forked from kscience/kmath
Refactor tree histogram
This commit is contained in:
parent
6247e79884
commit
1295a407c3
@ -6,7 +6,7 @@ kotlin.code.style=official
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kotlin.jupyter.add.scanner=false
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kotlin.jupyter.add.scanner=false
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kotlin.mpp.stability.nowarn=true
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kotlin.mpp.stability.nowarn=true
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kotlin.native.ignoreDisabledTargets=true
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kotlin.native.ignoreDisabledTargets=true
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kotlin.incremental.js.ir=true
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#kotlin.incremental.js.ir=true
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org.gradle.configureondemand=true
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org.gradle.configureondemand=true
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org.gradle.jvmargs=-XX:MaxMetaspaceSize=1G
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org.gradle.jvmargs=-XX:MaxMetaspaceSize=1G
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@ -105,6 +105,16 @@ public interface Buffer<out T> {
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*/
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*/
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public val Buffer<*>.indices: IntRange get() = 0 until size
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public val Buffer<*>.indices: IntRange get() = 0 until size
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public fun <T> Buffer<T>.first(): T {
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require(size > 0) { "Can't get the first element of empty buffer" }
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return get(0)
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}
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public fun <T> Buffer<T>.last(): T {
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require(size > 0) { "Can't get the last element of empty buffer" }
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return get(size - 1)
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}
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/**
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/**
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* Immutable wrapper for [MutableBuffer].
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* Immutable wrapper for [MutableBuffer].
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*
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*
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@ -43,6 +43,7 @@ public interface Histogram1DBuilder<in T : Any, V : Any> : HistogramBuilder<T, V
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public fun putValue(at: T, value: V = defaultValue)
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public fun putValue(at: T, value: V = defaultValue)
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override fun putValue(point: Point<out T>, value: V) {
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override fun putValue(point: Point<out T>, value: V) {
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require(point.size == 1) { "Only points with single value could be used in Histogram1D" }
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putValue(point[0], value)
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putValue(point[0], value)
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}
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}
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}
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}
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@ -43,7 +43,7 @@ public class HistogramND<T : Comparable<T>, D : Domain<T>, V : Any>(
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public interface HistogramGroupND<T : Comparable<T>, D : Domain<T>, V : Any> :
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public interface HistogramGroupND<T : Comparable<T>, D : Domain<T>, V : Any> :
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Group<HistogramND<T, D, V>>, ScaleOperations<HistogramND<T, D, V>> {
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Group<HistogramND<T, D, V>>, ScaleOperations<HistogramND<T, D, V>> {
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public val shape: Shape
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public val shape: Shape
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public val valueAlgebra: FieldOpsND<V, *> //= NDAlgebra.space(valueSpace, Buffer.Companion::boxing, *shape),
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public val valueAlgebraND: FieldOpsND<V, *> //= NDAlgebra.space(valueSpace, Buffer.Companion::boxing, *shape),
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/**
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/**
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* Resolve index of the bin including given [point]. Return null if point is outside histogram area
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* Resolve index of the bin including given [point]. Return null if point is outside histogram area
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@ -63,12 +63,12 @@ public interface HistogramGroupND<T : Comparable<T>, D : Domain<T>, V : Any> :
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require(left.group == this && right.group == this) {
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require(left.group == this && right.group == this) {
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"A histogram belonging to a different group cannot be operated."
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"A histogram belonging to a different group cannot be operated."
