forked from kscience/kmath
Symbol identity is always a string
This commit is contained in:
parent
6386f2b894
commit
ae07652d9e
@ -25,13 +25,13 @@ public class DerivativeStructureField(
|
||||
*/
|
||||
public inner class DerivativeStructureSymbol(symbol: Symbol, value: Double) :
|
||||
DerivativeStructure(bindings.size, order, bindings.keys.indexOf(symbol), value), Symbol {
|
||||
override val identity: Any = symbol.identity
|
||||
override val identity: String = symbol.identity
|
||||
}
|
||||
|
||||
/**
|
||||
* Identity-based symbol bindings map
|
||||
*/
|
||||
private val variables: Map<Any?, DerivativeStructureSymbol> = bindings.entries.associate { (key, value) ->
|
||||
private val variables: Map<String, DerivativeStructureSymbol> = bindings.entries.associate { (key, value) ->
|
||||
key.identity to DerivativeStructureSymbol(key, value)
|
||||
}
|
||||
|
||||
|
@ -12,7 +12,7 @@ public interface Symbol {
|
||||
* Identity object for the symbol. Two symbols with the same identity are considered to be the same symbol.
|
||||
* By default uses object identity
|
||||
*/
|
||||
public val identity: Any get() = this
|
||||
public val identity: String
|
||||
}
|
||||
|
||||
/**
|
||||
|
@ -12,20 +12,7 @@ import kotlin.contracts.contract
|
||||
*/
|
||||
|
||||
|
||||
/**
|
||||
* A [Symbol] with bound value
|
||||
*/
|
||||
public interface BoundSymbol<out T> : Symbol {
|
||||
public val value: T
|
||||
}
|
||||
|
||||
/**
|
||||
* Bind a [Symbol] to a [value] and produce [BoundSymbol]
|
||||
*/
|
||||
public fun <T> Symbol.bind(value: T): BoundSymbol<T> = object : BoundSymbol<T> {
|
||||
override val identity = this@bind.identity
|
||||
override val value: T = value
|
||||
}
|
||||
public open class AutoDiffValue<out T>(public val value: T)
|
||||
|
||||
/**
|
||||
* Represents result of [withAutoDiff] call.
|
||||
@ -36,10 +23,10 @@ public fun <T> Symbol.bind(value: T): BoundSymbol<T> = object : BoundSymbol<T> {
|
||||
* @property context The field over [T].
|
||||
*/
|
||||
public class DerivationResult<T : Any>(
|
||||
override val value: T,
|
||||
private val derivativeValues: Map<Any, T>,
|
||||
public val value: T,
|
||||
private val derivativeValues: Map<String, T>,
|
||||
public val context: Field<T>,
|
||||
) : BoundSymbol<T> {
|
||||
) {
|
||||
/**
|
||||
* Returns derivative of [variable] or returns [Ring.zero] in [context].
|
||||
*/
|
||||
@ -76,8 +63,8 @@ public fun <T : Any> DerivationResult<T>.grad(vararg variables: Symbol): Point<T
|
||||
* @return the result of differentiation.
|
||||
*/
|
||||
public fun <T : Any, F : Field<T>> F.withAutoDiff(
|
||||
bindings: Collection<BoundSymbol<T>>,
|
||||
body: AutoDiffField<T, F>.() -> BoundSymbol<T>,
|
||||
bindings: Map<Symbol, T>,
|
||||
body: AutoDiffField<T, F>.() -> AutoDiffValue<T>,
|
||||
): DerivationResult<T> {
|
||||
contract { callsInPlace(body, InvocationKind.EXACTLY_ONCE) }
|
||||
|
||||
@ -86,14 +73,14 @@ public fun <T : Any, F : Field<T>> F.withAutoDiff(
|
||||
|
||||
public fun <T : Any, F : Field<T>> F.withAutoDiff(
|
||||
vararg bindings: Pair<Symbol, T>,
|
||||
body: AutoDiffField<T, F>.() -> BoundSymbol<T>,
|
||||
): DerivationResult<T> = withAutoDiff(bindings.map { it.first.bind(it.second) }, body)
|
||||
body: AutoDiffField<T, F>.() -> AutoDiffValue<T>,
|
||||
): DerivationResult<T> = withAutoDiff(bindings.toMap(), body)
|
||||
|
||||
/**
|
||||
* Represents field in context of which functions can be derived.
