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Merge branch 'dev' into feature/polynomials

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@altavir
/kmath-trajectory @ESchouten

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README.md
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@ -262,6 +262,11 @@ One can still use generic algebras though.
> - [linear algebra operations](kmath-tensors/src/commonMain/kotlin/space/kscience/kmath/tensors/api/LinearOpsTensorAlgebra.kt) : Advanced linear algebra operations like LU decomposition, SVD, etc.
### [kmath-trajectory](kmath-trajectory)
> Path and trajectory optimization
>
> **Maturity**: PROTOTYPE
### [kmath-viktor](kmath-viktor)
>
>
@ -288,8 +293,7 @@ performance and flexibility.
We expect to focus on creating convenient universal API first and then work on increasing performance for specific
cases. We expect the worst KMath benchmarks will perform better than native Python, but worse than optimized
native/SciPy (mostly due to boxing operations on primitive numbers). The best performance of optimized parts could be
better than SciPy.
native/SciPy (mostly due to boxing operations on primitive numbers). The best performance of optimized parts could be better than SciPy.
## Requirements
@ -321,4 +325,4 @@ Gradle `6.0+` is required for multiplatform artifacts.
The project requires a lot of additional work. The most important thing we need is a feedback about what features are
required the most. Feel free to create feature requests. We are also welcome to code contributions, especially in issues
marked with
[waiting for a hero](https://github.com/mipt-npm/kmath/labels/waiting%20for%20a%20hero) label.
[waiting for a hero](https://github.com/mipt-npm/kmath/labels/waiting%20for%20a%20hero) label.

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@ -69,8 +69,7 @@ performance and flexibility.
We expect to focus on creating convenient universal API first and then work on increasing performance for specific
cases. We expect the worst KMath benchmarks will perform better than native Python, but worse than optimized
native/SciPy (mostly due to boxing operations on primitive numbers). The best performance of optimized parts could be
better than SciPy.
native/SciPy (mostly due to boxing operations on primitive numbers). The best performance of optimized parts could be better than SciPy.
## Requirements
@ -102,4 +101,4 @@ Gradle `6.0+` is required for multiplatform artifacts.
The project requires a lot of additional work. The most important thing we need is a feedback about what features are
required the most. Feel free to create feature requests. We are also welcome to code contributions, especially in issues
marked with
[waiting for a hero](https://github.com/mipt-npm/kmath/labels/waiting%20for%20a%20hero) label.
[waiting for a hero](https://github.com/mipt-npm/kmath/labels/waiting%20for%20a%20hero) label.

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# kmath-trajectory
## Artifact:
The Maven coordinates of this project are `space.kscience:kmath-trajectory:0.3.1-dev-1`.
**Gradle Groovy:**
```groovy
repositories {
maven { url 'https://repo.kotlin.link' }
mavenCentral()
}
dependencies {
implementation 'space.kscience:kmath-trajectory:0.3.1-dev-1'
}
```
**Gradle Kotlin DSL:**
```kotlin
repositories {
maven("https://repo.kotlin.link")
mavenCentral()
}
dependencies {
implementation("space.kscience:kmath-trajectory:0.3.1-dev-1")
}
```
## Contributors
Erik Schouten (github: @ESchouten, email: erik-schouten@hotmail.nl)

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plugins {
kotlin("multiplatform")
id("ru.mipt.npm.gradle.common")
id("ru.mipt.npm.gradle.native")
}
kotlin.sourceSets.commonMain {
dependencies {
api(projects.kmath.kmathGeometry)
}
}
readme {
description = "Path and trajectory optimization"
maturity = ru.mipt.npm.gradle.Maturity.PROTOTYPE
propertyByTemplate("artifact", rootProject.file("docs/templates/ARTIFACT-TEMPLATE.md"))
}

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# kmath-trajectory
${features}
${artifact}
## Author
Erik Schouten
Github: ESchouten
Email: erik-schouten@hotmail.nl

