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// RUN: %target-run-simple-swift
// TODO(TF-1254): Support and test forward-mode differentiation.
// TODO(TF-1254): %target-run-simple-swift(-Xfrontend -enable-experimental-forward-mode-differentiation)
// REQUIRES: executable_test
import StdlibUnittest
import DifferentiationUnittest
var PropertyWrapperTests = TestSuite("PropertyWrapperDifferentiation")
@propertyWrapper
struct SimpleWrapper<Value> {
var wrappedValue: Value // stored property
}
@propertyWrapper
struct Wrapper<Value> {
private var value: Value
var wrappedValue: Value { // computed property
get { value }
set { value = newValue }
}
init(wrappedValue: Value) {
self.value = wrappedValue
}
}
struct Struct: Differentiable {
@Wrapper @SimpleWrapper var x: Tracked<Float> = 10
@SimpleWrapper @Wrapper var y: Tracked<Float> = 20
var z: Tracked<Float> = 30
}
PropertyWrapperTests.test("SimpleStruct") {
func getter(_ s: Struct) -> Tracked<Float> {
return s.x
}
expectEqual(.init(x: 1, y: 0, z: 0), gradient(at: Struct(), of: getter))
func setter(_ s: Struct, _ x: Tracked<Float>) -> Tracked<Float> {
var s = s
s.x = s.x * x * s.z
return s.x
}
expectEqual((.init(x: 60, y: 0, z: 20), 300),
gradient(at: Struct(), 2, of: setter))
// TODO: Support `modify` accessors (https://github.com/apple/swift/issues/55084).
/*
func modify(_ s: Struct, _ x: Tracked<Float>) -> Tracked<Float> {
var s = s
s.x *= x * s.z
return s.x
}
expectEqual((.init(x: 60, y: 0, z: 20), 300),
gradient(at: Struct(), 2, of: modify))
*/
}
struct GenericStruct<T> {
@Wrapper var x: Tracked<Float> = 10
@Wrapper @Wrapper @Wrapper var y: T
var z: Tracked<Float> = 30
}
extension GenericStruct: Differentiable where T: Differentiable {}
PropertyWrapperTests.test("GenericStruct") {
func getter<T>(_ s: GenericStruct<T>) -> T {
return s.y
}
expectEqual(.init(x: 0, y: 1, z: 0),
gradient(at: GenericStruct<Tracked<Float>>(y: 20), of: getter))
func getter2<T>(_ s: GenericStruct<T>) -> Tracked<Float> {
return s.x * s.z
}
expectEqual(.init(x: 30, y: 0, z: 10),
gradient(at: GenericStruct<Tracked<Float>>(y: 20), of: getter2))
func setter<T>(_ s: GenericStruct<T>, _ x: Tracked<Float>) -> Tracked<Float> {
var s = s
s.x = s.x * x * s.z
return s.x
}
expectEqual((.init(x: 60, y: 0, z: 20), 300),
gradient(at: GenericStruct<Tracked<Float>>(y: 20), 2, of: setter))
// TODO: Support `modify` accessors (https://github.com/apple/swift/issues/55084).
/*
func modify<T>(_ s: GenericStruct<T>, _ x: Tracked<Float>) -> Tracked<Float> {
var s = s
s.x *= x * s.z
return s.x
}
expectEqual((.init(x: 60, y: 0, z: 20), 300),
gradient(at: GenericStruct<Tracked<Float>>(y: 1), 2, of: modify))
*/
}
// TF-1149: Test class with loadable type but address-only `TangentVector` type.
class Class: Differentiable {
@differentiable(reverse)
@Wrapper @Wrapper var x: Tracked<Float> = 10
@differentiable(reverse)
@Wrapper var y: Tracked<Float> = 20
@differentiable(reverse)
var z: Tracked<Float> = 30
}
PropertyWrapperTests.test("SimpleClass") {
func getter(_ c: Class) -> Tracked<Float> {
return c.x
}
expectEqual(.init(x: 1, y: 0, z: 0), gradient(at: Class(), of: getter))
func setter(_ c: Class, _ x: Tracked<Float>) -> Tracked<Float> {
var c = c
c.x = c.x * x * c.z
return c.x
}
// FIXME(TF-1175): Class operands should always be marked active.
// This is relevant for `Class.x.setter`, which has type
// `$@convention(method) (@in Tracked<Float>, @guaranteed Class) -> ()`.
expectEqual((.init(x: 1, y: 0, z: 0), 0),
gradient(at: Class(), 2, of: setter))
/*
expectEqual((.init(x: 60, y: 0, z: 20), 300),
gradient(at: Class(), 2, of: setter))
*/
// TODO: Support `modify` accessors (https://github.com/apple/swift/issues/55084).
/*
func modify(_ c: Class, _ x: Tracked<Float>) -> Tracked<Float> {
var c = c
c.x *= x * c.z
return c.x
}
expectEqual((.init(x: 60, y: 0, z: 20), 300),
gradient(at: Class(), 2, of: modify))
*/
}
// From: https://github.com/apple/swift-evolution/blob/master/proposals/0258-property-wrappers.md#proposed-solution
// Tests the following functionality:
// - Enum property wrapper.
@propertyWrapper
enum Lazy<Value> {
case uninitialized(() -> Value)
case initialized(Value)
init(wrappedValue: @autoclosure @escaping () -> Value) {
self = .uninitialized(wrappedValue)
}
var wrappedValue: Value {
// TODO(TF-1250): Replace with actual mutating getter implementation.
// Requires differentiation to support functions with multiple results.
get {
switch self {
case .uninitialized(let initializer):
let value = initializer()
// NOTE: Actual implementation assigns to `self` here.
return value
case .initialized(let value):
return value
}
}
set {
self = .initialized(newValue)
}
}
}
// From: https://github.com/apple/swift-evolution/blob/master/proposals/0258-property-wrappers.md#clamping-a-value-within-bounds
@propertyWrapper
struct Clamping<V: Comparable> {
var value: V
let min: V
let max: V
init(wrappedValue: V, min: V, max: V) {
value = wrappedValue
self.min = min
self.max = max
assert(value >= min && value <= max)
}
var wrappedValue: V {
get { return value }
set {
if newValue < min {
value = min
} else if newValue > max {
value = max
} else {
value = newValue
}
}
}
}
struct RealPropertyWrappers: Differentiable {
@Lazy var x: Float = 3
@Clamping(min: -10, max: 10)
var y: Float = 4
}
PropertyWrapperTests.test("RealPropertyWrappers") {
@differentiable(reverse)
func multiply(_ s: RealPropertyWrappers) -> Float {
return s.x * s.y
}
expectEqual(.init(x: 4, y: 3),
gradient(at: RealPropertyWrappers(x: 3, y: 4), of: multiply))
}
runAllTests()
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