|
||||
*/
|
||||
public abstract class AutoDiffField<T : Any, F : Field<T>>
|
||||
: Field<BoundSymbol<T>>, ExpressionAlgebra<T, BoundSymbol<T>> {
|
||||
: Field<AutoDiffValue<T>>, ExpressionAlgebra<T, AutoDiffValue<T>> {
|
||||
|
||||
public abstract val context: F
|
||||
|
||||
@ -101,7 +88,7 @@ public abstract class AutoDiffField<T : Any, F : Field<T>>
|
||||
* A variable accessing inner state of derivatives.
|
||||
* Use this value in inner builders to avoid creating additional derivative bindings.
|
||||
*/
|
||||
public abstract var BoundSymbol<T>.d: T
|
||||
public abstract var AutoDiffValue<T>.d: T
|
||||
|
||||
/**
|
||||
* Performs update of derivative after the rest of the formula in the back-pass.
|
||||
@ -116,21 +103,21 @@ public abstract class AutoDiffField<T : Any, F : Field<T>>
|
||||
*/
|
||||
public abstract fun <R> derive(value: R, block: F.(R) -> Unit): R
|
||||
|
||||
public inline fun const(block: F.() -> T): BoundSymbol<T> = const(context.block())
|
||||
public inline fun const(block: F.() -> T): AutoDiffValue<T> = const(context.block())
|
||||
|
||||
// Overloads for Double constants
|
||||
|
||||
override operator fun Number.plus(b: BoundSymbol<T>): BoundSymbol<T> =
|
||||
override operator fun Number.plus(b: AutoDiffValue<T>): AutoDiffValue<T> =
|
||||
derive(const { this@plus.toDouble() * one + b.value }) { z ->
|
||||
b.d += z.d
|
||||
}
|
||||
|
||||
override operator fun BoundSymbol<T>.plus(b: Number): BoundSymbol<T> = b.plus(this)
|
||||
override operator fun AutoDiffValue<T>.plus(b: Number): AutoDiffValue<T> = b.plus(this)
|
||||
|
||||
override operator fun Number.minus(b: BoundSymbol<T>): BoundSymbol<T> =
|
||||
override operator fun Number.minus(b: AutoDiffValue<T>): AutoDiffValue<T> =
|
||||
derive(const { this@minus.toDouble() * one - b.value }) { z -> b.d -= z.d }
|
||||
|
||||
override operator fun BoundSymbol<T>.minus(b: Number): BoundSymbol<T> =
|
||||
override operator fun AutoDiffValue<T>.minus(b: Number): AutoDiffValue<T> =
|
||||
derive(const { this@minus.value - one * b.toDouble() }) { z -> this@minus.d += z.d }
|
||||
}
|
||||
|
||||
@ -139,14 +126,14 @@ public abstract class AutoDiffField<T : Any, F : Field<T>>
|
||||
*/
|
||||
private class AutoDiffContext<T : Any, F : Field<T>>(
|
||||
override val context: F,
|
||||
bindings: Collection<BoundSymbol<T>>,
|
||||
bindings: Map<Symbol, T>,
|
||||
) : AutoDiffField<T, F>() {
|
||||
// this stack contains pairs of blocks and values to apply them to
|
||||
private var stack: Array<Any?> = arrayOfNulls<Any?>(8)
|
||||
private var sp: Int = 0
|
||||
private val derivatives: MutableMap<Any, T> = hashMapOf()
|
||||
override val zero: BoundSymbol<T> get() = const(context.zero)
|
||||
override val one: BoundSymbol<T> get() = const(context.one)
|
||||
private val derivatives: MutableMap<AutoDiffValue<T>, T> = hashMapOf()
|
||||
override val zero: AutoDiffValue<T> get() = const(context.zero)
|
||||
override val one: AutoDiffValue<T> get() = const(context.one)
|
||||
|
||||
/**
|
||||
* Differentiable variable with value and derivative of differentiation ([withAutoDiff]) result
|
||||
@ -155,17 +142,23 @@ private class AutoDiffContext<T : Any, F : Field<T>>(
|
||||
* @param T the non-nullable type of value.
|
||||
* @property value The value of this variable.
