forked from kscience/kmath
Merge remote-tracking branch 'spc/dev' into dev
This commit is contained in:
commit
a6fcfdebd1
@ -9,6 +9,7 @@ import kotlinx.html.br
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import kotlinx.html.h3
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import space.kscience.kmath.commons.optimization.CMOptimizer
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import space.kscience.kmath.distributions.NormalDistribution
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import space.kscience.kmath.expressions.DifferentiableExpression
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import space.kscience.kmath.expressions.autodiff
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import space.kscience.kmath.expressions.symbol
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import space.kscience.kmath.operations.asIterable
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@ -19,6 +20,7 @@ import space.kscience.kmath.real.DoubleVector
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import space.kscience.kmath.real.map
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import space.kscience.kmath.real.step
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import space.kscience.kmath.stat.chiSquaredExpression
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import space.kscience.kmath.structures.Float64
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import space.kscience.plotly.*
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import space.kscience.plotly.models.ScatterMode
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import space.kscience.plotly.models.TraceValues
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@ -64,7 +66,7 @@ suspend fun main() {
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val yErr = y.map { sqrt(it) }//RealVector.same(x.size, sigma)
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// compute differentiable chi^2 sum for given model ax^2 + bx + c
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val chi2 = Double.autodiff.chiSquaredExpression(x, y, yErr) { arg ->
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val chi2: DifferentiableExpression<Float64> = Double.autodiff.chiSquaredExpression(x, y, yErr) { arg ->
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//bind variables to autodiff context
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val a = bindSymbol(a)
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val b = bindSymbol(b)
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@ -7,9 +7,13 @@ package space.kscience.kmath.wasm.internal
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import space.kscience.kmath.UnstableKMathAPI
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import space.kscience.kmath.ast.TypedMst
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import space.kscience.kmath.expressions.*
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import space.kscience.kmath.expressions.DoubleExpression
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import space.kscience.kmath.expressions.Expression
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import space.kscience.kmath.expressions.IntExpression
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import space.kscience.kmath.expressions.Symbol
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import space.kscience.kmath.internal.binaryen.*
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import space.kscience.kmath.internal.webassembly.Instance
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import space.kscience.kmath.named.SimpleSymbolIndexer
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import space.kscience.kmath.operations.*
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import space.kscience.kmath.structures.Float64
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import space.kscience.kmath.internal.binaryen.Module as BinaryenModule
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@ -11,6 +11,7 @@ import space.kscience.kmath.UnstableKMathAPI
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import space.kscience.kmath.ast.TypedMst
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import space.kscience.kmath.ast.evaluateConstants
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import space.kscience.kmath.expressions.*
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import space.kscience.kmath.named.SimpleSymbolIndexer
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import space.kscience.kmath.operations.Float64Field
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import space.kscience.kmath.operations.Int32Ring
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import space.kscience.kmath.structures.Float64
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@ -12,6 +12,7 @@ import space.kscience.kmath.asm.internal.*
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import space.kscience.kmath.ast.TypedMst
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import space.kscience.kmath.ast.evaluateConstants
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import space.kscience.kmath.expressions.*
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import space.kscience.kmath.named.SimpleSymbolIndexer
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import space.kscience.kmath.operations.Algebra
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import space.kscience.kmath.operations.Float64Field
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import space.kscience.kmath.operations.Int32Ring
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@ -14,6 +14,8 @@ import org.objectweb.asm.commons.InstructionAdapter
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import space.kscience.kmath.UnstableKMathAPI
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import space.kscience.kmath.ast.TypedMst
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import space.kscience.kmath.expressions.*
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import space.kscience.kmath.named.SimpleSymbolIndexer
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import space.kscience.kmath.named.SymbolIndexer
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import space.kscience.kmath.operations.*
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import space.kscience.kmath.structures.Float64
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import java.lang.invoke.MethodHandles
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@ -18,9 +18,9 @@ import space.kscience.attributes.AttributesBuilder
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import space.kscience.attributes.SetAttribute
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import space.kscience.kmath.UnstableKMathAPI
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import space.kscience.kmath.expressions.Symbol
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import space.kscience.kmath.expressions.SymbolIndexer
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import space.kscience.kmath.expressions.derivative
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import space.kscience.kmath.expressions.withSymbols
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import space.kscience.kmath.named.SymbolIndexer
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import space.kscience.kmath.named.withSymbols
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import space.kscience.kmath.optimization.*
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import space.kscience.kmath.structures.Float64
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import kotlin.collections.set
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@ -23,7 +23,7 @@ public abstract class Domain1D<T : Comparable<T>>(public val range: ClosedRange<
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@UnstableKMathAPI
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public class DoubleDomain1D(
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@Suppress("CanBeParameter") public val doubleRange: ClosedFloatingPointRange<Float64>,
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public val doubleRange: ClosedFloatingPointRange<Float64>,
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) : Domain1D<Float64>(doubleRange), Float64Domain {
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override fun getLowerBound(num: Int): Double {
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require(num == 0)
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@ -7,6 +7,7 @@ package space.kscience.kmath.expressions
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import space.kscience.attributes.SafeType
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import space.kscience.kmath.UnstableKMathAPI
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import space.kscience.kmath.named.SymbolIndexer
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import space.kscience.kmath.operations.*
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import space.kscience.kmath.structures.Buffer
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import space.kscience.kmath.structures.MutableBuffer
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@ -126,7 +126,7 @@ public class DSCompiler<T, out A : Algebra<T>> internal constructor(
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* If all orders are set to 0, then the 0<sup>th</sup> order derivative is returned, which is the value of the
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* function.
