**

2
kmath-kotlingrad/src/test/kotlin/space/kscience/kmath/kotlingrad/AdaptingTests.kt
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@ -2,8 +2,8 @@ package space.kscience.kmath.kotlingrad
import edu.umontreal.kotlingrad.api.*
import space.kscience.kmath.asm.compileToExpression
import space.kscience.kmath.ast.MstAlgebra
import space.kscience.kmath.ast.parseMath
import space.kscience.kmath.expressions.MstAlgebra
import space.kscience.kmath.expressions.invoke
import space.kscience.kmath.operations.DoubleField
import kotlin.test.Test

5
kmath-memory/build.gradle.kts
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@ -1,11 +1,12 @@
plugins {
id("ru.mipt.npm.gradle.mpp")
kotlin("multiplatform")
id("ru.mipt.npm.gradle.common")
id("ru.mipt.npm.gradle.native")
}
readme {
maturity = ru.mipt.npm.gradle.Maturity.DEVELOPMENT
description = """
An API and basic implementation for arranging objects in a continous memory block.
""".trimIndent()
maturity = ru.mipt.npm.gradle.Maturity.DEVELOPMENT
}

7
kmath-nd4j/build.gradle.kts
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@ -1,7 +1,6 @@
import ru.mipt.npm.gradle.Maturity
plugins {
id("ru.mipt.npm.gradle.jvm")
kotlin("jvm")
id("ru.mipt.npm.gradle.common")
}
dependencies {
@ -14,7 +13,7 @@ dependencies {
readme {
description = "ND4J NDStructure implementation and according NDAlgebra classes"
maturity = Maturity.EXPERIMENTAL
maturity = ru.mipt.npm.gradle.Maturity.EXPERIMENTAL
propertyByTemplate("artifact", rootProject.file("docs/templates/ARTIFACT-TEMPLATE.md"))
feature(

5
kmath-stat/build.gradle.kts
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@ -1,8 +1,9 @@
plugins {
id("ru.mipt.npm.gradle.mpp")
kotlin("multiplatform")
id("ru.mipt.npm.gradle.common")
}
kscience{
kscience {
useAtomic()
}

45
kmath-stat/src/commonMain/kotlin/space/kscience/kmath/stat/Mean.kt Normal file
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@ -0,0 +1,45 @@
package space.kscience.kmath.stat
import space.kscience.kmath.operations.*
import space.kscience.kmath.structures.Buffer
import space.kscience.kmath.structures.indices
/**
* Arithmetic mean
*/
public class Mean<T>(
private val group: Group<T>,
private val division: (sum: T, count: Int) -> T,
) : ComposableStatistic<T, Pair<T, Int>, T>, BlockingStatistic<T, T> {
override fun evaluateBlocking(data: Buffer<T>): T = group {
var res = zero
for (i in data.indices) {
res += data[i]
}
division(res, data.size)
}
override suspend fun evaluate(data: Buffer<T>): T = super<ComposableStatistic>.evaluate(data)
public override suspend fun computeIntermediate(data: Buffer<T>): Pair<T, Int> =
evaluateBlocking(data) to data.size
public override suspend fun composeIntermediate(first: Pair<T, Int>, second: Pair<T, Int>): Pair<T, Int> =
group { first.first + second.first } to (first.second + second.second)
public override suspend fun toResult(intermediate: Pair<T, Int>): T = group {
division(intermediate.first, intermediate.second)
}
public companion object {
//TODO replace with optimized version which respects overflow
public val double: Mean<Double> = Mean(DoubleField) { sum, count -> sum / count }
public val int: Mean<Int> = Mean(IntRing) { sum, count -> sum / count }
public val long: Mean<Long> = Mean(LongRing) { sum, count -> sum / count }
public fun evaluate(buffer: Buffer<Double>): Double = double.evaluateBlocking(buffer)
public fun evaluate(buffer: Buffer<Int>): Int = int.evaluateBlocking(buffer)
public fun evaluate(buffer: Buffer<Long>): Long = long.evaluateBlocking(buffer)
}
}

16
kmath-stat/src/commonMain/kotlin/space/kscience/kmath/stat/Median.kt Normal file
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@ -0,0 +1,16 @@
package space.kscience.kmath.stat
import space.kscience.kmath.structures.Buffer
import space.kscience.kmath.structures.asSequence
/**
* Non-composable median
*/
public class Median<T>(private val comparator: Comparator<T>) : BlockingStatistic<T, T> {
public override fun evaluateBlocking(data: Buffer<T>): T =
data.asSequence().sortedWith(comparator).toList()[data.size / 2] //TODO check if this is correct
public companion object {
public val real: Median<Double> = Median { a: Double, b: Double -> a.compareTo(b) }
}
}