|
||||
*/
|
||||
private class AutoDiffVariableWithDeriv<T : Any>(override val value: T, var d: T) : BoundSymbol<T>
|
||||
private class AutoDiffVariableWithDeriv<T : Any>(
|
||||
override val identity: String,
|
||||
value: T,
|
||||
var d: T,
|
||||
) : AutoDiffValue<T>(value), Symbol
|
||||
|
||||
private val bindings: Map<Any, BoundSymbol<T>> = bindings.associateBy { it.identity }
|
||||
private val bindings: Map<String, AutoDiffVariableWithDeriv<T>> = bindings.entries.associate {
|
||||
it.key.identity to AutoDiffVariableWithDeriv(it.key.identity, it.value, context.zero)
|
||||
}
|
||||
|
||||
override fun bindOrNull(symbol: Symbol): BoundSymbol<T>? = bindings[symbol.identity]
|
||||
override fun bindOrNull(symbol: Symbol): AutoDiffVariableWithDeriv<T>? = bindings[symbol.identity]
|
||||
|
||||
override fun const(value: T): BoundSymbol<T> = AutoDiffVariableWithDeriv(value, context.zero)
|
||||
override fun const(value: T): AutoDiffValue<T> = AutoDiffValue(value)
|
||||
|
||||
override var BoundSymbol<T>.d: T
|
||||
get() = (this as? AutoDiffVariableWithDeriv)?.d ?: derivatives[identity] ?: context.zero
|
||||
set(value) = if (this is AutoDiffVariableWithDeriv) d = value else derivatives[identity] = value
|
||||
override var AutoDiffValue<T>.d: T
|
||||
get() = (this as? AutoDiffVariableWithDeriv)?.d ?: derivatives[this] ?: context.zero
|
||||
set(value) = if (this is AutoDiffVariableWithDeriv) d = value else derivatives[this] = value
|
||||
|
||||
@Suppress("UNCHECKED_CAST")
|
||||
override fun <R> derive(value: R, block: F.(R) -> Unit): R {
|
||||
@ -187,34 +180,34 @@ private class AutoDiffContext<T : Any, F : Field<T>>(
|
||||
|
||||
// Basic math (+, -, *, /)
|
||||
|
||||
override fun add(a: BoundSymbol<T>, b: BoundSymbol<T>): BoundSymbol<T> =
|
||||
override fun add(a: AutoDiffValue<T>, b: AutoDiffValue<T>): AutoDiffValue<T> =
|
||||
derive(const { a.value + b.value }) { z ->
|
||||
a.d += z.d
|
||||
b.d += z.d
|
||||
}
|
||||
|
||||
override fun multiply(a: BoundSymbol<T>, b: BoundSymbol<T>): BoundSymbol<T> =
|
||||
override fun multiply(a: AutoDiffValue<T>, b: AutoDiffValue<T>): AutoDiffValue<T> =
|
||||
derive(const { a.value * b.value }) { z ->
|
||||
a.d += z.d * b.value
|
||||
b.d += z.d * a.value
|
||||
}
|
||||
|
||||
override fun divide(a: BoundSymbol<T>, b: BoundSymbol<T>): BoundSymbol<T> =
|
||||
override fun divide(a: AutoDiffValue<T>, b: AutoDiffValue<T>): AutoDiffValue<T> =
|
||||
derive(const { a.value / b.value }) { z ->
|
||||
a.d += z.d / b.value
|
||||
b.d -= z.d * a.value / (b.value * b.value)
|
||||
}
|
||||
|
||||
override fun multiply(a: BoundSymbol<T>, k: Number): BoundSymbol<T> =
|
||||
override fun multiply(a: AutoDiffValue<T>, k: Number): AutoDiffValue<T> =
|
||||
derive(const { k.toDouble() * a.value }) { z ->
|
||||
a.d += z.d * k.toDouble()
|
||||
}
|
||||
|
||||
inline fun derivate(function: AutoDiffField<T, F>.() -> BoundSymbol<T>): DerivationResult<T> {
|
||||
inline fun derivate(function: AutoDiffField<T, F>.() -> AutoDiffValue<T>): DerivationResult<T> {
|
||||
val result = function()
|
||||
result.d = context.one // computing derivative w.r.t result
|