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}
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}
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return HistogramND(this, valueAlgebra { left.values + right.values })
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return HistogramND(this, valueAlgebraND { left.values + right.values })
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}
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}
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override fun scale(a: HistogramND<T, D, V>, value: Double): HistogramND<T, D, V> {
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override fun scale(a: HistogramND<T, D, V>, value: Double): HistogramND<T, D, V> {
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require(a.group == this) { "A histogram belonging to a different group cannot be operated." }
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require(a.group == this) { "A histogram belonging to a different group cannot be operated." }
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return HistogramND(this, valueAlgebra { a.values * value })
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return HistogramND(this, valueAlgebraND { a.values * value })
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}
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}
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override val zero: HistogramND<T, D, V> get() = produce { }
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override val zero: HistogramND<T, D, V> get() = produce { }
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@ -126,11 +126,11 @@ public class UniformHistogram1DGroup<V : Any, A>(
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}
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}
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public fun <V : Any, A> Histogram.Companion.uniform1D(
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public fun <V : Any, A> Histogram.Companion.uniform1D(
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algebra: A,
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valueAlgebra: A,
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binSize: Double,
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binSize: Double,
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startPoint: Double = 0.0,
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startPoint: Double = 0.0,
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): UniformHistogram1DGroup<V, A> where A : Ring<V>, A : ScaleOperations<V> =
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): UniformHistogram1DGroup<V, A> where A : Ring<V>, A : ScaleOperations<V> =
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UniformHistogram1DGroup(algebra, binSize, startPoint)
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UniformHistogram1DGroup(valueAlgebra, binSize, startPoint)
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@UnstableKMathAPI
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@UnstableKMathAPI
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public fun <V : Any> UniformHistogram1DGroup<V, *>.produce(
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public fun <V : Any> UniformHistogram1DGroup<V, *>.produce(
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@ -24,7 +24,7 @@ public typealias HyperSquareBin<V> = DomainBin<Double, HyperSquareDomain, V>
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* @param bufferFactory is an optional parameter used to optimize buffer production.
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* @param bufferFactory is an optional parameter used to optimize buffer production.
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*/
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*/
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public class UniformHistogramGroupND<V : Any, A : Field<V>>(
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public class UniformHistogramGroupND<V : Any, A : Field<V>>(
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override val valueAlgebra: FieldOpsND<V, A>,
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override val valueAlgebraND: FieldOpsND<V, A>,
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private val lower: Buffer<Double>,
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private val lower: Buffer<Double>,
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private val upper: Buffer<Double>,
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private val upper: Buffer<Double>,
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private val binNums: IntArray = IntArray(lower.size) { 20 },
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private val binNums: IntArray = IntArray(lower.size) { 20 },
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@ -84,11 +84,11 @@ public class UniformHistogramGroupND<V : Any, A : Field<V>>(
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override fun produce(builder: HistogramBuilder<Double, V>.() -> Unit): HistogramND<Double, HyperSquareDomain, V> {
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override fun produce(builder: HistogramBuilder<Double, V>.() -> Unit): HistogramND<Double, HyperSquareDomain, V> {
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val ndCounter = StructureND.buffered(shape) { Counter.of(valueAlgebra.elementAlgebra) }
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val ndCounter = StructureND.buffered(shape) { Counter.of(valueAlgebraND.elementAlgebra) }
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val hBuilder = object : HistogramBuilder<Double, V> {
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val hBuilder = object : HistogramBuilder<Double, V> {
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override val defaultValue: V get() = valueAlgebra.elementAlgebra.one
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override val defaultValue: V get() = valueAlgebraND.elementAlgebra.one
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override fun putValue(point: Point<out Double>, value: V) = with(valueAlgebra.elementAlgebra) {
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override fun putValue(point: Point<out Double>, value: V) = with(valueAlgebraND.elementAlgebra) {
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val index = getIndexOrNull(point)
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val index = getIndexOrNull(point)
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ndCounter[index].add(value)
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ndCounter[index].add(value)
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}
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}
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@ -112,11 +112,11 @@ public class UniformHistogramGroupND<V : Any, A : Field<V>>(
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*```
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*```
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*/