52
kmath-stat/src/commonMain/kotlin/space/kscience/kmath/stat/Statistic.kt
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@ -8,16 +8,19 @@ import kotlinx.coroutines.flow.Flow
import kotlinx.coroutines.flow.map
import kotlinx.coroutines.flow.runningReduce
import space.kscience.kmath.coroutines.mapParallel
import space.kscience.kmath.operations.*
import space.kscience.kmath.structures.Buffer
import space.kscience.kmath.structures.asIterable
import space.kscience.kmath.structures.asSequence
/**
* A function, that transforms a buffer of random quantities to some resulting value
*/
public interface Statistic<T, R> {
public suspend operator fun invoke(data: Buffer<T>): R
public suspend fun evaluate(data: Buffer<T>): R
}
public interface BlockingStatistic<T,R>: Statistic<T,R>{
public fun evaluateBlocking(data: Buffer<T>): R
override suspend fun evaluate(data: Buffer<T>): R = evaluateBlocking(data)
}
/**
@ -36,7 +39,7 @@ public interface ComposableStatistic<T, I, R> : Statistic<T, R> {
//Transform block to result
public suspend fun toResult(intermediate: I): R
public override suspend fun invoke(data: Buffer<T>): R = toResult(computeIntermediate(data))
public override suspend fun evaluate(data: Buffer<T>): R = toResult(computeIntermediate(data))
}
@FlowPreview
@ -55,46 +58,9 @@ private fun <T, I, R> ComposableStatistic<T, I, R>.flowIntermediate(
*
* The resulting flow contains values that include the whole previous statistics, not only the last chunk.
*/
@FlowPreview
@ExperimentalCoroutinesApi
@OptIn(FlowPreview::class, ExperimentalCoroutinesApi::class)
public fun <T, I, R> ComposableStatistic<T, I, R>.flow(
flow: Flow<Buffer<T>>,
dispatcher: CoroutineDispatcher = Dispatchers.Default,
): Flow<R> = flowIntermediate(flow, dispatcher).map(::toResult)
/**
* Arithmetic mean
*/
public class Mean<T>(
private val group: Group<T>,
private val division: (sum: T, count: Int) -> T,
) : ComposableStatistic<T, Pair<T, Int>, T> {
public override suspend fun computeIntermediate(data: Buffer<T>): Pair<T, Int> =
group { sum(data.asIterable()) } to data.size
public override suspend fun composeIntermediate(first: Pair<T, Int>, second: Pair<T, Int>): Pair<T, Int> =
group { first.first + second.first } to (first.second + second.second)
public override suspend fun toResult(intermediate: Pair<T, Int>): T = group {
division(intermediate.first, intermediate.second)
}
public companion object {
//TODO replace with optimized version which respects overflow
public val double: Mean<Double> = Mean(DoubleField) { sum, count -> sum / count }
public val int: Mean<Int> = Mean(IntRing) { sum, count -> sum / count }
public val long: Mean<Long> = Mean(LongRing) { sum, count -> sum / count }
}
}
/**
* Non-composable median
*/
public class Median<T>(private val comparator: Comparator<T>) : Statistic<T, T> {
public override suspend fun invoke(data: Buffer<T>): T =
data.asSequence().sortedWith(comparator).toList()[data.size / 2] //TODO check if this is correct
public companion object {
public val real: Median<Double> = Median { a: Double, b: Double -> a.compareTo(b) }
}
}

11
kmath-stat/src/jvmTest/kotlin/space/kscience/kmath/stat/CommonsDistributionsTest.kt
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@ -1,17 +1,18 @@
package space.kscience.kmath.stat
import kotlinx.coroutines.runBlocking
import kotlinx.coroutines.GlobalScope
import kotlinx.coroutines.launch
import org.junit.jupiter.api.Assertions
import org.junit.jupiter.api.Test
import space.kscience.kmath.samplers.GaussianSampler
internal class CommonsDistributionsTest {
@Test
fun testNormalDistributionSuspend() = runBlocking {
fun testNormalDistributionSuspend() = GlobalScope.launch {
val distribution = GaussianSampler(7.0, 2.0)
val generator = RandomGenerator.default(1)
val sample = distribution.sample(generator).nextBuffer(1000)
Assertions.assertEquals(7.0, Mean.double(sample), 0.2)
Assertions.assertEquals(7.0, Mean.evaluate(sample), 0.2)
}
@Test
@ -19,8 +20,6 @@ internal class CommonsDistributionsTest {
val distribution = GaussianSampler(7.0, 2.0)
val generator = RandomGenerator.default(1)
val sample = distribution.sample(generator).nextBufferBlocking(1000)
runBlocking {
Assertions.assertEquals(7.0, Mean.double(sample), 0.2)
}
Assertions.assertEquals(7.0, Mean.evaluate(sample), 0.2)
}
}

14
kmath-stat/src/jvmTest/kotlin/space/kscience/kmath/stat/StatisticTest.kt
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@ -17,14 +17,12 @@ internal class StatisticTest {
val chunked = data.chunked(1000)
@Test
fun testParallelMean() {
runBlocking {
val average = Mean.double
.flow(chunked) //create a flow with results
.drop(99) // Skip first 99 values and use one with total data
.first() //get 1e5 data samples average
fun testParallelMean() = runBlocking {
val average = Mean.double
.flow(chunked) //create a flow with results
.drop(99) // Skip first 99 values and use one with total data
.first() //get 1e5 data samples average
println(average)
}
println(average)
}
}

3
kmath-viktor/build.gradle.kts
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@ -1,5 +1,6 @@
plugins {
id("ru.mipt.npm.gradle.jvm")
kotlin("jvm")
id("ru.mipt.npm.gradle.common")
}
description = "Binding for https://github.com/JetBrains-Research/viktor"

11
settings.gradle.kts
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@ -7,18 +7,17 @@ pluginManagement {
maven("https://dl.bintray.com/kotlin/kotlinx")
}
val toolsVersion = "0.9.4"
val toolsVersion = "0.9.5-dev"
val kotlinVersion = "1.5.0-M2"
plugins {
id("kotlinx.benchmark") version "0.2.0-dev-20"
kotlin("multiplatform") version kotlinVersion
kotlin("jvm") version kotlinVersion
kotlin("plugin.allopen") version kotlinVersion
id("org.jetbrains.kotlinx.benchmark") version "0.3.0"
id("ru.mipt.npm.gradle.project") version toolsVersion
id("ru.mipt.npm.gradle.mpp") version toolsVersion
id("ru.mipt.npm.gradle.jvm") version toolsVersion
id("ru.mipt.npm.gradle.publish") version toolsVersion
kotlin("jvm") version kotlinVersion
kotlin("multiplatform") version kotlinVersion
kotlin("plugin.allopen") version kotlinVersion
}
}