CHANGELOG.md

@@ -34,6 +34,7 @@
 - Replace `MST.Symbolic` by `Symbol`, `Symbol` now implements MST
 - Remove Any restriction on polynomials
 - Add `out` variance to type parameters of `StructureND` and its implementations where possible
+- Rename `DifferentiableMstExpression` to `KotlingradExpression`
 
 ### Deprecated
 

build.gradle.kts

@@ -11,6 +11,7 @@ allprojects {
             isAllowInsecureProtocol = true
         }
         maven("https://maven.pkg.jetbrains.space/public/p/kotlinx-html/maven")
+        maven("https://oss.sonatype.org/content/repositories/snapshots")
         mavenCentral()
     }
 

kmath-kotlingrad/build.gradle.kts

@@ -3,14 +3,16 @@ plugins {
     id("ru.mipt.npm.gradle.common")
 }
 
+description = "Kotlin∇ integration module"
+
 dependencies {
     api("com.github.breandan:kaliningraph:0.1.6")
     api("com.github.breandan:kotlingrad:0.4.5")
-    api(project(":kmath-ast"))
+    api(project(":kmath-core"))
+    testImplementation(project(":kmath-ast"))
 }
 
 readme {
-    description = "Functions, integration and interpolation"
     maturity = ru.mipt.npm.gradle.Maturity.EXPERIMENTAL
     propertyByTemplate("artifact", rootProject.file("docs/templates/ARTIFACT-TEMPLATE.md"))
 

kmath-kotlingrad/src/main/kotlin/space/kscience/kmath/kotlingrad/KotlingradExpression.kt

@@ -11,24 +11,24 @@ import space.kscience.kmath.expressions.*
 import space.kscience.kmath.operations.NumericAlgebra
 
 /**
- * Represents [MST] based [DifferentiableExpression].
+ * Represents [MST] based [DifferentiableExpression] relying on [Kotlin∇](https://github.com/breandan/kotlingrad).
  *
- * The principle of this API is converting the [mst] to an [SFun], differentiating it with
- * [Kotlin∇](https://github.com/breandan/kotlingrad), then converting [SFun] back to [MST].
+ * The principle of this API is converting the [mst] to an [SFun], differentiating it with Kotlin∇, then converting
+ * [SFun] back to [MST].
  *
  * @param T The type of number.
  * @param A The [NumericAlgebra] of [T].
  * @property algebra The [A] instance.
  * @property mst The [MST] node.
  */
-public class DifferentiableMstExpression<T : Number, A : NumericAlgebra<T>>(
+public class KotlingradExpression<T : Number, A : NumericAlgebra<T>>(
     public val algebra: A,
     public val mst: MST,
-) : DifferentiableExpression<T, DifferentiableMstExpression<T, A>> {
+) : DifferentiableExpression<T, KotlingradExpression<T, A>> {
     public override fun invoke(arguments: Map<Symbol, T>): T = mst.interpret(algebra, arguments)
 
-    public override fun derivativeOrNull(symbols: List<Symbol>): DifferentiableMstExpression<T, A> =
-        DifferentiableMstExpression(
+    public override fun derivativeOrNull(symbols: List<Symbol>): KotlingradExpression<T, A> =
+        KotlingradExpression(
             algebra,
             symbols.map(Symbol::identity)
                 .map(MstNumericAlgebra::bindSymbol)
@@ -39,7 +39,7 @@ public class DifferentiableMstExpression<T : Number, A : NumericAlgebra<T>>(
 }
 
 /**
- * Wraps this [MST] into [DifferentiableMstExpression].
+ * Wraps this [MST] into [KotlingradExpression].
  */
-public fun <T : Number, A : NumericAlgebra<T>> MST.toDiffExpression(algebra: A): DifferentiableMstExpression<T, A> =
-    DifferentiableMstExpression(algebra, this)
+public fun <T : Number, A : NumericAlgebra<T>> MST.toDiffExpression(algebra: A): KotlingradExpression<T, A> =
+    KotlingradExpression(algebra, this)

kmath-kotlingrad/src/main/kotlin/space/kscience/kmath/kotlingrad/scalarsAdapters.kt

@@ -14,7 +14,7 @@ import space.kscience.kmath.expressions.Symbol
 import space.kscience.kmath.operations.*
 
 /**
- * Maps [SVar] to [MST.Symbolic] directly.
+ * Maps [SVar] to [Symbol] directly.
  *
  * @receiver The variable.
  * @returnAa node.
@@ -81,7 +81,7 @@ public fun <X : SFun<X>> SFun<X>.toMst(): MST = MstExtendedField {
 public fun <X : SFun<X>> MST.Numeric.toSConst(): SConst<X> = SConst(value)
 
 /**
- * Maps [MST.Symbolic] to [SVar] directly.
+ * Maps [Symbol] to [SVar] directly.
  *
  * @receiver The node.
  * @return A new variable.
@@ -94,7 +94,7 @@ internal fun <X : SFun<X>> Symbol.toSVar(): SVar<X> = SVar(identity)
  * Detailed mapping is:
  *
  * - [MST.Numeric] -> [SConst];
- * - [MST.Symbolic] -> [SVar];
+ * - [Symbol] -> [SVar];
  * - [MST.Unary] -> [Negative], [Sine], [Cosine], [Tangent], [Power], [Log];
  * - [MST.Binary] -> [Sum], [Prod], [Power].
  *
@@ -114,6 +114,12 @@ public fun <X : SFun<X>> MST.toSFun(): SFun<X> = when (this) {
         PowerOperations.SQRT_OPERATION -> sqrt(value.toSFun())
         ExponentialOperations.EXP_OPERATION -> exp(value.toSFun())
         ExponentialOperations.LN_OPERATION -> value.toSFun<X>().ln()
+        ExponentialOperations.SINH_OPERATION -> MstExtendedField { (exp(value) - exp(-value)) / 2.0 }.toSFun()
+        ExponentialOperations.COSH_OPERATION -> MstExtendedField { (exp(value) + exp(-value)) / 2.0 }.toSFun()
+        ExponentialOperations.TANH_OPERATION -> MstExtendedField { (exp(value) - exp(-value)) / (exp(-value) + exp(value)) }.toSFun()
+        ExponentialOperations.ASINH_OPERATION -> MstExtendedField { ln(sqrt(value * value + one) + value) }.toSFun()
+        ExponentialOperations.ACOSH_OPERATION -> MstExtendedField { ln(value + sqrt((value - one) * (value + one))) }.toSFun()
+        ExponentialOperations.ATANH_OPERATION -> MstExtendedField { (ln(value + one) - ln(one - value)) / 2.0 }.toSFun()
         else -> error("Unary operation $operation not defined in $this")
     }
 

kmath-nd4j/build.gradle.kts

@@ -3,6 +3,8 @@ plugins {
     id("ru.mipt.npm.gradle.common")
 }
 
+description = "ND4J NDStructure implementation and according NDAlgebra classes"
+
 dependencies {
     api(project(":kmath-tensors"))
     api("org.nd4j:nd4j-api:1.0.0-beta7")
@@ -12,7 +14,6 @@ dependencies {
 }
 
 readme {
-    description = "ND4J NDStructure implementation and according NDAlgebra classes"
     maturity = ru.mipt.npm.gradle.Maturity.EXPERIMENTAL
     propertyByTemplate("artifact", rootProject.file("docs/templates/ARTIFACT-TEMPLATE.md"))
     feature(id = "nd4jarraystructure") { "NDStructure wrapper for INDArray" }