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*/
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public fun <V : Any, A : Field<V>> Histogram.Companion.uniformNDFromRanges(
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public fun <V : Any, A : Field<V>> Histogram.Companion.uniformNDFromRanges(
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valueAlgebra: FieldOpsND<V, A>,
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valueAlgebraND: FieldOpsND<V, A>,
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vararg ranges: ClosedFloatingPointRange<Double>,
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vararg ranges: ClosedFloatingPointRange<Double>,
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bufferFactory: BufferFactory<V> = Buffer.Companion::boxing,
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bufferFactory: BufferFactory<V> = Buffer.Companion::boxing,
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): UniformHistogramGroupND<V, A> = UniformHistogramGroupND(
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): UniformHistogramGroupND<V, A> = UniformHistogramGroupND(
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valueAlgebra,
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valueAlgebraND,
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ranges.map(ClosedFloatingPointRange<Double>::start).asBuffer(),
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ranges.map(ClosedFloatingPointRange<Double>::start).asBuffer(),
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ranges.map(ClosedFloatingPointRange<Double>::endInclusive).asBuffer(),
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ranges.map(ClosedFloatingPointRange<Double>::endInclusive).asBuffer(),
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bufferFactory = bufferFactory
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bufferFactory = bufferFactory
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@ -138,11 +138,11 @@ public fun Histogram.Companion.uniformDoubleNDFromRanges(
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*```
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*```
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*/
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*/
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public fun <V : Any, A : Field<V>> Histogram.Companion.uniformNDFromRanges(
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public fun <V : Any, A : Field<V>> Histogram.Companion.uniformNDFromRanges(
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valueAlgebra: FieldOpsND<V, A>,
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valueAlgebraND: FieldOpsND<V, A>,
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vararg ranges: Pair<ClosedFloatingPointRange<Double>, Int>,
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vararg ranges: Pair<ClosedFloatingPointRange<Double>, Int>,
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bufferFactory: BufferFactory<V> = Buffer.Companion::boxing,
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bufferFactory: BufferFactory<V> = Buffer.Companion::boxing,
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): UniformHistogramGroupND<V, A> = UniformHistogramGroupND(
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): UniformHistogramGroupND<V, A> = UniformHistogramGroupND(
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valueAlgebra,
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valueAlgebraND,
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ListBuffer(
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ListBuffer(
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ranges
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ranges
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.map(Pair<ClosedFloatingPointRange<Double>, Int>::first)
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.map(Pair<ClosedFloatingPointRange<Double>, Int>::first)
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@ -0,0 +1,179 @@
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/*
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* Copyright 2018-2021 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.histogram
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import space.kscience.kmath.domains.DoubleDomain1D
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import space.kscience.kmath.domains.center
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import space.kscience.kmath.misc.UnstableKMathAPI
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import space.kscience.kmath.misc.sorted
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import space.kscience.kmath.operations.Group
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import space.kscience.kmath.operations.Ring
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import space.kscience.kmath.operations.ScaleOperations
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import space.kscience.kmath.structures.Buffer
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import space.kscience.kmath.structures.first
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import space.kscience.kmath.structures.indices
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import space.kscience.kmath.structures.last
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import java.util.*
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private fun <B : ClosedRange<Double>> TreeMap<Double, B>.getBin(value: Double): B? {
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// check ceiling entry and return it if it is what needed
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val ceil = ceilingEntry(value)?.value
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if (ceil != null && value in ceil) return ceil
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//check floor entry
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val floor = floorEntry(value)?.value
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if (floor != null && value in floor) return floor
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//neither is valid, not found
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return null
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}
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//public data class ValueAndError(val value: Double, val error: Double)
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//
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//public typealias WeightedBin1D = Bin1D<Double, ValueAndError>
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/**
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* A histogram based on a tree map of values
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*/
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public class TreeHistogram<V : Any>(
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private val binMap: TreeMap<Double, Bin1D<Double, V>>,
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) : Histogram1D<Double, V> {
