/// Single basic block VJP. // REQUIRES: executable_test // RUN: %empty-directory(%t) // RUN: %target-build-swift %s -o %t/none.out -Onone // RUN: %target-build-swift %s -o %t/opt.out -O // RUN: %target-codesign %t/none.out // RUN: %target-codesign %t/opt.out // RUN: %target-run %t/none.out // RUN: %target-run %t/opt.out // RUN: %target-swift-frontend -emit-sil %s -O -o %t/out.sil // RUN: cat %t/out.sil | %FileCheck %s --check-prefix=CHECK4 // RUN: cat %t/out.sil | %FileCheck %s --check-prefix=CHECK5 import DifferentiationUnittest import StdlibUnittest var AutoDiffClosureSpecSingleBBTests = TestSuite("AutoDiffClosureSpecSingleBB") AutoDiffClosureSpecSingleBBTests.testWithLeakChecking("Test4") { func square(_ x: Float) -> Float { return x * x } func double(_ x: Float) -> Float { return x + x } // CHECK4-LABEL: {{^}}// reverse-mode derivative of test4 #1 (_:) // CHECK4-NEXT: sil private @$s3outyycfU_5test4L_yS2fFTJrSpSr : $@convention(thin) (Float) -> (Float, @owned @callee_guaranteed (Float) -> Float) { // CHECK4: %[[#D9:]] = function_ref @$s3outyycfU_5test4L_yS2fFTJpSpSr128$s3outyycfU_6doubleL_yS2fFTJpSpSr067$sSf16_DifferentiationE7_vjpAdd3lhs3rhsSf5value_Sf_SftSfc8pullbacktj1_k5FZSf_K6SfcfU_Tf1nc_n0c12U_6squareL_yefg7Sr073$si1_j4E12_l16Multiply3lhs3rhsn1_o1_pq1_rs1_tu2U_eV2_nS2fTf1ncc_n : $@convention(thin) (Float, Float, Float) -> Float // CHECK4: %[[#D10:]] = partial_apply [callee_guaranteed] %[[#D9]](%[[#]], %[[#]]) : $@convention(thin) (Float, Float, Float) -> Float // CHECK4: %[[#D11:]] = tuple (%[[#]], %[[#D10]]) // CHECK4: return %[[#D11]] // CHECK4: } // end sil function '$s3outyycfU_5test4L_yS2fFTJrSpSr' // CHECK4-NONE: {{^}}// pullback of test4 #1 (_:) // CHECK4: {{^}}// specialized pullback of test4 #1 (_:) // CHECK4: sil private @$s3outyycfU_5test4L_yS2fFTJpSpSr128$s3outyycfU_6doubleL_yS2fFTJpSpSr067$sSf16_DifferentiationE7_vjpAdd3lhs3rhsSf5value_Sf_SftSfc8pullbacktj1_k5FZSf_K6SfcfU_Tf1nc_n0c12U_6squareL_yefg7Sr073$si1_j4E12_l16Multiply3lhs3rhsn1_o1_pq1_rs1_tu2U_eV2_nS2fTf1ncc_n : $@convention(thin) (Float, Float, Float) -> Float { @differentiable(reverse) func test4(_ x: Float) -> Float { return square(double(x)) } func test4Derivative(_ x: Float) -> Float { return 8 * x } for x in -100...100 { expectEqual(gradient(at: Float(x), of: test4), test4Derivative(Float(x))) } } AutoDiffClosureSpecSingleBBTests.testWithLeakChecking("Test5") { // CHECK5-LABEL: {{^}}// reverse-mode derivative of test5 #1 (_:_:) // CHECK5-NEXT: sil private @$s3outyycfU0_5test5L_ySaySfGAC_SftFTJrSSpSr : $@convention(thin) (@guaranteed Array, Float) -> (@owned Array, @owned @callee_guaranteed (@guaranteed Array.DifferentiableView) -> (@owned Array.DifferentiableView, Float)) { // CHECK5: %[[#E79:]] = function_ref @$s3outyycfU0_5test5L_ySaySfGAC_SftFTJpSSpSr073$sSf16_DifferentiationE12_vjpMultiply3lhs3rhsSf5value_Sf_SftSfc8pullbacktj1_k5FZSf_K6SfcfU_S2f0cd1_ef1_g16Subtract3lhs3rhsi1_j1_klj1_km1_kN2U_Tf1ncncn_n : $@convention(thin) (@guaranteed Array.DifferentiableView, @owned @callee_guaranteed (@guaranteed Array.DifferentiableView) -> (@owned Array.DifferentiableView, @owned Array.DifferentiableView), @owned @callee_guaranteed (@guaranteed Array.DifferentiableView) -> (@owned Array.DifferentiableView, @owned Array.DifferentiableView), Float, Float) -> (@owned Array.DifferentiableView, Float) // CHECK5: %[[#E80:]] = partial_apply [callee_guaranteed] %[[#E79]](%[[#]], %[[#]], %[[#]], %[[#]]) : $@convention(thin) (@guaranteed Array.DifferentiableView, @owned @callee_guaranteed (@guaranteed Array.DifferentiableView) -> (@owned Array.DifferentiableView, @owned Array.DifferentiableView), @owned @callee_guaranteed (@guaranteed Array.DifferentiableView) -> (@owned Array.DifferentiableView, @owned Array.DifferentiableView), Float, Float) -> (@owned Array.DifferentiableView, Float) // CHECK5: %[[#E81:]] = tuple (%[[#]], %[[#E80]]) // CHECK5: return %[[#E81]] // CHECK5: } // end sil function '$s3outyycfU0_5test5L_ySaySfGAC_SftFTJrSSpSr' // CHECK5-NONE: {{^}}// pullback of test5 #1 (_:_:) // CHECK5: {{^}}// specialized pullback of test5 #1 (_:_:) // CHECK5: sil private @$s3outyycfU0_5test5L_ySaySfGAC_SftFTJpSSpSr073$sSf16_DifferentiationE12_vjpMultiply3lhs3rhsSf5value_Sf_SftSfc8pullbacktj1_k5FZSf_K6SfcfU_S2f0cd1_ef1_g16Subtract3lhs3rhsi1_j1_klj1_km1_kN2U_Tf1ncncn_n : $@convention(thin) (@guaranteed Array.DifferentiableView, @owned @callee_guaranteed (@guaranteed Array.DifferentiableView) -> (@owned Array.DifferentiableView, @owned Array.DifferentiableView), @owned @callee_guaranteed (@guaranteed Array.DifferentiableView) -> (@owned Array.DifferentiableView, @owned Array.DifferentiableView), Float, Float) -> (@owned Array.DifferentiableView, Float) { @differentiable(reverse) func test5(_ x: [Float], _ y: Float) -> [Float] { return [42 * y] + x + [37 - y] } let pb = pullback(at: [Float(1), Float(1)], Float(1), of: test5) for a in -10...10 { for b in -10...10 { for c in -10...10 { for d in -10...10 { expectEqual(pb([Float(a), Float(b), Float(c), Float(d)]), ([Float(b), Float(c)], Float(42 * a - d))) } } } } } runAllTests()