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[SVE] Add support for scalable vectorization of loops with selects and cmps

I have removed an unnecessary assert in LoopVectorizationCostModel::getInstructionCost
that prevented a cost being calculated for select instructions when using
scalable vectors. In addition, I have changed AArch64TTIImpl::getCmpSelInstrCost
to only do special cost calculations for fixed width vectors and fall
back to the base version for scalable vectors.

I have added a simple cost model test for cmps and selects:

  test/Analysis/CostModel/sve-cmpsel.ll

and some simple tests that show we vectorize loops with cmp and select:

  test/Transforms/LoopVectorize/AArch64/sve-basic-vec.ll

Differential Revision: https://reviews.llvm.org/D95039
This commit is contained in:
David Sherwood 2021-01-19 15:38:03 +00:00
parent 22391a6c81
commit b1a389ab23
4 changed files with 228 additions and 4 deletions

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@ -707,7 +707,7 @@ int AArch64TTIImpl::getCmpSelInstrCost(unsigned Opcode, Type *ValTy,
int ISD = TLI->InstructionOpcodeToISD(Opcode);
// We don't lower some vector selects well that are wider than the register
// width.
if (ValTy->isVectorTy() && ISD == ISD::SELECT) {
if (isa<FixedVectorType>(ValTy) && ISD == ISD::SELECT) {
// We would need this many instructions to hide the scalarization happening.
const int AmortizationCost = 20;
@ -749,6 +749,8 @@ int AArch64TTIImpl::getCmpSelInstrCost(unsigned Opcode, Type *ValTy,
return Entry->Cost;
}
}
// The base case handles scalable vectors fine for now, since it treats the
// cost as 1 * legalization cost.
return BaseT::getCmpSelInstrCost(Opcode, ValTy, CondTy, VecPred, CostKind, I);
}

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@ -7334,10 +7334,8 @@ LoopVectorizationCostModel::getInstructionCost(Instruction *I, ElementCount VF,
const SCEV *CondSCEV = SE->getSCEV(SI->getCondition());
bool ScalarCond = (SE->isLoopInvariant(CondSCEV, TheLoop));
Type *CondTy = SI->getCondition()->getType();
if (!ScalarCond) {
assert(!VF.isScalable() && "VF is assumed to be non scalable.");
if (!ScalarCond)
CondTy = VectorType::get(CondTy, VF);
}
return TTI.getCmpSelInstrCost(I->getOpcode(), VectorTy, CondTy,
CmpInst::BAD_ICMP_PREDICATE, CostKind, I);
}

