; NOTE: Assertions have been autogenerated by utils/update_test_checks.py ; REQUIRES: aarch64-registered-target ; RUN: opt -passes='lower-matrix-intrinsics' -matrix-print-after-transpose-opt -disable-output %s 2>&1 | FileCheck %s target datalayout = "e-m:o-i64:64-f80:128-n8:16:32:64-S128" target triple = "aarch64-apple-ios" ; k * A^T define void @kat(ptr %Aptr, double %k, ptr %C) { ; CHECK-LABEL: @kat( ; CHECK-NEXT: entry: ; CHECK-NEXT: [[A:%.*]] = load <9 x double>, ptr [[APTR:%.*]], align 128 ; CHECK-NEXT: [[VECK:%.*]] = insertelement <9 x double> poison, double [[K:%.*]], i64 0 ; CHECK-NEXT: [[SPLAT:%.*]] = shufflevector <9 x double> [[VECK]], <9 x double> poison, <9 x i32> zeroinitializer ; CHECK-NEXT: [[AT:%.*]] = call <9 x double> @llvm.matrix.transpose.v9f64(<9 x double> [[A]], i32 3, i32 3) ; CHECK-NEXT: [[MUL:%.*]] = call <9 x double> @llvm.matrix.multiply.v9f64.v9f64.v9f64(<9 x double> [[SPLAT]], <9 x double> [[AT]], i32 3, i32 3, i32 3) ; CHECK-NEXT: store <9 x double> [[MUL]], ptr [[C:%.*]], align 128 ; CHECK-NEXT: ret void ; entry: %a = load <9 x double>, ptr %Aptr %veck = insertelement <9 x double> poison, double %k, i64 0 %splat = shufflevector <9 x double> %veck, <9 x double> poison, <9 x i32> zeroinitializer %at = call <9 x double> @llvm.matrix.transpose.v9f64.v9f64(<9 x double> %a, i32 3, i32 3) %mul = call <9 x double> @llvm.matrix.multiply.v9f64.v9f64.v9f64(<9 x double> %splat, <9 x double> %at, i32 3, i32 3, i32 3) store <9 x double> %mul, ptr %C ret void } ; (k * A)^T -> A^T * k define void @ka_t(ptr %Aptr, double %k, ptr %C) { ; CHECK-LABEL: @ka_t( ; CHECK-NEXT: entry: ; CHECK-NEXT: [[A:%.*]] = load <9 x double>, ptr [[APTR:%.*]], align 128 ; CHECK-NEXT: [[VECK:%.*]] = insertelement <9 x double> poison, double [[K:%.*]], i64 0 ; CHECK-NEXT: [[SPLAT:%.*]] = shufflevector <9 x double> [[VECK]], <9 x double> poison, <9 x i32> zeroinitializer ; CHECK-NEXT: [[A_T:%.*]] = call <9 x double> @llvm.matrix.transpose.v9f64(<9 x double> [[A]], i32 3, i32 3) ; CHECK-NEXT: [[MMUL:%.*]] = call <9 x double> @llvm.matrix.multiply.v9f64.v9f64.v9f64(<9 x double> [[A_T]], <9 x double> [[SPLAT]], i32 3, i32 3, i32 3) ; CHECK-NEXT: store <9 x double> [[MMUL]], ptr [[C:%.