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//===--- AnyDerivative.swift ----------------------------------*- swift -*-===//
//
// This source file is part of the Swift.org open source project
//
// Copyright (c) 2019 - 2020 Apple Inc. and the Swift project authors
// Licensed under Apache License v2.0 with Runtime Library Exception
//
// See https://swift.org/LICENSE.txt for license information
// See https://swift.org/CONTRIBUTORS.txt for the list of Swift project authors
//
//===----------------------------------------------------------------------===//
//
// This file defines type-erased wrappers for `Differentiable`-conforming types
// and `Differentiable.TangentVector` associated type implementations.
//
//===----------------------------------------------------------------------===//
import Swift
//===----------------------------------------------------------------------===//
// `AnyDifferentiable`
//===----------------------------------------------------------------------===//
internal protocol _AnyDifferentiableBox {
// `Differentiable` requirements.
mutating func _move(by offset: AnyDerivative)
/// The underlying base value, type-erased to `Any`.
var _typeErasedBase: Any { get }
/// Returns the underlying value unboxed to the given type, if possible.
func _unboxed<U: Differentiable>(to type: U.Type) -> U?
}
internal struct _ConcreteDifferentiableBox<T: Differentiable>: _AnyDifferentiableBox
{
/// The underlying base value.
var _base: T
init(_ base: T) {
self._base = base
}
/// The underlying base value, type-erased to `Any`.
var _typeErasedBase: Any {
return _base
}
func _unboxed<U: Differentiable>(to type: U.Type) -> U? {
return (self as? _ConcreteDifferentiableBox<U>)?._base
}
mutating func _move(by offset: AnyDerivative) {
guard let offsetBase = offset.base as? T.TangentVector else {
_derivativeTypeMismatch(T.self, type(of: offset.base))
}
_base.move(by: offsetBase)
}
}
public struct AnyDifferentiable: Differentiable {
internal var _box: _AnyDifferentiableBox
internal init(_box: _AnyDifferentiableBox) {
self._box = _box
}
/// The underlying base value.
public var base: Any {
return _box._typeErasedBase
}
/// Creates a type-erased derivative from the given derivative.
@differentiable(reverse)
public init<T: Differentiable>(_ base: T) {
self._box = _ConcreteDifferentiableBox<T>(base)
}
@inlinable
@derivative(of: init)
internal static func _vjpInit<T: Differentiable>(
_ base: T
) -> (value: AnyDifferentiable, pullback: (AnyDerivative) -> T.TangentVector)
{
return (AnyDifferentiable(base), { v in v.base as! T.TangentVector })
}
@inlinable
@derivative(of: init)
internal static func _jvpInit<T: Differentiable>(
_ base: T
) -> (
value: AnyDifferentiable, differential: (T.TangentVector) -> AnyDerivative
) {
return (AnyDifferentiable(base), { dbase in AnyDerivative(dbase) })
}
public typealias TangentVector = AnyDerivative
public mutating func move(by offset: TangentVector) {
_box._move(by: offset)
}
}
extension AnyDifferentiable: CustomReflectable {
public var customMirror: Mirror {
Mirror(reflecting: base)
}
}
//===----------------------------------------------------------------------===//
// `AnyDerivative`
//===----------------------------------------------------------------------===//
@usableFromInline
internal protocol _AnyDerivativeBox {
// `Equatable` requirements (implied by `AdditiveArithmetic`).
func _isEqual(to other: _AnyDerivativeBox) -> Bool
func _isNotEqual(to other: _AnyDerivativeBox) -> Bool
// `AdditiveArithmetic` requirements.
static var _zero: _AnyDerivativeBox { get }
func _adding(_ x: _AnyDerivativeBox) -> _AnyDerivativeBox
func _subtracting(_ x: _AnyDerivativeBox) -> _AnyDerivativeBox
// `Differentiable` requirements.
mutating func _move(by offset: _AnyDerivativeBox)
/// The underlying base value, type-erased to `Any`.
var _typeErasedBase: Any { get }
/// Returns the underlying value unboxed to the given type, if possible.
func _unboxed<U>(to type: U.Type) -> U?
where U: Differentiable, U.TangentVector == U
}
extension _AnyDerivativeBox {
/// Returns true if the underlying value has type `AnyDerivative.OpaqueZero`.