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kmath-trajectory/src/commonMain/kotlin/space/kscience/kmath/trajectory/dubins/DubinsPath.kt Normal file
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/*
* Copyright 2018-2021 KMath contributors.
* Use of this source code is governed by the Apache 2.0 license that can be found in the license/LICENSE.txt file.
*/
package space.kscience.kmath.trajectory.dubins
import space.kscience.kmath.geometry.Euclidean2DSpace.distanceTo
import space.kscience.kmath.geometry.Vector2D
import space.kscience.kmath.trajectory.segments.Arc
import space.kscience.kmath.trajectory.segments.Segment
import space.kscience.kmath.trajectory.segments.Straight
import space.kscience.kmath.trajectory.segments.components.Circle
import space.kscience.kmath.trajectory.segments.components.Pose2D
import kotlin.math.acos
import kotlin.math.cos
import kotlin.math.sin
public class DubinsPath(
public val a: Arc,
public val b: Segment,
public val c: Arc,
) {
public val type: TYPE = TYPE.valueOf(
arrayOf(
a.direction.name[0],
if (b is Arc) b.direction.name[0] else 'S',
c.direction.name[0]
).toCharArray().concatToString()
)
public val length: Double = a.length + b.length + c.length
public enum class TYPE {
RLR, LRL, RSR, LSL, RSL, LSR
}
public companion object {
public fun all(start: Pose2D, end: Pose2D, turningRadius: Double): List<DubinsPath> =
listOfNotNull(
rlr(start, end, turningRadius),
lrl(start, end, turningRadius),
rsr(start, end, turningRadius),
lsl(start, end, turningRadius),
rsl(start, end, turningRadius),
lsr(start, end, turningRadius)
)
public fun shortest(start: Pose2D, end: Pose2D, turningRadius: Double): DubinsPath =
all(start, end, turningRadius).minByOrNull { it.length }!!
public fun rlr(start: Pose2D, end: Pose2D, turningRadius: Double): DubinsPath? {
val c1 = start.getRightCircle(turningRadius)
val c2 = end.getRightCircle(turningRadius)
val centers = Straight(c1.center, c2.center)
if (centers.length > turningRadius * 4) return null
var theta = theta(centers.theta - acos(centers.length / (turningRadius * 4)))
var dX = turningRadius * sin(theta)
var dY = turningRadius * cos(theta)
val p = Vector2D(c1.center.x + dX * 2, c1.center.y + dY * 2)
val e = Circle(p, turningRadius)
val p1 = Vector2D(c1.center.x + dX, c1.center.y + dY)
theta = theta(centers.theta + acos(centers.length / (turningRadius * 4)))
dX = turningRadius * sin(theta)
dY = turningRadius * cos(theta)
val p2 = Vector2D(e.center.x + dX, e.center.y + dY)
val a1 = Arc.of(c1.center, start, p1, Arc.Direction.RIGHT)
val a2 = Arc.of(e.center, p1, p2, Arc.Direction.LEFT)
val a3 = Arc.of(c2.center, p2, end, Arc.Direction.RIGHT)
return DubinsPath(a1, a2, a3)
}
public fun lrl(start: Pose2D, end: Pose2D, turningRadius: Double): DubinsPath? {
val c1 = start.getLeftCircle(turningRadius)
val c2 = end.getLeftCircle(turningRadius)
val centers = Straight(c1.center, c2.center)
if (centers.length > turningRadius * 4) return null
var theta = theta(centers.theta + acos(centers.length / (turningRadius * 4)))
var dX = turningRadius * sin(theta)
var dY = turningRadius * cos(theta)
val p = Vector2D(c1.center.x + dX * 2, c1.center.y + dY * 2)
val e = Circle(p, turningRadius)
val p1 = Vector2D(c1.center.x + dX, c1.center.y + dY)
theta = theta(centers.theta - acos(centers.length / (turningRadius * 4)))
dX = turningRadius * sin(theta)
dY = turningRadius * cos(theta)
val p2 = Vector2D(e.center.x + dX, e.center.y + dY)
val a1 = Arc.of(c1.center, start, p1, Arc.Direction.LEFT)
val a2 = Arc.of(e.center, p1, p2, Arc.Direction.RIGHT)
val a3 = Arc.of(c2.center, p2, end, Arc.Direction.LEFT)
return DubinsPath(a1, a2, a3)
}
public fun rsr(start: Pose2D, end: Pose2D, turningRadius: Double): DubinsPath {
val c1 = start.getRightCircle(turningRadius)
val c2 = end.getRightCircle(turningRadius)
val s = leftOuterTangent(c1, c2)
val a1 = Arc.of(c1.center, start, s.start, Arc.Direction.RIGHT)
val a3 = Arc.of(c2.center, s.end, end, Arc.Direction.RIGHT)
return DubinsPath(a1, s, a3)
}
public fun lsl(start: Pose2D, end: Pose2D, turningRadius: Double): DubinsPath {
val c1 = start.getLeftCircle(turningRadius)
val c2 = end.getLeftCircle(turningRadius)
val s = rightOuterTangent(c1, c2)
val a1 = Arc.of(c1.center, start, s.start, Arc.Direction.LEFT)
val a3 = Arc.of(c2.center, s.end, end, Arc.Direction.LEFT)
return DubinsPath(a1, s, a3)
}
public fun rsl(start: Pose2D, end: Pose2D, turningRadius: Double): DubinsPath? {
val c1 = start.getRightCircle(turningRadius)
val c2 = end.getLeftCircle(turningRadius)
val s = rightInnerTangent(c1, c2)
if (c1.center.distanceTo(c2.center) < turningRadius * 2 || s == null) return null
val a1 = Arc.of(c1.center, start, s.start, Arc.Direction.RIGHT)
val a3 = Arc.of(c2.center, s.end, end, Arc.Direction.LEFT)
return DubinsPath(a1, s, a3)
}
public fun lsr(start: Pose2D, end: Pose2D, turningRadius: Double): DubinsPath? {
val c1 = start.getLeftCircle(turningRadius)
val c2 = end.getRightCircle(turningRadius)
val s = leftInnerTangent(c1, c2)
if (c1.center.distanceTo(c2.center) < turningRadius * 2 || s == null) return null
val a1 = Arc.of(c1.center, start, s.start, Arc.Direction.LEFT)
val a3 = Arc.of(c2.center, s.end, end, Arc.Direction.RIGHT)
return DubinsPath(a1, s, a3)
}
}
}