*]], align 128 ; CHECK-NEXT: ret void ; entry: %a = load <9 x double>, ptr %Aptr %veck = insertelement <9 x double> poison, double %k, i64 0 %splat = shufflevector <9 x double> %veck, <9 x double> poison, <9 x i32> zeroinitializer %mul = call <9 x double> @llvm.matrix.multiply.v9f64.v9f64.v9f64(<9 x double> %splat, <9 x double> %a, i32 3, i32 3, i32 3) %t = call <9 x double> @llvm.matrix.transpose.v9f64.v9f64(<9 x double> %mul, i32 3, i32 3) store <9 x double> %t, ptr %C ret void } ; (k * A)^T -> A^T * k with fmul define void @ka_t_fmul(ptr %Aptr, double %k, ptr %C) { ; CHECK-LABEL: @ka_t_fmul( ; CHECK-NEXT: entry: ; CHECK-NEXT: [[A:%.*]] = load <9 x double>, ptr [[APTR:%.*]], align 128 ; CHECK-NEXT: [[VECK:%.*]] = insertelement <9 x double> poison, double [[K:%.*]], i64 0 ; CHECK-NEXT: [[SPLAT:%.*]] = shufflevector <9 x double> [[VECK]], <9 x double> poison, <9 x i32> zeroinitializer ; CHECK-NEXT: [[A_T:%.*]] = call <9 x double> @llvm.matrix.transpose.v9f64(<9 x double> [[A]], i32 3, i32 3) ; CHECK-NEXT: [[MMUL:%.*]] = fmul <9 x double> [[SPLAT]], [[A_T]] ; CHECK-NEXT: store <9 x double> [[MMUL]], ptr [[C:%.*]], align 128 ; CHECK-NEXT: ret void ; entry: %a = load <9 x double>, ptr %Aptr %veck = insertelement <9 x double> poison, double %k, i64 0 %splat = shufflevector <9 x double> %veck, <9 x double> poison, <9 x i32> zeroinitializer %mul = fmul <9 x double> %splat, %a %t = call <9 x double> @llvm.matrix.transpose.v9f64.v9f64(<9 x double> %mul, i32 3, i32 3) store <9 x double> %t, ptr %C ret void } ; (k * A)^T -> A^T * k with mul (non-fp types) define void @ka_t_mul(ptr %Aptr, i32 %k, ptr %C) { ; CHECK-LABEL: @ka_t_mul( ; CHECK-NEXT: entry: ; CHECK-NEXT: [[A:%.*]] = load <9 x i32>, ptr [[APTR:%.*]], align 64 ; CHECK-NEXT: [[VECK:%.*]] = insertelement <9 x i32> poison, i32 [[K:%.*]], i64 0 ; CHECK-NEXT: [[SPLAT:%.*]] = shufflevector <9 x i32> [[VECK]], <9 x i32> poison, <9 x i32> zeroinitializer ; CHECK-NEXT: [[A_T:%.*]] = call <9 x i32> @llvm.matrix.transpose.v9i32(<9 x i32> [[A]], i32 3, i32 3) ; CHECK-NEXT: [[MMUL:%.*]] = mul <9 x i32> [[SPLAT]], [[A_T]] ; CHECK-NEXT: store <9 x i32> [[MMUL]], ptr [[C:%.*]], align 64 ; CHECK-NEXT: ret void ; entry: %a = load <9 x i32>, ptr %Aptr %veck = insertelement <9 x i32> poison, i32 %k, i64 0 %splat = shufflevector <9 x i32> %veck, <9 x i32> poison, <9 x i32> zeroinitializer %mul = mul <9 x i32> %splat, %a %t = call <9 x i32> @llvm.matrix.transpose.v9i32.v9i32(<9 x i32> %mul, i32 3, i32 3) store <9 x i32> %t, ptr %C ret void } ; A^T + B^T -> (A + B)^T define void @at_plus_bt(ptr %Aptr, ptr %Bptr, ptr %C) { ; CHECK-LABEL: @at_plus_bt( ; CHECK-NEXT: entry: ; CHECK-NEXT: [[A:%.*]] = load <9 x double>, ptr [[APTR:%.*]], align 128 ; CHECK-NEXT: [[B:%.*]] = load <9 x double>, ptr [[BPTR:%.