// RUN: %empty-directory(%t) // RUN: %target-swift-frontend %s -emit-module -parse-as-library -o %t // RUN: llvm-bcanalyzer %t/derivative_attr.swiftmodule | %FileCheck %s -check-prefix=BCANALYZER // RUN: %target-sil-opt -enable-sil-verify-all %t/derivative_attr.swiftmodule -o - | %FileCheck %s // BCANALYZER-NOT: UnknownCode import _Differentiation // Dummy `Differentiable`-conforming type. struct S: Differentiable & AdditiveArithmetic { static var zero: S { S() } static func + (_: S, _: S) -> S { S() } static func - (_: S, _: S) -> S { S() } typealias TangentVector = S } // Test top-level functions. func top1(_ x: S) -> S { x } // CHECK: @derivative(of: top1, wrt: x) @derivative(of: top1, wrt: x) func derivativeTop1(_ x: S) -> (value: S, differential: (S) -> S) { (x, { $0 }) } func top2(_ x: T, _ i: Int, _ y: U) -> U { y } // CHECK: @derivative(of: top2, wrt: (x, y)) @derivative(of: top2, wrt: (x, y)) func derivativeTop2( _ x: T, _ i: Int, _ y: U ) -> (value: U, differential: (T.TangentVector, U.TangentVector) -> U.TangentVector) { (y, { (dx, dy) in dy }) } // Test top-level inout functions. func topInout1(_ x: inout S) {} // CHECK: @derivative(of: topInout1, wrt: x) @derivative(of: topInout1) func derivativeTopInout1(_ x: inout S) -> (value: Void, pullback: (inout S) -> Void) { fatalError() } func topInout2(_ x: inout S) -> S { x } // CHECK: @derivative(of: topInout2, wrt: x) @derivative(of: topInout2) func derivativeTopInout2(_ x: inout S) -> (value: S, pullback: (S, inout S) -> Void) { fatalError() } // Test instance methods. extension S { func instanceMethod(_ x: S) -> S { self } // CHECK: @derivative(of: instanceMethod, wrt: x) @derivative(of: instanceMethod, wrt: x) func derivativeInstanceMethodWrtX(_ x: S) -> (value: S, differential: (S) -> S) { (self, { _ in .zero }) } // CHECK: @derivative(of: instanceMethod, wrt: self) @derivative(of: instanceMethod, wrt: self) func derivativeInstanceMethodWrtSelf(_ x: S) -> (value: S, differential: (S) -> S) { (self, { $0 }) } // Note: qualified name base types are not yet serialized and are not printed // when round-tripping. // CHECK: @derivative(of: instanceMethod, wrt: (self, x)) @derivative(of: S.instanceMethod, wrt: (self, x)) func derivativeInstanceMethodWrtAll(_ x: S) -> (value: S, differential: (S, S) -> S) { (self, { (dself, dx) in self }) } } // Test static methods. extension S { static func staticMethod(_ x: S) -> S { x } // CHECK: @derivative(of: staticMethod, wrt: x) @derivative(of: staticMethod, wrt: x) static func derivativeStaticMethod(_ x: S) -> (value: S, differential: (S) -> S) { (x, { $0 }) } } // Test computed properties. extension S { var computedProperty: S { get { self } set {} } // CHECK: @derivative(of: computedProperty, wrt: self) @derivative(of: computedProperty, wrt: self) func derivativeProperty() -> (value: S, differential: (S) -> S) { (self, { $0 }) } // CHECK: @derivative(of: computedProperty.get, wrt: self) @derivative(of: computedProperty.get, wrt: self) func derivativePropertyGetter() -> (value: S, pullback: (S) -> S) { fatalError() } // CHECK: @derivative(of: computedProperty.set, wrt: (self, newValue)) @derivative(of: computedProperty.set, wrt: (self, newValue)) mutating func derivativePropertySetter(_ newValue: S) -> ( value: (), pullback: (inout S) -> S ) { fatalError() } } // Test subscripts. extension S { subscript() -> S { get { self } set {} } subscript(x: T) -> S { self } // CHECK: @derivative(of: subscript(_:), wrt: self) @derivative(of: subscript(_:), wrt: self) func derivativeSubscript(x: T) -> (value: S, differential: (S) -> S) { (self, { $0 }) } // CHECK: @derivative(of: subscript.get, wrt: self) @derivative(of: subscript.get, wrt: self) func derivativeSubscriptGetter() -> (value: S, pullback: (S) -> S) { fatalError() } // CHECK: @derivative(of: subscript.set, wrt: (self, newValue)) @derivative(of: subscript.set, wrt: (self, newValue)) mutating func derivativeSubscriptSetter(_ newValue: S) -> ( value: (), pullback: (inout S) -> S ) { fatalError() } }