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kmath-trajectory/src/commonMain/kotlin/space/kscience/kmath/trajectory/dubins/TrajectoryFunctions.kt Normal file
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/*
* Copyright 2018-2021 KMath contributors.
* Use of this source code is governed by the Apache 2.0 license that can be found in the license/LICENSE.txt file.
*/
package space.kscience.kmath.trajectory.dubins
import space.kscience.kmath.geometry.Vector2D
import space.kscience.kmath.trajectory.segments.Straight
import space.kscience.kmath.trajectory.segments.components.Circle
import space.kscience.kmath.trajectory.segments.components.Pose2D
import kotlin.math.PI
import kotlin.math.acos
import kotlin.math.cos
import kotlin.math.sin
private enum class SIDE {
LEFT, RIGHT
}
internal fun Pose2D.getLeftCircle(radius: Double): Circle = getTangentCircles(radius).first
internal fun Pose2D.getRightCircle(radius: Double): Circle = getTangentCircles(radius).second
internal fun Pose2D.getTangentCircles(radius: Double): Pair<Circle, Circle> {
val dX = radius * cos(theta)
val dY = radius * sin(theta)
return Circle(Vector2D(x - dX, y + dY), radius) to Circle(Vector2D(x + dX, y - dY), radius)
}
internal fun leftOuterTangent(a: Circle, b: Circle) = outerTangent(a, b, SIDE.LEFT)
internal fun rightOuterTangent(a: Circle, b: Circle) = outerTangent(a, b, SIDE.RIGHT)
private fun outerTangent(a: Circle, b: Circle, side: SIDE): Straight {
val centers = Straight(a.center, b.center)
val p1 = when (side) {
SIDE.LEFT -> Vector2D(
a.center.x - a.radius * cos(centers.theta),
a.center.y + a.radius * sin(centers.theta)
)
SIDE.RIGHT -> Vector2D(
a.center.x + a.radius * cos(centers.theta),
a.center.y - a.radius * sin(centers.theta)
)
}
return Straight(
p1,
Vector2D(p1.x + (centers.end.x - centers.start.x), p1.y + (centers.end.y - centers.start.y))
)
}
internal fun leftInnerTangent(base: Circle, direction: Circle) = innerTangent(base, direction, SIDE.LEFT)
internal fun rightInnerTangent(base: Circle, direction: Circle) = innerTangent(base, direction, SIDE.RIGHT)
private fun innerTangent(base: Circle, direction: Circle, side: SIDE): Straight? {
val centers = Straight(base.center, direction.center)
if (centers.length < base.radius * 2) return null
val angle = theta(
when (side) {
SIDE.LEFT -> centers.theta + acos(base.radius * 2 / centers.length)
SIDE.RIGHT -> centers.theta - acos(base.radius * 2 / centers.length)
}
)
val dX = base.radius * sin(angle)
val dY = base.radius * cos(angle)
val p1 = Vector2D(base.center.x + dX, base.center.y + dY)
val p2 = Vector2D(direction.center.x - dX, direction.center.y - dY)
return Straight(p1, p2)
}
internal fun theta(theta: Double) = (theta + (2 * PI)) % (2 * PI)