*]], align 128 ; CHECK-NEXT: [[MFADD:%.*]] = fadd <9 x double> [[A]], [[B]] ; CHECK-NEXT: [[MFADD_T:%.*]] = call <9 x double> @llvm.matrix.transpose.v9f64(<9 x double> [[MFADD]], i32 3, i32 3) ; CHECK-NEXT: store <9 x double> [[MFADD_T]], ptr [[C:%.*]], align 128 ; CHECK-NEXT: ret void ; entry: %a = load <9 x double>, ptr %Aptr %b = load <9 x double>, ptr %Bptr %at = call <9 x double> @llvm.matrix.transpose.v9f64.v9f64(<9 x double> %a, i32 3, i32 3) %bt = call <9 x double> @llvm.matrix.transpose.v9f64.v9f64(<9 x double> %b, i32 3, i32 3) %fadd = fadd <9 x double> %at, %bt store <9 x double> %fadd, ptr %C ret void } ; (A + B)^T -> A^T + B^T -> (A + B)^T define void @a_plus_b_t(ptr %Aptr, ptr %Bptr, ptr %C) { ; CHECK-LABEL: @a_plus_b_t( ; CHECK-NEXT: entry: ; CHECK-NEXT: [[A:%.*]] = load <9 x double>, ptr [[APTR:%.*]], align 128 ; CHECK-NEXT: [[B:%.*]] = load <9 x double>, ptr [[BPTR:%.*]], align 128 ; CHECK-NEXT: [[MFADD:%.*]] = fadd <9 x double> [[A]], [[B]] ; CHECK-NEXT: [[MFADD_T:%.*]] = call <9 x double> @llvm.matrix.transpose.v9f64(<9 x double> [[MFADD]], i32 3, i32 3) ; CHECK-NEXT: store <9 x double> [[MFADD_T]], ptr [[C:%.*]], align 128 ; CHECK-NEXT: ret void ; entry: %a = load <9 x double>, ptr %Aptr %b = load <9 x double>, ptr %Bptr %fadd = fadd <9 x double> %a, %b %t = call <9 x double> @llvm.matrix.transpose.v9f64.v9f64(<9 x double> %fadd, i32 3, i32 3) store <9 x double> %t, ptr %C ret void } ; A^T * B^T + C^T * D^T -> (B * A + D * C)^T define void @atbt_plus_ctdt(ptr %Aptr, ptr %Bptr, ptr %Cptr, ptr %Dptr, ptr %E) { ; CHECK-LABEL: @atbt_plus_ctdt( ; CHECK-NEXT: entry: ; CHECK-NEXT: [[A:%.*]] = load <9 x double>, ptr [[APTR:%.*]], align 128 ; CHECK-NEXT: [[B:%.*]] = load <9 x double>, ptr [[BPTR:%.*]], align 128 ; CHECK-NEXT: [[C:%.*]] = load <9 x double>, ptr [[CPTR:%.*]], align 128 ; CHECK-NEXT: [[D:%.*]] = load <9 x double>, ptr [[DPTR:%.*]], align 128 ; CHECK-NEXT: [[TMP0:%.*]] = call <9 x double> @llvm.matrix.multiply.v9f64.v9f64.v9f64(<9 x double> [[B]], <9 x double> [[A]], i32 3, i32 3, i32 3) ; CHECK-NEXT: [[TMP1:%.*]] = call <9 x double> @llvm.matrix.multiply.v9f64.v9f64.v9f64(<9 x double> [[D]], <9 x double> [[C]], i32 3, i32 3, i32 3) ; CHECK-NEXT: [[MFADD:%.*]] = fadd <9 x double> [[TMP0]], [[TMP1]] ; CHECK-NEXT: [[MFADD_T:%.*]] = call <9 x double> @llvm.matrix.transpose.v9f64(<9 x double> [[MFADD]], i32 3, i32 3) ; CHECK-NEXT: store <9 x double> [[MFADD_T]], ptr [[E:%.