// RUN: %target-swift-frontend -typecheck -verify -primary-file %s %S/Inputs/struct_differentiable_other_module.swift import _Differentiation // Verify that a type `T` conforms to `AdditiveArithmetic`. func assertConformsToAdditiveArithmetic(_: T.Type) where T: AdditiveArithmetic {} struct Empty: Differentiable {} func testEmpty() { assertConformsToAdditiveArithmetic(Empty.TangentVector.self) } struct EmptyWithConcreteNonmutatingMoveAlong: Differentiable { typealias TangentVector = Empty.TangentVector func move(by _: TangentVector) {} static func proof_that_i_have_nonmutating_move_along() { let empty = Self() empty.move(by: .init()) } } protocol DifferentiableWithNonmutatingMoveAlong: Differentiable {} extension DifferentiableWithNonmutatingMoveAlong { func move(by _: TangentVector) {} } struct EmptyWithInheritedNonmutatingMoveAlong: DifferentiableWithNonmutatingMoveAlong { typealias TangentVector = Empty.TangentVector static func proof_that_i_have_nonmutating_move_along() { let empty = Self() empty.move(by: .init()) } } class EmptyClass: Differentiable {} func testEmptyClass() { assertConformsToAdditiveArithmetic(EmptyClass.TangentVector.self) } // Test interaction with `AdditiveArithmetic` derived conformances. // Previously, this crashed due to duplicate memberwise initializer synthesis. struct EmptyAdditiveArithmetic: AdditiveArithmetic, Differentiable {} // Test structs with `let` stored properties. // Derived conformances fail because `mutating func move` requires all stored // properties to be mutable. struct ImmutableStoredProperties: Differentiable { var okay: Float // expected-warning @+1 {{stored property 'nondiff' has no derivative because 'Int' does not conform to 'Differentiable'; add an explicit '@noDerivative' attribute}} {{3-3=@noDerivative }} let nondiff: Int // expected-warning @+1 {{synthesis of the 'Differentiable.move(by:)' requirement for 'ImmutableStoredProperties' requires all stored properties not marked with '@noDerivative' to be mutable or have a non-mutating 'move(by:)'; use 'var' instead, or add an explicit '@noDerivative' attribute}} {{3-3=@noDerivative }} let diff: Float let nonmutatingMoveAlongStruct: EmptyWithConcreteNonmutatingMoveAlong let inheritedNonmutatingMoveAlongStruct: EmptyWithInheritedNonmutatingMoveAlong let diffClass: EmptyClass // No error on class-bound `let` with a non-mutating `move(by:)`. } func testImmutableStoredProperties() { _ = ImmutableStoredProperties.TangentVector( okay: 1, nonmutatingMoveAlongStruct: Empty.TangentVector(), inheritedNonmutatingMoveAlongStruct: Empty.TangentVector(), diffClass: EmptyClass.TangentVector()) } struct MutableStoredPropertiesWithInitialValue: Differentiable { var x = Float(1) var y = Double(1) } // Test struct with both an empty constructor and memberwise initializer. struct AllMixedStoredPropertiesHaveInitialValue: Differentiable { // expected-warning @+1 {{synthesis of the 'Differentiable.move(by:)' requirement for 'AllMixedStoredPropertiesHaveInitialValue' requires all stored properties not marked with '@noDerivative' to be mutable or have a non-mutating 'move(by:)'; use 'var' instead, or add an explicit '@noDerivative' attribute}} {{3-3=@noDerivative }} let x = Float(1) var y = Float(1) // Memberwise initializer should be `init(y:)` since `x` is immutable. static func testMemberwiseInitializer() { _ = AllMixedStoredPropertiesHaveInitialValue(y: 1) } } struct HasCustomConstructor: Differentiable { var x = Float(1) var y = Float(1) // Custom constructor should not affect synthesis. init(x: Float, y: Float, z: Bool) {} } struct Simple: AdditiveArithmetic, Differentiable { var w: Float var b: Float } func testSimple() { var simple = Simple(w: 1, b: 1) simple.move(by: simple) } // Test type with mixed members. struct Mixed: AdditiveArithmetic, Differentiable { var simple: Simple var float: Float } func testMixed(_ simple: Simple) { var mixed = Mixed(simple: simple, float: 1) mixed.move(by: mixed) } // Test type with manual definition of vector space types to `Self`. struct VectorSpacesEqualSelf: AdditiveArithmetic, Differentiable { var w: Float var b: Float typealias TangentVector = VectorSpacesEqualSelf } // Test generic type with vector space types to `Self`. struct GenericVectorSpacesEqualSelf: AdditiveArithmetic, Differentiable where T: Differentiable, T == T.TangentVector { var w: T var b: T } func testGenericVectorSpacesEqualSelf() { var genericSame = GenericVectorSpacesEqualSelf(w: 1, b: 1) genericSame.move(by: genericSame) } // Test nested type. struct Nested: AdditiveArithmetic, Differentiable { var simple: Simple var mixed: Mixed var generic: GenericVectorSpacesEqualSelf } func testNested( _ simple: Simple, _ mixed: Mixed, _ genericSame: GenericVectorSpacesEqualSelf ) { var nested = Nested(simple: simple, mixed: mixed, generic: genericSame) nested.move(by: nested) } // Test type that does not conform to `AdditiveArithmetic` but whose members do. // Thus, `Self` cannot be used as `TangentVector` or `TangentVector`. // Vector space structs types must be synthesized. // Note: it would be nice to emit a warning if conforming `Self` to // `AdditiveArithmetic` is possible. struct AllMembersAdditiveArithmetic: Differentiable { var w: Float var b: Float } // Test type whose properties are not all differentiable. struct DifferentiableSubset: Differentiable { var w: Float var b: Float @noDerivative var flag: Bool @noDerivative let technicallyDifferentiable: Float = .pi } func testDifferentiableSubset() { _ = DifferentiableSubset.TangentVector(w: 1, b: 1) _ = DifferentiableSubset.TangentVector(w: 1, b: 1) } // Test nested type whose properties are not all differentiable. struct NestedDifferentiableSubset: Differentiable { var x: DifferentiableSubset var mixed: Mixed @noDerivative var technicallyDifferentiable: Float } // Test type that uses synthesized vector space types but provides custom // method. struct HasCustomMethod: Differentiable { var simple: Simple var mixed: Mixed var generic: GenericVectorSpacesEqualSelf mutating func move(by offset: TangentVector) { print("Hello world") simple.move(by: offset.simple) mixed.move(by: offset.mixed) generic.move(by: offset.generic) } } // Test type with user-defined memberwise initializer. struct TF_25: Differentiable { public var bar: Float public init(bar: Float) { self.bar = bar } } // Test user-defined memberwise initializer. struct TF_25_Generic: Differentiable { public var bar: T public init(bar: T) { self.bar = bar } } // Test initializer that is not a memberwise initializer because of stored property name vs parameter label mismatch. struct HasCustomNonMemberwiseInitializer: Differentiable { var value: T init(randomLabel value: T) { self.value = value } } // Test type with generic environment. struct HasGenericEnvironment: Differentiable { var x: Float } // Test type with generic members that conform to `Differentiable`. struct GenericSynthesizeAllStructs: Differentiable { var w: T var b: T } // Test type in generic context. struct A { struct B: Differentiable { struct InGenericContext: Differentiable { @noDerivative var a: A var b: B var t: T var u: U } } } // Test extension. struct Extended { var x: Float } extension Extended: Differentiable {} // Test extension of generic type. struct GenericExtended { var x: T } extension GenericExtended: Differentiable where T: Differentiable {} // Test constrained extension of generic type. struct GenericConstrained { var x: T } extension GenericConstrained: Differentiable where T: Differentiable {} struct TF_260: Differentiable, AdditiveArithmetic { var x: T.TangentVector } // TF-269: Test crash when differentiation properties have no getter. // Related to access levels and associated type inference. public protocol TF_269_Layer: Differentiable { associatedtype Input: Differentiable associatedtype Output: Differentiable func applied(to input: Input) -> Output } public struct TF_269: TF_269_Layer { public var filter: Float public typealias Activation = @differentiable(reverse) (Output) -> Output @noDerivative public let activation: Activation public func applied(to input: Float) -> Float { return input } } // Test errors. // Test manually customizing vector space types. // These should fail. Synthesis is semantically unsupported if vector space // types are customized. // expected-error @+1 {{type 'VectorSpaceTypeAlias' does not conform to protocol 'Differentiable'}} struct VectorSpaceTypeAlias: AdditiveArithmetic, Differentiable { var w: Float var b: Float typealias TangentVector = Simple } // expected-error @+1 {{type 'VectorSpaceCustomStruct' does not conform to protocol 'Differentiable'}} struct VectorSpaceCustomStruct: AdditiveArithmetic, Differentiable { var w: Float var b: Float struct TangentVector: AdditiveArithmetic, Differentiable { var w: Float.TangentVector var b: Float.TangentVector typealias TangentVector = VectorSpaceCustomStruct.TangentVector } } struct StaticNoDerivative: Differentiable { @noDerivative static var s: Bool = true } struct StaticMembersShouldNotAffectAnything: AdditiveArithmetic, Differentiable { static var x: Bool = true static var y: Bool = false } struct ImplicitNoDerivative: Differentiable { var a: Float var b: Bool // expected-warning {{stored property 'b' has no derivative because 'Bool' does not conform to 'Differentiable'; add an explicit '@noDerivative' attribute}} } struct ImplicitNoDerivativeWithSeparateTangent: Differentiable { var x: DifferentiableSubset var b: Bool // expected-warning {{stored property 'b' has no derivative because 'Bool' does not conform to 'Differentiable'; add an explicit '@noDerivative' attribute}} {{3-3=@noDerivative }} } // TF-1018: verify that `@noDerivative` warnings are always silenceable, even // when the `Differentiable` conformance context is not the nominal type // declaration. struct ExtensionDifferentiableNoDerivative { // expected-warning @+2 {{stored property 'x' has no derivative because 'T' does not conform to 'Differentiable'; add an explicit '@noDerivative' attribute}} // expected-warning @+1 {{stored property 'y' has no derivative because 'T' does not conform to 'Differentiable'; add an explicit '@noDerivative' attribute}} var x, y: T // expected-warning @+1 {{stored property 'nondiff' has no derivative because 'Bool' does not conform to 'Differentiable'; add an explicit '@noDerivative' attribute}} var nondiff: Bool } extension ExtensionDifferentiableNoDerivative: Differentiable {} struct ExtensionDifferentiableNoDerivativeFixed { @noDerivative var x, y: T @noDerivative var nondiff: Bool } extension ExtensionDifferentiableNoDerivativeFixed: Differentiable {} struct ConditionalDifferentiableNoDerivative { var x, y: T // expected-warning @+1 {{stored property 'nondiff' has no derivative because 'Bool' does not conform to 'Differentiable'; add an explicit '@noDerivative' attribute}} var nondiff: Bool } extension ConditionalDifferentiableNoDerivative: Differentiable where T: Differentiable {} struct ConditionalDifferentiableNoDerivativeFixed { var x, y: T @noDerivative var nondiff: Bool } extension ConditionalDifferentiableNoDerivativeFixed: Differentiable where T: Differentiable {} // TF-265: Test invalid initializer (that uses a non-existent type). struct InvalidInitializer: Differentiable { init(filterShape: (Int, Int, Int, Int), blah: NonExistentType) {} // expected-error {{cannot find type 'NonExistentType' in scope}} } // Test memberwise initializer synthesis. struct NoMemberwiseInitializerExtended { var value: T init(_ value: T) { self.value = value } } extension NoMemberwiseInitializerExtended: Equatable, AdditiveArithmetic where T: AdditiveArithmetic {} extension NoMemberwiseInitializerExtended: Differentiable where T: Differentiable & AdditiveArithmetic {} // https://github.com/apple/swift/issues/55238 // Test interaction with `@differentiable` and `@derivative` type-checking. struct S_55238: Differentiable { var x: Float @differentiable(reverse) func method() -> Float { x } @derivative(of: method) func vjpMethod() -> (value: Float, pullback: (Float) -> TangentVector) { fatalError() } // Test usage of synthesized `TangentVector` type. // This should not produce an error: "reference to invalid associated type 'TangentVector'". mutating func move(by offset: TangentVector) {} } // Test property wrappers. @propertyWrapper struct ImmutableWrapper { private var value: Value var wrappedValue: Value { value } } @propertyWrapper struct Wrapper { var wrappedValue: Value } @propertyWrapper class ClassWrapper { var wrappedValue: Value init(wrappedValue: Value) { self.wrappedValue = wrappedValue } } struct Generic {} extension Generic: Differentiable where T: Differentiable {} struct WrappedProperties: Differentiable { // expected-warning @+1 {{synthesis of the 'Differentiable.move(by:)' requirement for 'WrappedProperties' requires 'wrappedValue' in property wrapper 'ImmutableWrapper' to be mutable or have a non-mutating 'move(by:)'; add an explicit '@noDerivative' attribute}} @ImmutableWrapper var immutableInt: Generic // expected-warning @+1 {{stored property 'mutableInt' has no derivative because 'Generic' does not conform to 'Differentiable'; add an explicit '@noDerivative' attribute}} @Wrapper var mutableInt: Generic @Wrapper var float: Generic @ClassWrapper var float2: Generic // https://github.com/apple/swift/issues/55517 // Test `@differentiable` wrapped property. @differentiable(reverse) @Wrapper var float3: Generic @noDerivative @ImmutableWrapper var nondiff: Generic static func testTangentMemberwiseInitializer() { _ = TangentVector(float: .init(), float2: .init(), float3: .init()) } } // Verify that cross-file derived conformances are disallowed. extension OtherFileNonconforming: Differentiable {} // expected-error@-1 {{extension outside of file declaring struct 'OtherFileNonconforming' prevents automatic synthesis of 'move(by:)' for protocol 'Differentiable'}} // expected-note@-2 {{add stubs for conformance}} extension GenericOtherFileNonconforming: Differentiable {} // expected-error@-1 {{extension outside of file declaring generic struct 'GenericOtherFileNonconforming' prevents automatic synthesis of 'move(by:)' for protocol 'Differentiable'}} // expected-note@-2 {{add stubs for conformance}}