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override fun get(value: Double): Bin1D<Double, V>? = binMap.getBin(value)
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override val bins: Collection<Bin1D<Double, V>> get() = binMap.values
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}
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/**
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* A space for univariate histograms with variable bin borders based on a tree map
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*/
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public class TreeHistogramGroup<V : Any, A>(
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public val valueAlgebra: A,
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@PublishedApi internal val binFactory: (Double) -> DoubleDomain1D,
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) : Group<TreeHistogram<V>>, ScaleOperations<TreeHistogram<V>> where A : Ring<V>, A : ScaleOperations<V> {
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internal inner class DomainCounter(val domain: DoubleDomain1D, val counter: Counter<V> = Counter.of(valueAlgebra)) :
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ClosedRange<Double> by domain.range
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@PublishedApi
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internal inner class TreeHistogramBuilder : Histogram1DBuilder<Double, V> {
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override val defaultValue: V get() = valueAlgebra.one
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private val bins: TreeMap<Double, DomainCounter> = TreeMap()
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private fun createBin(value: Double): DomainCounter {
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val binDefinition: DoubleDomain1D = binFactory(value)
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val newBin = DomainCounter(binDefinition)
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synchronized(this) {
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bins[binDefinition.center] = newBin
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}
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return newBin
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}
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/**
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* Thread safe put operation
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*/
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override fun putValue(at: Double, value: V) {
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(bins.getBin(at) ?: createBin(at)).counter.add(value)
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}
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fun build(): TreeHistogram<V> {
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val map = bins.mapValuesTo(TreeMap<Double, Bin1D<Double, V>>()) { (_, binCounter) ->
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Bin1D(binCounter.domain, binCounter.counter.value)
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}
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return TreeHistogram(map)
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}
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}
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public inline fun produce(block: Histogram1DBuilder<Double, V>.() -> Unit): TreeHistogram<V> =
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TreeHistogramBuilder().apply(block).build()
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override fun add(
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left: TreeHistogram<V>,
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right: TreeHistogram<V>,
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): TreeHistogram<V> {
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val bins = TreeMap<Double, Bin1D<Double, V>>().apply {
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(left.bins.map { it.domain } union right.bins.map { it.domain }).forEach { def ->
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put(
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def.center,
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Bin1D(
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def,
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with(valueAlgebra) {
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(left[def.center]?.binValue ?: zero) + (right[def.center]?.binValue ?: zero)
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}
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)
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)
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}
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}
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return TreeHistogram(bins)
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}
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override fun scale(a: TreeHistogram<V>, value: Double): TreeHistogram<V> {
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val bins = TreeMap<Double, Bin1D<Double, V>>().apply {
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a.bins.forEach { bin ->
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put(
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bin.domain.center,
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Bin1D(bin.domain, valueAlgebra.scale(bin.binValue, value))
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)
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}
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}
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return TreeHistogram(bins)
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}
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override fun TreeHistogram<V>.unaryMinus(): TreeHistogram<V> = this * (-1)
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override val zero: TreeHistogram<V> = produce { }
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}
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///**
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// * Build and fill a histogram with custom borders. Returns a read-only histogram.
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// */
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//public inline fun Histogram.custom(
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// borders: DoubleArray,
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// builder: Histogram1DBuilder<Double, Double>.() -> Unit,
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//): TreeHistogram = custom(borders).fill(builder)
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//
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//
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///**
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// * Build and fill a [DoubleHistogram1D]. Returns a read-only histogram.