*]], align 128 ; CHECK-NEXT: ret void ; entry: %a = load <9 x double>, ptr %Aptr %b = load <9 x double>, ptr %Bptr %c = load <9 x double>, ptr %Cptr %d = load <9 x double>, ptr %Dptr %at = call <9 x double> @llvm.matrix.transpose.v9f64.v9f64(<9 x double> %a, i32 3, i32 3) %bt = call <9 x double> @llvm.matrix.transpose.v9f64.v9f64(<9 x double> %b, i32 3, i32 3) %ct = call <9 x double> @llvm.matrix.transpose.v9f64.v9f64(<9 x double> %c, i32 3, i32 3) %dt = call <9 x double> @llvm.matrix.transpose.v9f64.v9f64(<9 x double> %d, i32 3, i32 3) %atbt = call <9 x double> @llvm.matrix.multiply.v9f64.v9f64.v9f64(<9 x double> %at, <9 x double> %bt, i32 3, i32 3, i32 3) %ctdt = call <9 x double> @llvm.matrix.multiply.v9f64.v9f64.v9f64(<9 x double> %ct, <9 x double> %dt, i32 3, i32 3, i32 3) %fadd = fadd <9 x double> %atbt, %ctdt store <9 x double> %fadd, ptr %E ret void } ; -(A^T) + B^T define void @negat_plus_bt(ptr %Aptr, ptr %Bptr, ptr %C) { ; CHECK-LABEL: @negat_plus_bt( ; CHECK-NEXT: entry: ; CHECK-NEXT: [[A:%.*]] = load <9 x double>, ptr [[APTR:%.*]], align 128 ; CHECK-NEXT: [[B:%.*]] = load <9 x double>, ptr [[BPTR:%.*]], align 128 ; CHECK-NEXT: [[AT:%.*]] = call <9 x double> @llvm.matrix.transpose.v9f64(<9 x double> [[A]], i32 3, i32 3) ; CHECK-NEXT: [[NEGAT:%.*]] = fneg <9 x double> [[AT]] ; CHECK-NEXT: [[BT:%.*]] = call <9 x double> @llvm.matrix.transpose.v9f64(<9 x double> [[B]], i32 3, i32 3) ; CHECK-NEXT: [[FADD:%.*]] = fadd <9 x double> [[NEGAT]], [[BT]] ; CHECK-NEXT: store <9 x double> [[FADD]], ptr [[C:%.*]], align 128 ; CHECK-NEXT: ret void ; entry: %a = load <9 x double>, ptr %Aptr %b = load <9 x double>, ptr %Bptr %at = call <9 x double> @llvm.matrix.transpose.v9f64.v9f64(<9 x double> %a, i32 3, i32 3) %negat = fneg <9 x double> %at %bt = call <9 x double> @llvm.matrix.transpose.v9f64.v9f64(<9 x double> %b, i32 3, i32 3) %fadd = fadd <9 x double> %negat, %bt store <9 x double> %fadd, ptr %C ret void } ; (A^T * B^T + k * C^T * D^T)^T -> (B * A) + (D * C * k) define void @atbt_plus_kctdt_t(ptr %Aptr, ptr %Bptr, ptr %Cptr, ptr %Dptr, double %k, ptr %E) { ; CHECK-LABEL: @atbt_plus_kctdt_t( ; CHECK-NEXT: entry: ; CHECK-NEXT: [[A:%.*]] = load <9 x double>, ptr [[APTR:%.*]], align 128 ; CHECK-NEXT: [[B:%.*]] = load <9 x double>, ptr [[BPTR:%.*]], align 128 ; CHECK-NEXT: [[C:%.*]] = load <9 x double>, ptr [[CPTR:%.*]], align 128 ; CHECK-NEXT: [[D:%.*]] = load <9 x double>, ptr [[DPTR:%.*]], align 128 ; CHECK-NEXT: [[VECK:%.*]] = insertelement <9 x double> poison, double [[K:%.*]], i64 0 ; CHECK-NEXT: [[SPLAT:%.