@inlinable
func _isOpaqueZero() -> Bool {
return _unboxed(to: AnyDerivative.OpaqueZero.self) != nil
}
}
@frozen
@usableFromInline
internal struct _ConcreteDerivativeBox<T>: _AnyDerivativeBox
where T: Differentiable, T.TangentVector == T {
/// The underlying base value.
@usableFromInline
var _base: T
@inlinable
internal init(_ base: T) {
self._base = base
}
/// The underlying base value, type-erased to `Any`.
@inlinable
var _typeErasedBase: Any {
return _base
}
@inlinable
func _unboxed<U>(to type: U.Type) -> U?
where U: Differentiable, U.TangentVector == U {
return (self as? _ConcreteDerivativeBox<U>)?._base
}
// `Equatable` requirements (implied by `AdditiveArithmetic`).
@inlinable
func _isEqual(to other: _AnyDerivativeBox) -> Bool {
return _base == other._unboxed(to: T.self)
}
@inlinable
func _isNotEqual(to other: _AnyDerivativeBox) -> Bool {
return _base != other._unboxed(to: T.self)
}
// `AdditiveArithmetic` requirements.
@inlinable
static var _zero: _AnyDerivativeBox {
return _ConcreteDerivativeBox(T.zero)
}
@inlinable
func _adding(_ x: _AnyDerivativeBox) -> _AnyDerivativeBox {
// 0 + x = x
if _isOpaqueZero() {
return x
}
// y + 0 = y
if x._isOpaqueZero() {
return self
}
guard let xBase = x._unboxed(to: T.self) else {
_derivativeTypeMismatch(T.self, type(of: x._typeErasedBase))
}
return _ConcreteDerivativeBox(_base + xBase)
}
@inlinable
func _subtracting(_ x: _AnyDerivativeBox) -> _AnyDerivativeBox {
// y - 0 = y
if x._isOpaqueZero() {
return self
}
// 0 - x = -x
if _isOpaqueZero() {
return type(of: x)._zero._subtracting(x)
}
guard let xBase = x._unboxed(to: T.self) else {
_derivativeTypeMismatch(T.self, type(of: x._typeErasedBase))
}
return _ConcreteDerivativeBox(_base - xBase)
}
// `Differentiable` requirements.
@inlinable
mutating func _move(by offset: _AnyDerivativeBox) {
if offset._isOpaqueZero() {
return
}
// The case where `self._isOpaqueZero()` returns true is handled in
// `AnyDerivative.move(by:)`.
guard let offsetBase = offset._unboxed(to: T.TangentVector.self) else {
_derivativeTypeMismatch(T.self, type(of: offset._typeErasedBase))
}
_base.move(by: offsetBase)
}
}
/// A type-erased derivative value.
///
/// The `AnyDerivative` type forwards its operations to an arbitrary underlying
/// base derivative value conforming to `Differentiable` and
/// `AdditiveArithmetic`, hiding the specifics of the underlying value.
@frozen
public struct AnyDerivative: Differentiable & AdditiveArithmetic {
@usableFromInline
internal var _box: _AnyDerivativeBox
@inlinable
internal init(_box: _AnyDerivativeBox) {
self._box = _box
}
/// The underlying base value.
@inlinable
public var base: Any {
return _box._typeErasedBase
}
/// Creates a type-erased derivative from the given derivative.