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package space.kscience.kmath.trajectory.segments
import space.kscience.kmath.geometry.Vector2D
import space.kscience.kmath.trajectory.dubins.theta
import space.kscience.kmath.trajectory.segments.components.Circle
import space.kscience.kmath.trajectory.segments.components.Pose2D
import kotlin.math.PI
public data class Arc(
public val circle: Circle,
public val start: Pose2D,
public val end: Pose2D
) : Segment {
internal companion object {
fun of(center: Vector2D, start: Vector2D, end: Vector2D, direction: Direction): Arc {
val s1 = Straight(center, start)
val s2 = Straight(center, end)
val pose1 = calculatePose(start, s1.theta, direction)
val pose2 = calculatePose(end, s2.theta, direction)
return Arc(Circle(center, s1.length), pose1, pose2)
}
private fun calculatePose(vector: Vector2D, theta: Double, direction: Direction): Pose2D =
Pose2D.of(
vector,
when (direction) {
Direction.LEFT -> theta(theta - PI / 2)
Direction.RIGHT -> theta(theta + PI / 2)
}
)
}
internal enum class Direction {
LEFT, RIGHT
}
override val length: Double
get() {
val angle: Double =
theta(if (direction == Direction.LEFT) start.theta - end.theta else end.theta - start.theta)
val proportion = angle / (2 * PI)
return circle.circumference * proportion
}
internal val direction: Direction
get() = if (start.y < circle.center.y) {
if (start.theta > PI) Direction.RIGHT else Direction.LEFT
} else if (start.y > circle.center.y) {
if (start.theta < PI) Direction.RIGHT else Direction.LEFT
} else {
if (start.theta == 0.0) {
if (start.x < circle.center.x) Direction.RIGHT else Direction.LEFT
} else {
if (start.x > circle.center.x) Direction.RIGHT else Direction.LEFT
}
}
}

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package space.kscience.kmath.trajectory.segments
public interface Segment {
public val length: Double
}

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kmath-trajectory/src/commonMain/kotlin/space/kscience/kmath/trajectory/segments/Straight.kt Normal file
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package space.kscience.kmath.trajectory.segments
import space.kscience.kmath.geometry.Euclidean2DSpace.distanceTo
import space.kscience.kmath.geometry.Vector2D
import space.kscience.kmath.trajectory.dubins.theta
import kotlin.math.PI
import kotlin.math.atan2
public data class Straight(
internal val start: Vector2D,
internal val end: Vector2D
) : Segment {
override val length: Double
get() = start.distanceTo(end)
internal val theta: Double
get() = theta(atan2(end.x - start.x, end.y - start.y))
}