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// */
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//public fun uniform(
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// binSize: Double,
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// start: Double = 0.0,
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//): TreeHistogramSpace = TreeHistogramSpace { value ->
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// val center = start + binSize * floor((value - start) / binSize + 0.5)
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// DoubleDomain1D((center - binSize / 2)..(center + binSize / 2))
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//}
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/**
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* Create a histogram group with custom cell borders
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*/
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public fun <V : Any, A> Histogram.Companion.custom1D(
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valueAlgebra: A,
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borders: Buffer<Double>,
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): TreeHistogramGroup<V, A> where A : Ring<V>, A : ScaleOperations<V> {
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val sorted = borders.sorted()
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return TreeHistogramGroup(valueAlgebra) { value ->
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when {
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value <= sorted.first() -> DoubleDomain1D(
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Double.NEGATIVE_INFINITY..sorted.first()
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)
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value > sorted.last() -> DoubleDomain1D(
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sorted.last()..Double.POSITIVE_INFINITY
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)
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else -> {
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val index = sorted.indices.first { value <= sorted[it] }
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val left = sorted[index - 1]
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val right = sorted[index]
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DoubleDomain1D(left..right)
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}
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}
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}
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}
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@ -1,199 +0,0 @@
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/*
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* Copyright 2018-2021 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.histogram
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import space.kscience.kmath.domains.DoubleDomain1D
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import space.kscience.kmath.domains.center
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import space.kscience.kmath.misc.UnstableKMathAPI
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import space.kscience.kmath.operations.Group
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import space.kscience.kmath.operations.ScaleOperations
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import space.kscience.kmath.structures.Buffer
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import java.util.*
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import kotlin.math.abs
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import kotlin.math.floor
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|
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import kotlin.math.sqrt
|
|
||||||
|
|
||||||
private fun <B : ClosedRange<Double>> TreeMap<Double, B>.getBin(value: Double): B? {
|
|
||||||
// check ceiling entry and return it if it is what needed
|
|
||||||
val ceil = ceilingEntry(value)?.value
|
|
||||||
if (ceil != null && value in ceil) return ceil
|
|
||||||
//check floor entry
|
|
||||||
val floor = floorEntry(value)?.value
|
|
||||||
if (floor != null && value in floor) return floor
|
|
||||||
//neither is valid, not found
|
|
||||||
return null
|
|
||||||
}
|
|
||||||
|
|
||||||
public data class ValueAndError(val value: Double, val error: Double)
|
|
||||||
|
|
||||||
public typealias WeightedBin1D = Bin1D<Double, ValueAndError>
|
|
||||||
|
|
||||||
public class TreeHistogram(