||||
runBackwardPass()
|
||||
return DerivationResult(result.value, derivatives, context)
|
||||
return DerivationResult(result.value, bindings.mapValues { it.value.d }, context)
|
||||
}
|
||||
}
|
||||
|
||||
@ -223,11 +216,11 @@ private class AutoDiffContext<T : Any, F : Field<T>>(
|
||||
*/
|
||||
public class SimpleAutoDiffExpression<T : Any, F : Field<T>>(
|
||||
public val field: F,
|
||||
public val function: AutoDiffField<T, F>.() -> BoundSymbol<T>,
|
||||
public val function: AutoDiffField<T, F>.() -> AutoDiffValue<T>,
|
||||
) : DifferentiableExpression<T> {
|
||||
public override operator fun invoke(arguments: Map<Symbol, T>): T {
|
||||
val bindings = arguments.entries.map { it.key.bind(it.value) }
|
||||
return AutoDiffContext(field, bindings).function().value
|
||||
//val bindings = arguments.entries.map { it.key.bind(it.value) }
|
||||
return AutoDiffContext(field, arguments).function().value
|
||||
}
|
||||
|
||||
/**
|
||||
@ -237,8 +230,8 @@ public class SimpleAutoDiffExpression<T : Any, F : Field<T>>(
|
||||
val dSymbol = orders.entries.singleOrNull { it.value == 1 }
|
||||
?: error("SimpleAutoDiff supports only first order derivatives")
|
||||
return Expression { arguments ->
|
||||
val bindings = arguments.entries.map { it.key.bind(it.value) }
|
||||
val derivationResult = AutoDiffContext(field, bindings).derivate(function)
|
||||
//val bindings = arguments.entries.map { it.key.bind(it.value) }
|
||||
val derivationResult = AutoDiffContext(field, arguments).derivate(function)
|
||||
derivationResult.derivative(dSymbol.key)
|
||||
}
|
||||
}
|
||||
@ -248,82 +241,81 @@ public class SimpleAutoDiffExpression<T : Any, F : Field<T>>(
|
||||
// Extensions for differentiation of various basic mathematical functions
|
||||
|
||||
// x ^ 2
|
||||
public fun <T : Any, F : Field<T>> AutoDiffField<T, F>.sqr(x: BoundSymbol<T>): BoundSymbol<T> =
|
||||
public fun <T : Any, F : Field<T>> AutoDiffField<T, F>.sqr(x: AutoDiffValue<T>): AutoDiffValue<T> =
|
||||
derive(const { x.value * x.value }) { z -> x.d += z.d * 2 * x.value }
|
||||
|
||||
// x ^ 1/2
|
||||
public fun <T : Any, F : ExtendedField<T>> AutoDiffField<T, F>.sqrt(x: BoundSymbol<T>): BoundSymbol<T> =
|
||||
public fun <T : Any, F : ExtendedField<T>> AutoDiffField<T, F>.sqrt(x: AutoDiffValue<T>): AutoDiffValue<T> =
|
||||
derive(const { sqrt(x.value) }) { z -> x.d += z.d * 0.5 / z.value }
|
||||
|
||||
// x ^ y (const)
|
||||
public fun <T : Any, F : ExtendedField<T>> AutoDiffField<T, F>.pow(
|
||||
x: BoundSymbol<T>,
|
||||
x: AutoDiffValue<T>,
|
||||
y: Double,
|
||||
): BoundSymbol<T> =
|
||||
): AutoDiffValue<T> =
|
||||
derive(const { power(x.value, y) }) { z -> x.d += z.d * y * power(x.value, y - 1) }
|
||||
|
||||
public fun <T : Any, F : ExtendedField<T>> AutoDiffField<T, F>.pow(
|
||||
x: BoundSymbol<T>,
|
||||
x: AutoDiffValue<T>,
|
||||
y: Int,
|
||||
): BoundSymbol<T> =
|
||||
pow(x, y.toDouble())
|
||||
): AutoDiffValue<T> = pow(x, y.toDouble())
|
||||
|
||||
// exp(x)
|
||||
public fun <T : Any, F : ExtendedField<T>> AutoDiffField<T, F>.exp(x: BoundSymbol<T>): BoundSymbol<T> =
|
||||
