// RUN: %target-swift-frontend -Xllvm -sil-print-types -emit-silgen %s | %FileCheck %s --check-prefix=CHECK-SILGEN // RUN: %target-swift-frontend -enable-experimental-forward-mode-differentiation -Xllvm -sil-print-types -emit-sil %s | %FileCheck %s --check-prefix=CHECK-SIL // Simple differentiation transform test: check SIL before and after the transform. import _Differentiation @_silgen_name("basic") @differentiable(reverse) func basic(_ x: Float) -> Float { x } // Test differentiability witnesses. // CHECK-SILGEN-LABEL: sil_differentiability_witness hidden [reverse] [parameters 0] [results 0] @basic : $@convention(thin) (Float) -> Float { // CHECK-SILGEN-NEXT: } // CHECK-SIL-LABEL: sil_differentiability_witness hidden [reverse] [parameters 0] [results 0] @basic : $@convention(thin) (Float) -> Float { // CHECK-SIL-NEXT: jvp: @basicTJfSpSr : $@convention(thin) (Float) -> (Float, @owned @callee_guaranteed (Float) -> Float) // CHECK-SIL-NEXT: vjp: @basicTJrSpSr : $@convention(thin) (Float) -> (Float, @owned @callee_guaranteed (Float) -> Float) // CHECK-SIL-NEXT: } // Test `differentiable_function` instructions. @_silgen_name("test_differentiable_function") func testDifferentiableFunction() { let a: @differentiable(reverse) (Float) -> Float = basic } // CHECK-SILGEN-LABEL: sil hidden [ossa] @test_differentiable_function : $@convention(thin) () -> () { // CHECK-SILGEN: [[ORIG_FN_REF:%.*]] = function_ref @basic : $@convention(thin) (Float) -> Float // CHECK-SILGEN: [[ORIG_FN:%.*]] = thin_to_thick_function [[ORIG_FN_REF]] : $@convention(thin) (Float) -> Float to $@callee_guaranteed (Float) -> Float // CHECK-SILGEN: [[DIFF_FN:%.*]] = differentiable_function [parameters 0] [results 0] [[ORIG_FN]] : $@callee_guaranteed (Float) -> Float // CHECK-SILGEN: } // CHECK-SIL-LABEL: sil hidden @test_differentiable_function : $@convention(thin) () -> () { // CHECK-SIL: [[ORIG_FN_REF:%.*]] = function_ref @basic : $@convention(thin) (Float) -> Float // CHECK-SIL: [[ORIG_FN:%.*]] = thin_to_thick_function [[ORIG_FN_REF]] // CHECK-SIL: [[JVP_FN_REF:%.*]] = differentiability_witness_function [jvp] [reverse] [parameters 0] [results 0] @basic // CHECK-SIL: [[JVP_FN:%.*]] = thin_to_thick_function [[JVP_FN_REF]] // CHECK-SIL: [[VJP_FN_REF:%.*]] = differentiability_witness_function [vjp] [reverse] [parameters 0] [results 0] @basic // CHECK-SIL: [[VJP_FN:%.*]] = thin_to_thick_function [[VJP_FN_REF]] // CHECK-SIL: [[DIFF_FN:%.*]] = differentiable_function [parameters 0] [results 0] [[ORIG_FN]] : $@callee_guaranteed (Float) -> Float with_derivative {[[JVP_FN]] : $@callee_guaranteed (Float) -> (Float, @owned @callee_guaranteed (Float) -> Float), [[VJP_FN]] : $@callee_guaranteed (Float) -> (Float, @owned @callee_guaranteed (Float) -> Float)} // CHECK-SIL: }