|
|
||||||
private val binMap: TreeMap<Double, WeightedBin1D>,
|
|
||||||
) : Histogram1D<Double, ValueAndError> {
|
|
||||||
override fun get(value: Double): WeightedBin1D? = binMap.getBin(value)
|
|
||||||
override val bins: Collection<WeightedBin1D> get() = binMap.values
|
|
||||||
}
|
|
||||||
|
|
||||||
@PublishedApi
|
|
||||||
internal class TreeHistogramBuilder(val binFactory: (Double) -> DoubleDomain1D) : Histogram1DBuilder<Double, Double> {
|
|
||||||
|
|
||||||
override val defaultValue: Double get() = 1.0
|
|
||||||
|
|
||||||
internal class BinCounter(val domain: DoubleDomain1D, val counter: Counter<Double> = Counter.ofDouble()) :
|
|
||||||
ClosedRange<Double> by domain.range
|
|
||||||
|
|
||||||
private val bins: TreeMap<Double, BinCounter> = TreeMap()
|
|
||||||
|
|
||||||
fun get(value: Double): BinCounter? = bins.getBin(value)
|
|
||||||
|
|
||||||
fun createBin(value: Double): BinCounter {
|
|
||||||
val binDefinition: DoubleDomain1D = binFactory(value)
|
|
||||||
val newBin = BinCounter(binDefinition)
|
|
||||||
synchronized(this) {
|
|
||||||
bins[binDefinition.center] = newBin
|
|
||||||
}
|
|
||||||
return newBin
|
|
||||||
}
|
|
||||||
|
|
||||||
/**
|
|
||||||
* Thread safe put operation
|
|
||||||
*/
|
|
||||||
override fun putValue(at: Double, value: Double) {
|
|
||||||
(get(at) ?: createBin(at)).apply {
|
|
||||||
counter.add(value)
|
|
||||||
}
|
|
||||||
}
|
|
||||||
|
|
||||||
override fun putValue(point: Buffer<Double>, value: Double) {
|
|
||||||
require(point.size == 1) { "Only points with single value could be used in univariate histogram" }
|
|
||||||
putValue(point[0], value.toDouble())
|
|
||||||
}
|
|
||||||
|
|
||||||
fun build(): TreeHistogram {
|
|
||||||
val map = bins.mapValuesTo(TreeMap<Double, WeightedBin1D>()) { (_, binCounter) ->
|
|
||||||
val count: Double = binCounter.counter.value
|
|
||||||
WeightedBin1D(binCounter.domain, ValueAndError(count, sqrt(count)))
|
|
||||||
}
|
|
||||||
return TreeHistogram(map)
|
|
||||||
}
|
|
||||||
}
|
|
||||||
|
|
||||||
/**
|
|
||||||
* A space for univariate histograms with variable bin borders based on a tree map
|
|
||||||
*/
|
|
||||||
public class TreeHistogramSpace(
|
|
||||||
@PublishedApi internal val binFactory: (Double) -> DoubleDomain1D,
|
|
||||||
) : Group<TreeHistogram>, ScaleOperations<TreeHistogram> {
|
|
||||||
|
|
||||||
public inline fun fill(block: Histogram1DBuilder<Double, Double>.() -> Unit): TreeHistogram =
|
|
||||||
TreeHistogramBuilder(binFactory).apply(block).build()
|
|
||||||
|
|
||||||
override fun add(
|
|
||||||
left: TreeHistogram,
|
|
||||||
right: TreeHistogram,
|
|
||||||
): TreeHistogram {
|
|
||||||
// require(a.context == this) { "Histogram $a does not belong to this context" }
|
|
||||||
// require(b.context == this) { "Histogram $b does not belong to this context" }
|
|
||||||
val bins = TreeMap<Double, WeightedBin1D>().apply {
|
|
||||||
(left.bins.map { it.domain } union right.bins.map { it.domain }).forEach { def ->
|
|
||||||
put(
|
|
||||||
def.center,
|
|
||||||
WeightedBin1D(
|
|
||||||
def,
|
|
||||||
ValueAndError(
|
|
||||||
(left[def.center]?.binValue?.value ?: 0.0) + (right[def.center]?.binValue?.value ?: 0.0),
|
|
||||||
(left[def.center]?.binValue?.error ?: 0.0) + (right[def.center]?.binValue?.error ?: 0.0)
|
|
||||||
)
|
|
||||||
)
|
|
||||||
)
|
|
||||||
}
|
|
||||||
}
|
|
||||||
return TreeHistogram(bins)
|
|
||||||
}
|
|
||||||
|
|
||||||
override fun scale(a: TreeHistogram, value: Double): TreeHistogram {
|
|
||||||
val bins = TreeMap<Double, WeightedBin1D>().apply {
|
|
||||||
a.bins.forEach { bin ->
|
|
||||||
put(
|
|
||||||
bin.domain.center,
|
|
||||||
WeightedBin1D(
|
|
||||||
bin.domain,
|
|
||||||
ValueAndError(
|
|
||||||
bin.binValue.value * value,
|
|
||||||
abs(bin.binValue.error * value)
|
|
||||||
)
|
|
||||||
)
|
|
||||||
)
|
|
||||||
}
|
|
||||||
}
|
|
||||||
|
|
||||||
return TreeHistogram(bins)
|
|
||||||
}
|
|
||||||
|
|
||||||
override fun TreeHistogram.unaryMinus(): TreeHistogram = this * (-1)
|
|
||||||
|
|
||||||
override val zero: TreeHistogram by lazy { fill { } }
|
|
||||||
|
|
||||||
public companion object {
|
|
||||||
/**
|
|
||||||
* Build and fill a [TreeHistogram]. Returns a read-only histogram.
|
|
||||||
*/
|
|
||||||
public inline fun uniform(
|
|
||||||
binSize: Double,
|
|
||||||
start: Double = 0.0,
|
|
||||||
builder: Histogram1DBuilder<Double, Double>.() -> Unit,
|
|
||||||
): TreeHistogram = uniform(binSize, start).fill(builder)
|
|
||||||
|
|
||||||
/**
|
|
||||||
* Build and fill a histogram with custom borders. Returns a read-only histogram.