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*
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* The indices of derivatives are between 0 and [size] − 1. Their specific order is fixed for a given compiler, but
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* The indices of derivatives are between 0 and [getSize] − 1. Their specific order is fixed for a given compiler, but
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* otherwise not publicly specified. There are however some simple cases which have guaranteed indices:
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*
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* * the index of 0<sup>th</sup> order derivative is always 0
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@ -9,6 +9,7 @@ import space.kscience.attributes.SafeType
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import space.kscience.attributes.WithType
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import space.kscience.attributes.safeTypeOf
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import space.kscience.kmath.UnstableKMathAPI
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import space.kscience.kmath.named.SymbolIndexer
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import space.kscience.kmath.operations.Algebra
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import space.kscience.kmath.operations.DoubleField
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import space.kscience.kmath.operations.IntRing
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@ -0,0 +1,22 @@
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/*
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* Copyright 2018-2024 KMath contributors.
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* Use of this source code is governed by the Apache 2.0 license that can be found in the license/LICENSE.txt file.
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*/
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@file:OptIn(UnstableKMathAPI::class)
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package space.kscience.kmath.named
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import space.kscience.kmath.UnstableKMathAPI
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import space.kscience.kmath.expressions.Symbol
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import space.kscience.kmath.structures.Buffer
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import space.kscience.kmath.structures.MutableBuffer
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public class NamedBuffer<T>(public val values: Buffer<T>, public val indexer: SymbolIndexer): Buffer<T> by values{
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public operator fun get(symbol: Symbol): T = values[indexer.indexOf(symbol)]
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}
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public class NamedMutableBuffer<T>(public val values: MutableBuffer<T>, public val indexer: SymbolIndexer): MutableBuffer<T> by values{
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public operator fun get(symbol: Symbol): T = values[indexer.indexOf(symbol)]
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public operator fun set(symbol: Symbol, value: T) { values[indexer.indexOf(symbol)] = value }
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}
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@ -5,14 +5,24 @@
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@file:OptIn(UnstableKMathAPI::class)
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package space.kscience.kmath.expressions
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package space.kscience.kmath.named
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import space.kscience.kmath.PerformancePitfall
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import space.kscience.kmath.UnstableKMathAPI
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import space.kscience.kmath.expressions.Symbol
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import space.kscience.kmath.linear.Matrix
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import space.kscience.kmath.structures.getOrNull
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/**
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* A square matrix that could be accessed via column and row names.
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*
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* Multiple symbols could in theory reference the same columns or rows. Some columns could be not references at all.
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*/
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public class NamedMatrix<T>(public val values: Matrix<T>, public val indexer: SymbolIndexer) : Matrix<T> by values {
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init {
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require(values.rows.size == values.columns.size) { "Only square matrices could be named" }
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}
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public operator fun get(i: Symbol, j: Symbol): T = get(indexer.indexOf(i), indexer.indexOf(j))
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public companion object {
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@ -3,9 +3,10 @@
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* Use of this source code is governed by the Apache 2.0 license that can be found in the license/LICENSE.txt file.