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kmath-trajectory/src/commonMain/kotlin/space/kscience/kmath/trajectory/segments/components/Circle.kt Normal file
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package space.kscience.kmath.trajectory.segments.components
import space.kscience.kmath.geometry.Vector2D
import kotlin.math.PI
public open class Circle(
internal val center: Vector2D,
internal val radius: Double
) {
internal val circumference = radius * 2 * PI
}

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kmath-trajectory/src/commonMain/kotlin/space/kscience/kmath/trajectory/segments/components/Pose2D.kt Normal file
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package space.kscience.kmath.trajectory.segments.components
import space.kscience.kmath.geometry.Vector2D
public data class Pose2D(
override val x: Double,
override val y: Double,
public val theta: Double
) : Vector2D {
internal companion object {
internal fun of(vector: Vector2D, theta: Double) = Pose2D(vector.x, vector.y, theta)
}
}

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kmath-trajectory/src/commonTest/kotlin/space/kscience/kmath/trajectory/Math.kt Normal file
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package space.kscience.kmath.trajectory
import space.kscience.kmath.geometry.Vector2D
import space.kscience.kmath.trajectory.segments.Straight
import space.kscience.kmath.trajectory.segments.components.Pose2D
import kotlin.math.PI
import kotlin.math.abs
import kotlin.math.sin
const val maxFloatDelta = 0.000001
fun Double.radiansToDegrees() = this * 180 / PI
fun Double.equalFloat(other: Double) = abs(this - other) < maxFloatDelta
fun Pose2D.equalsFloat(other: Pose2D) = x.equalFloat(other.x) && y.equalFloat(other.y) && theta.equalFloat(other.theta)
fun Straight.inverse() = Straight(end, start)
fun Straight.shift(shift: Int, width: Double): Straight {
val dX = width * sin(inverse().theta)
val dY = width * sin(theta)
return Straight(
Vector2D(start.x - dX * shift, start.y - dY * shift),
Vector2D(end.x - dX * shift, end.y - dY * shift)
)
}

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kmath-trajectory/src/commonTest/kotlin/space/kscience/kmath/trajectory/dubins/DubinsTests.kt Normal file
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/*
* Copyright 2018-2021 KMath contributors.
* Use of this source code is governed by the Apache 2.0 license that can be found in the license/LICENSE.txt file.
*/
package space.kscience.kmath.trajectory.dubins
import space.kscience.kmath.geometry.Euclidean2DSpace.distanceTo
import space.kscience.kmath.geometry.Vector2D
import space.kscience.kmath.trajectory.equalFloat
import space.kscience.kmath.trajectory.equalsFloat
import space.kscience.kmath.trajectory.inverse
import space.kscience.kmath.trajectory.segments.Arc
import space.kscience.kmath.trajectory.segments.Straight
import space.kscience.kmath.trajectory.segments.components.Pose2D
import space.kscience.kmath.trajectory.shift
import kotlin.test.Test
import kotlin.test.assertNotNull
import kotlin.test.assertTrue
class DubinsTests {
@Test
fun dubinsTest() {
val straight = Straight(Vector2D(0.0, 0.0), Vector2D(100.0, 100.0))
val lineP1 = straight.shift(1, 10.0).inverse()
val start = Pose2D.of(straight.end, straight.theta)
val end = Pose2D.of(lineP1.start, lineP1.theta)
val radius = 2.0
val dubins = DubinsPath.all(start, end, radius)
val absoluteDistance = start.distanceTo(end)
println("Absolute distance: $absoluteDistance")
val expectedLengths = mapOf(
DubinsPath.TYPE.RLR to 13.067681939031397,
DubinsPath.TYPE.RSR to 12.28318530717957,
DubinsPath.TYPE.LSL to 32.84955592153878,
DubinsPath.TYPE.RSL to 23.37758938854081,
DubinsPath.TYPE.LSR to 23.37758938854081
)
expectedLengths.forEach {
val path = dubins.find { p -> p.type === it.key }
assertNotNull(path, "Path ${it.key} not found")
println("${it.key}: ${path.length}")
assertTrue(it.value.equalFloat(path.length))
assertTrue(start.equalsFloat(path.a.start))
assertTrue(end.equalsFloat(path.c.end))
// Not working, theta double precision inaccuracy
if (path.b is Arc) {
val b = path.b as Arc
assertTrue(path.a.end.equalsFloat(b.start))
assertTrue(path.c.start.equalsFloat(b.end))
} else if (path.b is Straight) {
val b = path.b as Straight
assertTrue(path.a.end.equalsFloat(Pose2D.of(b.start, b.theta)))
assertTrue(path.c.start.equalsFloat(Pose2D.of(b.end, b.theta)))
}
}
}
}