public fun <T : Any, F : ExtendedField<T>> AutoDiffField<T, F>.exp(x: AutoDiffValue<T>): AutoDiffValue<T> =
|
||||
derive(const { exp(x.value) }) { z -> x.d += z.d * z.value }
|
||||
|
||||
// ln(x)
|
||||
public fun <T : Any, F : ExtendedField<T>> AutoDiffField<T, F>.ln(x: BoundSymbol<T>): BoundSymbol<T> =
|
||||
public fun <T : Any, F : ExtendedField<T>> AutoDiffField<T, F>.ln(x: AutoDiffValue<T>): AutoDiffValue<T> =
|
||||
derive(const { ln(x.value) }) { z -> x.d += z.d / x.value }
|
||||
|
||||
// x ^ y (any)
|
||||
public fun <T : Any, F : ExtendedField<T>> AutoDiffField<T, F>.pow(
|
||||
x: BoundSymbol<T>,
|
||||
y: BoundSymbol<T>,
|
||||
): BoundSymbol<T> =
|
||||
x: AutoDiffValue<T>,
|
||||
y: AutoDiffValue<T>,
|
||||
): AutoDiffValue<T> =
|
||||
exp(y * ln(x))
|
||||
|
||||
// sin(x)
|
||||
public fun <T : Any, F : ExtendedField<T>> AutoDiffField<T, F>.sin(x: BoundSymbol<T>): BoundSymbol<T> =
|
||||
public fun <T : Any, F : ExtendedField<T>> AutoDiffField<T, F>.sin(x: AutoDiffValue<T>): AutoDiffValue<T> =
|
||||
derive(const { sin(x.value) }) { z -> x.d += z.d * cos(x.value) }
|
||||
|
||||
// cos(x)
|
||||
public fun <T : Any, F : ExtendedField<T>> AutoDiffField<T, F>.cos(x: BoundSymbol<T>): BoundSymbol<T> =
|
||||
public fun <T : Any, F : ExtendedField<T>> AutoDiffField<T, F>.cos(x: AutoDiffValue<T>): AutoDiffValue<T> =
|
||||
derive(const { cos(x.value) }) { z -> x.d -= z.d * sin(x.value) }
|
||||
|
||||
public fun <T : Any, F : ExtendedField<T>> AutoDiffField<T, F>.tan(x: BoundSymbol<T>): BoundSymbol<T> =
|
||||
public fun <T : Any, F : ExtendedField<T>> AutoDiffField<T, F>.tan(x: AutoDiffValue<T>): AutoDiffValue<T> =
|
||||
derive(const { tan(x.value) }) { z ->
|
||||
val c = cos(x.value)
|
||||
x.d += z.d / (c * c)
|
||||
}
|
||||
|
||||
public fun <T : Any, F : ExtendedField<T>> AutoDiffField<T, F>.asin(x: BoundSymbol<T>): BoundSymbol<T> =
|
||||
public fun <T : Any, F : ExtendedField<T>> AutoDiffField<T, F>.asin(x: AutoDiffValue<T>): AutoDiffValue<T> =
|
||||
derive(const { asin(x.value) }) { z -> x.d += z.d / sqrt(one - x.value * x.value) }
|
||||
|
||||
public fun <T : Any, F : ExtendedField<T>> AutoDiffField<T, F>.acos(x: BoundSymbol<T>): BoundSymbol<T> =
|
||||
public fun <T : Any, F : ExtendedField<T>> AutoDiffField<T, F>.acos(x: AutoDiffValue<T>): AutoDiffValue<T> =
|
||||
derive(const { acos(x.value) }) { z -> x.d -= z.d / sqrt(one - x.value * x.value) }
|
||||
|
||||
public fun <T : Any, F : ExtendedField<T>> AutoDiffField<T, F>.atan(x: BoundSymbol<T>): BoundSymbol<T> =
|
||||
public fun <T : Any, F : ExtendedField<T>> AutoDiffField<T, F>.atan(x: AutoDiffValue<T>): AutoDiffValue<T> =
|
||||
derive(const { atan(x.value) }) { z -> x.d += z.d / (one + x.value * x.value) }
|
||||
|
||||
public fun <T : Any, F : ExtendedField<T>> AutoDiffField<T, F>.sinh(x: BoundSymbol<T>): BoundSymbol<T> =
|
||||
public fun <T : Any, F : ExtendedField<T>> AutoDiffField<T, F>.sinh(x: AutoDiffValue<T>): AutoDiffValue<T> =
|
||||
derive(const { sin(x.value) }) { z -> x.d += z.d * cosh(x.value) }
|
||||
|
||||
public fun <T : Any, F : ExtendedField<T>> AutoDiffField<T, F>.cosh(x: BoundSymbol<T>): BoundSymbol<T> =
|
||||