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*/
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package space.kscience.kmath.expressions
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package space.kscience.kmath.named
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import space.kscience.kmath.UnstableKMathAPI
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import space.kscience.kmath.expressions.Symbol
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import space.kscience.kmath.linear.Point
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import space.kscience.kmath.nd.Structure2D
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import space.kscience.kmath.structures.BufferFactory
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@ -69,6 +70,9 @@ public interface SymbolIndexer {
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public fun Map<Symbol, Double>.toDoubleArray(): DoubleArray = DoubleArray(symbols.size) { getValue(symbols[it]) }
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}
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@UnstableKMathAPI
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public val SymbolIndexer.size: Int get() = symbols.size
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@UnstableKMathAPI
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@JvmInline
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public value class SimpleSymbolIndexer(override val symbols: List<Symbol>) : SymbolIndexer
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@ -6,9 +6,9 @@
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package space.kscience.kmath.optimization
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import space.kscience.attributes.*
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import space.kscience.kmath.expressions.NamedMatrix
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import space.kscience.kmath.expressions.Symbol
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import space.kscience.kmath.misc.Loggable
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import space.kscience.kmath.named.NamedMatrix
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public interface OptimizationAttribute<T> : Attribute<T>
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@ -6,9 +6,15 @@
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package space.kscience.kmath.optimization
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import space.kscience.kmath.UnstableKMathAPI
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import space.kscience.kmath.expressions.*
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import space.kscience.kmath.expressions.DifferentiableExpression
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import space.kscience.kmath.expressions.Symbol
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import space.kscience.kmath.expressions.derivative
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import space.kscience.kmath.expressions.withDefaultArgs
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import space.kscience.kmath.linear.*
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import space.kscience.kmath.misc.log
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import space.kscience.kmath.named.NamedMatrix
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import space.kscience.kmath.named.SymbolIndexer
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import space.kscience.kmath.named.named
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import space.kscience.kmath.operations.Float64Field
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import space.kscience.kmath.operations.Float64L2Norm
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import space.kscience.kmath.operations.algebra
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@ -0,0 +1,12 @@
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/*
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* Copyright 2018-2024 KMath contributors.
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* Use of this source code is governed by the Apache 2.0 license that can be found in the license/LICENSE.txt file.
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*/
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package space.kscience.kmath.distributions
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public interface MultivariateNormalDistribution: NamedDistribution<Double> {
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public companion object{
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}
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}
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@ -6,9 +6,7 @@
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package space.kscience.kmath.stat
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import space.kscience.kmath.operations.*
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import space.kscience.kmath.structures.Buffer
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import space.kscience.kmath.structures.Float64
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import space.kscience.kmath.structures.indices
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import space.kscience.kmath.structures.*
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/**
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* Arithmetic mean
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@ -44,8 +42,8 @@ public class Mean<T>(
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public companion object {
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public fun evaluate(buffer: Buffer<Float64>): Double = Float64Field.mean.evaluateBlocking(buffer)
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public fun evaluate(buffer: Buffer<Int>): Int = Int32Ring.mean.evaluateBlocking(buffer)
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public fun evaluate(buffer: Buffer<Long>): Long = Int64Ring.mean.evaluateBlocking(buffer)
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public fun evaluate(buffer: Buffer<Int32>): Int = Int32Ring.mean.evaluateBlocking(buffer)
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public fun evaluate(buffer: Buffer<Int64>): Long = Int64Ring.mean.evaluateBlocking(buffer)
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}
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}
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@ -9,6 +9,7 @@ import kotlinx.coroutines.flow.first
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import kotlinx.coroutines.flow.last
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import kotlinx.coroutines.flow.take
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import kotlinx.coroutines.runBlocking
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import kotlinx.coroutines.test.runTest
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import space.kscience.kmath.operations.Float64Field
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import space.kscience.kmath.random.RandomGenerator
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import space.kscience.kmath.random.chain
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@ -27,21 +28,21 @@ internal class StatisticTest {
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val chunked = data.chunked(1000)
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@Test
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fun singleBlockingMean() {
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fun singleBlockingMean() = runTest {
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val first = chunked.first()
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val res = Float64Field.mean(first)
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assertEquals(0.5, res, 1e-1)
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}
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@Test
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fun singleSuspendMean() = runTest {
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val first = runBlocking { chunked.first() }
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val res = Float64Field.mean(first)
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assertEquals(0.5, res, 1e-1)
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}
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@Test
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fun singleSuspendMean() = runBlocking {
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val first = runBlocking { chunked.first() }
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val res = Float64Field.mean(first)
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assertEquals(0.5, res, 1e-1)
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}
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@Test
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fun parallelMean() = runBlocking {
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fun parallelMean() = runTest {
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val average = Float64Field.mean
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.flow(chunked) //create a flow from evaluated results
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.take(100) // Take 100 data chunks from the source and accumulate them
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