*]] = shufflevector <9 x double> [[VECK]], <9 x double> poison, <9 x i32> zeroinitializer ; CHECK-NEXT: [[MMUL2:%.*]] = call <9 x double> @llvm.matrix.multiply.v9f64.v9f64.v9f64(<9 x double> [[B]], <9 x double> [[A]], i32 3, i32 3, i32 3) ; CHECK-NEXT: [[MMUL1:%.*]] = call <9 x double> @llvm.matrix.multiply.v9f64.v9f64.v9f64(<9 x double> [[C]], <9 x double> [[SPLAT]], i32 3, i32 3, i32 3) ; CHECK-NEXT: [[MMUL:%.*]] = call <9 x double> @llvm.matrix.multiply.v9f64.v9f64.v9f64(<9 x double> [[D]], <9 x double> [[MMUL1]], i32 3, i32 3, i32 3) ; CHECK-NEXT: [[MADD:%.*]] = fadd <9 x double> [[MMUL2]], [[MMUL]] ; CHECK-NEXT: store <9 x double> [[MADD]], ptr [[E:%.*]], align 128 ; CHECK-NEXT: ret void ; entry: %a = load <9 x double>, ptr %Aptr %b = load <9 x double>, ptr %Bptr %c = load <9 x double>, ptr %Cptr %d = load <9 x double>, ptr %Dptr %at = call <9 x double> @llvm.matrix.transpose.v9f64.v9f64(<9 x double> %a, i32 3, i32 3) %bt = call <9 x double> @llvm.matrix.transpose.v9f64.v9f64(<9 x double> %b, i32 3, i32 3) %ct = call <9 x double> @llvm.matrix.transpose.v9f64.v9f64(<9 x double> %c, i32 3, i32 3) %dt = call <9 x double> @llvm.matrix.transpose.v9f64.v9f64(<9 x double> %d, i32 3, i32 3) %atbt = call <9 x double> @llvm.matrix.multiply.v9f64.v9f64.v9f64(<9 x double> %at, <9 x double> %bt, i32 3, i32 3, i32 3) %veck = insertelement <9 x double> poison, double %k, i64 0 %splat = shufflevector <9 x double> %veck, <9 x double> poison, <9 x i32> zeroinitializer %kct = call <9 x double> @llvm.matrix.multiply.v9f64.v9f64.v9f64(<9 x double> %splat, <9 x double> %ct, i32 3, i32 3, i32 3) %kctdt = call <9 x double> @llvm.matrix.multiply.v9f64.v9f64.v9f64(<9 x double> %kct, <9 x double> %dt, i32 3, i32 3, i32 3) %fadd = fadd <9 x double> %atbt, %kctdt %t = call <9 x double> @llvm.matrix.transpose.v9f64.v9f64(<9 x double> %fadd, i32 3, i32 3) store <9 x double> %t, ptr %E ret void } ; (A^T * (k * B^T))^T => (B * k) * A define void @atkbt_t(ptr %Aptr, ptr %Bptr, double %k, ptr %C) { ; CHECK-LABEL: @atkbt_t( ; CHECK-NEXT: entry: ; CHECK-NEXT: [[A:%.*]] = load <9 x double>, ptr [[APTR:%.*]], align 128 ; CHECK-NEXT: [[B:%.*]] = load <9 x double>, ptr [[BPTR:%.*]], align 128 ; CHECK-NEXT: [[VECK:%.*]] = insertelement <9 x double> poison, double [[K:%.*]], i64 0 ; CHECK-NEXT: [[SPLAT:%.*]] = shufflevector <9 x double> [[VECK]], <9 x double> poison, <9 x i32> zeroinitializer ; CHECK-NEXT: [[MMUL1:%.