public fun <T : Any, F : ExtendedField<T>> AutoDiffField<T, F>.cosh(x: AutoDiffValue<T>): AutoDiffValue<T> =
|
||||
derive(const { cos(x.value) }) { z -> x.d += z.d * sinh(x.value) }
|
||||
|
||||
public fun <T : Any, F : ExtendedField<T>> AutoDiffField<T, F>.tanh(x: BoundSymbol<T>): BoundSymbol<T> =
|
||||
public fun <T : Any, F : ExtendedField<T>> AutoDiffField<T, F>.tanh(x: AutoDiffValue<T>): AutoDiffValue<T> =
|
||||
derive(const { tan(x.value) }) { z ->
|
||||
val c = cosh(x.value)
|
||||
x.d += z.d / (c * c)
|
||||
}
|
||||
|
||||
public fun <T : Any, F : ExtendedField<T>> AutoDiffField<T, F>.asinh(x: BoundSymbol<T>): BoundSymbol<T> =
|
||||
public fun <T : Any, F : ExtendedField<T>> AutoDiffField<T, F>.asinh(x: AutoDiffValue<T>): AutoDiffValue<T> =
|
||||
derive(const { asinh(x.value) }) { z -> x.d += z.d / sqrt(one + x.value * x.value) }
|
||||
|
||||
public fun <T : Any, F : ExtendedField<T>> AutoDiffField<T, F>.acosh(x: BoundSymbol<T>): BoundSymbol<T> =
|
||||
public fun <T : Any, F : ExtendedField<T>> AutoDiffField<T, F>.acosh(x: AutoDiffValue<T>): AutoDiffValue<T> =
|
||||
derive(const { acosh(x.value) }) { z -> x.d += z.d / (sqrt((x.value - one) * (x.value + one))) }
|
||||
|
||||
public fun <T : Any, F : ExtendedField<T>> AutoDiffField<T, F>.atanh(x: BoundSymbol<T>): BoundSymbol<T> =
|
||||
public fun <T : Any, F : ExtendedField<T>> AutoDiffField<T, F>.atanh(x: AutoDiffValue<T>): AutoDiffValue<T> =
|
||||
derive(const { atanh(x.value) }) { z -> x.d += z.d / (one - x.value * x.value) }
|
||||
|
||||
|
@ -12,23 +12,23 @@ import kotlin.test.assertTrue
|
||||
class SimpleAutoDiffTest {
|
||||
fun d(
|
||||
vararg bindings: Pair<Symbol, Double>,
|
||||
body: AutoDiffField<Double, RealField>.() -> BoundSymbol<Double>,
|
||||
body: AutoDiffField<Double, RealField>.() -> AutoDiffValue<Double>,
|
||||
): DerivationResult<Double> = RealField.withAutoDiff(bindings = bindings, body)
|
||||
|
||||
fun dx(
|
||||
xBinding: Pair<Symbol, Double>,
|
||||
body: AutoDiffField<Double, RealField>.(x: BoundSymbol<Double>) -> BoundSymbol<Double>,
|
||||
body: AutoDiffField<Double, RealField>.(x: AutoDiffValue<Double>) -> AutoDiffValue<Double>,
|
||||
): DerivationResult<Double> = RealField.withAutoDiff(xBinding) { body(bind(xBinding.first)) }
|
||||
|
||||
fun dxy(
|
||||
xBinding: Pair<Symbol, Double>,
|
||||
yBinding: Pair<Symbol, Double>,
|
||||
body: AutoDiffField<Double, RealField>.(x: BoundSymbol<Double>, y: BoundSymbol<Double>) -> BoundSymbol<Double>,
|
||||
body: AutoDiffField<Double, RealField>.(x: AutoDiffValue<Double>, y: AutoDiffValue<Double>) -> AutoDiffValue<Double>,
|
||||
): DerivationResult<Double> = RealField.withAutoDiff(xBinding, yBinding) {
|
||||
body(bind(xBinding.first), bind(yBinding.first))
|
||||
}
|
||||
|
||||
fun diff(block: AutoDiffField<Double, RealField>.() -> BoundSymbol<Double>): SimpleAutoDiffExpression<Double, RealField> {
|
||||
fun diff(block: AutoDiffField<Double, RealField>.() -> AutoDiffValue<Double>): SimpleAutoDiffExpression<Double, RealField> {
|
||||
return SimpleAutoDiffExpression(RealField, block)
|
||||
}
|
||||
|
||||
|
Loading…
Reference in New Issue
Block a user