|
|
||||||
*/
|
|
||||||
public inline fun custom(
|
|
||||||
borders: DoubleArray,
|
|
||||||
builder: Histogram1DBuilder<Double, Double>.() -> Unit,
|
|
||||||
): TreeHistogram = custom(borders).fill(builder)
|
|
||||||
|
|
||||||
|
|
||||||
/**
|
|
||||||
* Build and fill a [DoubleHistogram1D]. Returns a read-only histogram.
|
|
||||||
*/
|
|
||||||
public fun uniform(
|
|
||||||
binSize: Double,
|
|
||||||
start: Double = 0.0,
|
|
||||||
): TreeHistogramSpace = TreeHistogramSpace { value ->
|
|
||||||
val center = start + binSize * floor((value - start) / binSize + 0.5)
|
|
||||||
DoubleDomain1D((center - binSize / 2)..(center + binSize / 2))
|
|
||||||
}
|
|
||||||
|
|
||||||
/**
|
|
||||||
* Create a histogram with custom cell borders
|
|
||||||
*/
|
|
||||||
public fun custom(borders: DoubleArray): TreeHistogramSpace {
|
|
||||||
val sorted = borders.sortedArray()
|
|
||||||
|
|
||||||
return TreeHistogramSpace { value ->
|
|
||||||
when {
|
|
||||||
value < sorted.first() -> DoubleDomain1D(
|
|
||||||
Double.NEGATIVE_INFINITY..sorted.first()
|
|
||||||
)
|
|
||||||
|
|
||||||
value > sorted.last() -> DoubleDomain1D(
|
|
||||||
sorted.last()..Double.POSITIVE_INFINITY
|
|
||||||
)
|
|
||||||
|
|
||||||
else -> {
|
|
||||||
val index = sorted.indices.first { value > sorted[it] }
|
|
||||||
val left = sorted[index]
|
|
||||||
val right = sorted[index + 1]
|
|
||||||
DoubleDomain1D(left..right)
|
|
||||||
}
|
|
||||||
}
|
|
||||||
}
|
|
||||||
}
|
|
||||||
}
|
|
||||||
}
|
|
@ -6,19 +6,24 @@
|
|||||||
package space.kscience.kmath.histogram
|
package space.kscience.kmath.histogram
|
||||||
|
|
||||||
import org.junit.jupiter.api.Test
|
import org.junit.jupiter.api.Test
|
||||||
|
import space.kscience.kmath.operations.DoubleField
|
||||||
|
import space.kscience.kmath.real.step
|
||||||
import kotlin.random.Random
|
import kotlin.random.Random
|
||||||
|
import kotlin.test.assertEquals
|
||||||
import kotlin.test.assertTrue
|
import kotlin.test.assertTrue
|
||||||
|
|
||||||
class TreeHistogramTest {
|
class TreeHistogramTest {
|
||||||
|
|
||||||
@Test
|
@Test
|
||||||
fun normalFill() {
|
fun normalFill() {
|
||||||
val histogram = TreeHistogramSpace.uniform(0.1) {
|
val random = Random(123)
|
||||||
|
val histogram = Histogram.custom1D(DoubleField, 0.0..1.0 step 0.1).produce {
|
||||||
repeat(100_000) {
|
repeat(100_000) {
|
||||||
putValue(Random.nextDouble())
|
putValue(random.nextDouble())
|
||||||
}
|
}
|
||||||
}
|
}
|
||||||
|
|
||||||
assertTrue { histogram.bins.count() > 10 }
|
assertTrue { histogram.bins.count() > 8}
|
||||||
|
assertEquals(100_000, histogram.bins.sumOf { it.binValue }.toInt())
|
||||||
}
|
}
|
||||||
}
|
}
|
Loading…
Reference in New Issue
Block a user