@inlinable
@differentiable(reverse)
public init<T>(_ base: T) where T: Differentiable, T.TangentVector == T {
self._box = _ConcreteDerivativeBox<T>(base)
}
@inlinable
@derivative(of: init)
internal static func _vjpInit<T>(
_ base: T
) -> (value: AnyDerivative, pullback: (AnyDerivative) -> T.TangentVector)
where T: Differentiable, T.TangentVector == T {
return (AnyDerivative(base), { v in v.base as! T.TangentVector })
}
@inlinable
@derivative(of: init)
internal static func _jvpInit<T>(
_ base: T
) -> (value: AnyDerivative, differential: (T.TangentVector) -> AnyDerivative)
where T: Differentiable, T.TangentVector == T {
return (AnyDerivative(base), { dbase in AnyDerivative(dbase) })
}
public typealias TangentVector = AnyDerivative
// `Equatable` requirements (implied by `AdditiveArithmetic`).
@inlinable
public static func == (lhs: AnyDerivative, rhs: AnyDerivative) -> Bool {
return lhs._box._isEqual(to: rhs._box)
}
@inlinable
public static func != (lhs: AnyDerivative, rhs: AnyDerivative) -> Bool {
return lhs._box._isNotEqual(to: rhs._box)
}
// `AdditiveArithmetic` requirements.
/// Internal struct representing an opaque zero value.
@frozen
@usableFromInline
internal struct OpaqueZero: Differentiable & AdditiveArithmetic {}
@inlinable
public static var zero: AnyDerivative {
return AnyDerivative(
_box: _ConcreteDerivativeBox<OpaqueZero>(OpaqueZero.zero))
}
@inlinable
public static func + (
lhs: AnyDerivative, rhs: AnyDerivative
) -> AnyDerivative {
return AnyDerivative(_box: lhs._box._adding(rhs._box))
}
@derivative(of: +)
@inlinable
internal static func _vjpAdd(
lhs: AnyDerivative, rhs: AnyDerivative
) -> (
value: AnyDerivative,
pullback: (AnyDerivative) -> (AnyDerivative, AnyDerivative)
) {
return (lhs + rhs, { v in (v, v) })
}
@derivative(of: +)
@inlinable
internal static func _jvpAdd(
lhs: AnyDerivative, rhs: AnyDerivative
) -> (
value: AnyDerivative,
differential: (AnyDerivative, AnyDerivative) -> (AnyDerivative)
) {
return (lhs + rhs, { (dlhs, drhs) in dlhs + drhs })
}
@inlinable
public static func - (
lhs: AnyDerivative, rhs: AnyDerivative
) -> AnyDerivative {
return AnyDerivative(_box: lhs._box._subtracting(rhs._box))
}
@derivative(of: -)
@inlinable
internal static func _vjpSubtract(
lhs: AnyDerivative, rhs: AnyDerivative
) -> (
value: AnyDerivative,
pullback: (AnyDerivative) -> (AnyDerivative, AnyDerivative)
) {
return (lhs - rhs, { v in (v, .zero - v) })
}
@derivative(of: -)
@inlinable
internal static func _jvpSubtract(
lhs: AnyDerivative, rhs: AnyDerivative
) -> (
value: AnyDerivative,
differential: (AnyDerivative, AnyDerivative) -> AnyDerivative
) {
return (lhs - rhs, { (dlhs, drhs) in dlhs - drhs })
}
// `Differentiable` requirements.
@inlinable
public mutating func move(by offset: TangentVector) {
if _box._isOpaqueZero() {
_box = offset._box
return
}
_box._move(by: offset._box)
}
}
extension AnyDerivative: CustomReflectable {
public var customMirror: Mirror {
Mirror(reflecting: base)
}
}
//===----------------------------------------------------------------------===//
// Helpers
//===----------------------------------------------------------------------===//
@inline(never)
@usableFromInline
internal func _derivativeTypeMismatch(
_ x: Any.Type, _ y: Any.Type, file: StaticString = #file, line: UInt = #line
) -> Never {
preconditionFailure(
"""
Derivative type mismatch: \
\(String(reflecting: x)) and \(String(reflecting: y))
""", file: file, line: line)
}
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