*]] = call <9 x double> @llvm.matrix.multiply.v9f64.v9f64.v9f64(<9 x double> [[B]], <9 x double> [[SPLAT]], i32 3, i32 3, i32 3) ; CHECK-NEXT: [[MMUL:%.*]] = call <9 x double> @llvm.matrix.multiply.v9f64.v9f64.v9f64(<9 x double> [[MMUL1]], <9 x double> [[A]], i32 3, i32 3, i32 3) ; CHECK-NEXT: store <9 x double> [[MMUL]], ptr [[C:%.*]], align 128 ; CHECK-NEXT: ret void ; entry: %a = load <9 x double>, ptr %Aptr %b = load <9 x double>, ptr %Bptr %at = call <9 x double> @llvm.matrix.transpose.v9f64.v9f64(<9 x double> %a, i32 3, i32 3) %bt = call <9 x double> @llvm.matrix.transpose.v9f64.v9f64(<9 x double> %b, i32 3, i32 3) %veck = insertelement <9 x double> poison, double %k, i64 0 %splat = shufflevector <9 x double> %veck, <9 x double> poison, <9 x i32> zeroinitializer %kbt = call <9 x double> @llvm.matrix.multiply.v9f64.v9f64.v9f64(<9 x double> %splat, <9 x double> %bt, i32 3, i32 3, i32 3) %atkbt = call <9 x double> @llvm.matrix.multiply.v9f64.v9f64.v9f64(<9 x double> %at, <9 x double> %kbt, i32 3, i32 3, i32 3) %t = call <9 x double> @llvm.matrix.transpose.v9f64.v9f64(<9 x double> %atkbt, i32 3, i32 3) store <9 x double> %t, ptr %C ret void } declare <9 x double> @llvm.matrix.multiply.v9f64.v9f64.v9f64(<9 x double>, <9 x double>, i32, i32, i32) declare <9 x double> @llvm.matrix.transpose.v9f64.v9f64(<9 x double>, i32, i32) declare <9 x i32> @llvm.matrix.transpose.v9i32.v9i32(<9 x i32>, i32, i32) ; (a * b + c)^T -> (a * b)^T + b^T with integer types. define noundef <4 x i32> @mul_add_transpose_int(<4 x i32> noundef %a, <4 x i32> noundef %b, <4 x i32> noundef %c) { ; CHECK-LABEL: @mul_add_transpose_int( ; CHECK-NEXT: entry: ; CHECK-NEXT: [[TMP0:%.*]] = call <4 x i32> @llvm.matrix.multiply.v4i32.v4i32.v4i32(<4 x i32> [[A:%.*]], <4 x i32> [[B:%.*]], i32 2, i32 2, i32 2) ; CHECK-NEXT: [[TMP1:%.*]] = call <4 x i32> @llvm.matrix.transpose.v4i32(<4 x i32> [[TMP0]], i32 2, i32 2) ; CHECK-NEXT: [[C_T:%.*]] = call <4 x i32> @llvm.matrix.transpose.v4i32(<4 x i32> [[C:%.*]], i32 2, i32 2) ; CHECK-NEXT: [[MADD:%.*]] = add <4 x i32> [[TMP1]], [[C_T]] ; CHECK-NEXT: ret <4 x i32> [[MADD]] ; entry: %mul = tail call <4 x i32> @llvm.matrix.multiply.v4i32.v4i32.v4i32(<4 x i32> %a, <4 x i32> %b, i32 2, i32 2, i32 2) %add = add <4 x i32> %mul, %c %t = tail call <4 x i32> @llvm.matrix.transpose.v4i32(<4 x i32> %add, i32 2, i32 2) ret <4 x i32> %t } declare <4 x i32> @llvm.matrix.multiply.v4i32.v4i32.v4i32(<4 x i32>, <4 x i32>, i32 immarg, i32 immarg, i32 immarg) declare <4 x i32> @llvm.matrix.transpose.v4i32(<4 x i32>, i32 immarg, i32 immarg)