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kmath-trajectory/src/commonTest/kotlin/space/kscience/kmath/trajectory/segments/ArcTests.kt Normal file
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package space.kscience.kmath.trajectory.segments
import space.kscience.kmath.geometry.Vector2D
import space.kscience.kmath.trajectory.radiansToDegrees
import space.kscience.kmath.trajectory.segments.components.Circle
import kotlin.test.Test
import kotlin.test.assertEquals
class ArcTests {
@Test
fun arcTest() {
val circle = Circle(Vector2D(0.0, 0.0), 2.0)
val arc = Arc.of(circle.center, Vector2D(-2.0, 0.0), Vector2D(0.0, 2.0), Arc.Direction.RIGHT)
assertEquals(circle.circumference / 4, arc.length, 1.0)
assertEquals(0.0, arc.start.theta.radiansToDegrees())
assertEquals(90.0, arc.end.theta.radiansToDegrees())
}
}

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kmath-trajectory/src/commonTest/kotlin/space/kscience/kmath/trajectory/segments/LineTests.kt Normal file
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package space.kscience.kmath.trajectory.segments
import space.kscience.kmath.geometry.Euclidean2DSpace
import space.kscience.kmath.geometry.Vector2D
import space.kscience.kmath.trajectory.radiansToDegrees
import kotlin.math.pow
import kotlin.math.sqrt
import kotlin.test.Test
import kotlin.test.assertEquals
class LineTests {
@Test
fun lineTest() {
val straight = Straight(Vector2D(0.0, 0.0), Vector2D(100.0, 100.0))
assertEquals(sqrt(100.0.pow(2) + 100.0.pow(2)), straight.length)
assertEquals(45.0, straight.theta.radiansToDegrees())
}
@Test
fun lineAngleTest() {
val zero = Vector2D(0.0, 0.0)
val north = Straight(Euclidean2DSpace.zero, Vector2D(0.0, 2.0))
assertEquals(0.0, north.theta.radiansToDegrees())
val east = Straight(Euclidean2DSpace.zero, Vector2D(2.0, 0.0))
assertEquals(90.0, east.theta.radiansToDegrees())
val south = Straight(Euclidean2DSpace.zero, Vector2D(0.0, -2.0))
assertEquals(180.0, south.theta.radiansToDegrees())
val west = Straight(Euclidean2DSpace.zero, Vector2D(-2.0, 0.0))
assertEquals(270.0, west.theta.radiansToDegrees())
}
}

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kmath-trajectory/src/commonTest/kotlin/space/kscience/kmath/trajectory/segments/components/CircleTests.kt Normal file
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/*
* Copyright 2018-2021 KMath contributors.
* Use of this source code is governed by the Apache 2.0 license that can be found in the license/LICENSE.txt file.
*/
package space.kscience.kmath.trajectory.segments.components
import space.kscience.kmath.geometry.Vector2D
import space.kscience.kmath.trajectory.maxFloatDelta
import kotlin.test.Test
import kotlin.test.assertEquals
class CircleTests {
@Test
fun arcTest() {
val center = Vector2D(0.0, 0.0)
val radius = 2.0
val expectedCircumference = 12.56637
val circle = Circle(center, radius)
assertEquals(expectedCircumference, circle.circumference, maxFloatDelta)
}
}

3
settings.gradle.kts
View File

@ -45,6 +45,7 @@ include(
":kmath-jupyter",
":kmath-symja",
":kmath-jafama",
":kmath-trajectory",
":examples",
":benchmarks",
)
)