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@ -0,0 +1,146 @@
; RUN: opt -cost-model -analyze -mtriple=aarch64--linux-gnu -mattr=+sve < %s 2>%t | FileCheck %s
; RUN: FileCheck --check-prefix=WARN --allow-empty %s <%t
; If this check fails please read test/CodeGen/AArch64/README for instructions on how to resolve it.
; WARN-NOT: warning
; Check icmp for legal integer vectors.
define void @cmp_legal_int() {
; CHECK-LABEL: 'cmp_legal_int'
; CHECK: Cost Model: Found an estimated cost of 1 for instruction: %1 = icmp ne <vscale x 2 x i64> undef, undef
; CHECK: Cost Model: Found an estimated cost of 1 for instruction: %2 = icmp ne <vscale x 4 x i32> undef, undef
; CHECK: Cost Model: Found an estimated cost of 1 for instruction: %3 = icmp ne <vscale x 8 x i16> undef, undef
; CHECK: Cost Model: Found an estimated cost of 1 for instruction: %4 = icmp ne <vscale x 16 x i8> undef, undef
%1 = icmp ne <vscale x 2 x i64> undef, undef
%2 = icmp ne <vscale x 4 x i32> undef, undef
%3 = icmp ne <vscale x 8 x i16> undef, undef
%4 = icmp ne <vscale x 16 x i8> undef, undef
ret void
}
; Check icmp for an illegal integer vector.
define <vscale x 4 x i1> @cmp_nxv4i64() {
; CHECK-LABEL: 'cmp_nxv4i64'
; CHECK: Cost Model: Found an estimated cost of 2 for instruction: %res = icmp ne <vscale x 4 x i64> undef, undef
; CHECK: Cost Model: Found an estimated cost of 0 for instruction: ret <vscale x 4 x i1> %res
%res = icmp ne <vscale x 4 x i64> undef, undef
ret <vscale x 4 x i1> %res
}
; Check icmp for legal predicate vectors.
define void @cmp_legal_pred() {
; CHECK-LABEL: 'cmp_legal_pred'
; CHECK: Cost Model: Found an estimated cost of 1 for instruction: %1 = icmp ne <vscale x 2 x i1> undef, undef
; CHECK: Cost Model: Found an estimated cost of 1 for instruction: %2 = icmp ne <vscale x 4 x i1> undef, undef
; CHECK: Cost Model: Found an estimated cost of 1 for instruction: %3 = icmp ne <vscale x 8 x i1> undef, undef
; CHECK: Cost Model: Found an estimated cost of 1 for instruction: %4 = icmp ne <vscale x 16 x i1> undef, undef
%1 = icmp ne <vscale x 2 x i1> undef, undef
%2 = icmp ne <vscale x 4 x i1> undef, undef
%3 = icmp ne <vscale x 8 x i1> undef, undef
%4 = icmp ne <vscale x 16 x i1> undef, undef
ret void
}
; Check icmp for an illegal predicate vector.
define <vscale x 32 x i1> @cmp_nxv32i1() {
; CHECK-LABEL: 'cmp_nxv32i1'
; CHECK: Cost Model: Found an estimated cost of 2 for instruction: %res = icmp ne <vscale x 32 x i1> undef, undef
; CHECK: Cost Model: Found an estimated cost of 0 for instruction: ret <vscale x 32 x i1> %res
%res = icmp ne <vscale x 32 x i1> undef, undef
ret <vscale x 32 x i1> %res
}
; Check fcmp for legal FP vectors
define void @cmp_legal_fp() #0 {
; CHECK-LABEL: 'cmp_legal_fp'
; CHECK: Cost Model: Found an estimated cost of 1 for instruction: %1 = fcmp oge <vscale x 2 x double> undef, undef
; CHECK: Cost Model: Found an estimated cost of 1 for instruction: %2 = fcmp oge <vscale x 4 x float> undef, undef
; CHECK: Cost Model: Found an estimated cost of 1 for instruction: %3 = fcmp oge <vscale x 8 x half> undef, undef
; CHECK: Cost Model: Found an estimated cost of 1 for instruction: %4 = fcmp oge <vscale x 8 x bfloat> undef, undef
%1 = fcmp oge <vscale x 2 x double> undef, undef
%2 = fcmp oge <vscale x 4 x float> undef, undef
%3 = fcmp oge <vscale x 8 x half> undef, undef
%4 = fcmp oge <vscale x 8 x bfloat> undef, undef
ret void
}
; Check fcmp for an illegal FP vector
define <vscale x 16 x i1> @cmp_nxv16f16() {
; CHECK-LABEL: 'cmp_nxv16f16'
; CHECK: Cost Model: Found an estimated cost of 2 for instruction: %res = fcmp oge <vscale x 16 x half> undef, undef
; CHECK: Cost Model: Found an estimated cost of 0 for instruction: ret <vscale x 16 x i1> %res
%res = fcmp oge <vscale x 16 x half> undef, undef
ret <vscale x 16 x i1> %res
}
; Check select for legal integer vectors
define void @sel_legal_int() {
; CHECK-LABEL: 'sel_legal_int'
; CHECK: Cost Model: Found an estimated cost of 1 for instruction: %1 = select <vscale x 2 x i1> undef, <vscale x 2 x i64> undef, <vscale x 2 x i64> undef
; CHECK: Cost Model: Found an estimated cost of 1 for instruction: %2 = select <vscale x 4 x i1> undef, <vscale x 4 x i32> undef, <vscale x 4 x i32> undef
; CHECK: Cost Model: Found an estimated cost of 1 for instruction: %3 = select <vscale x 8 x i1> undef, <vscale x 8 x i16> undef, <vscale x 8 x i16> undef
; CHECK: Cost Model: Found an estimated cost of 1 for instruction: %4 = select <vscale x 16 x i1> undef, <vscale x 16 x i8> undef, <vscale x 16 x i8> undef
%1 = select <vscale x 2 x i1> undef, <vscale x 2 x i64> undef, <vscale x 2 x i64> undef
%2 = select <vscale x 4 x i1> undef, <vscale x 4 x i32> undef, <vscale x 4 x i32> undef
%3 = select <vscale x 8 x i1> undef, <vscale x 8 x i16> undef, <vscale x 8 x i16> undef
%4 = select <vscale x 16 x i1> undef, <vscale x 16 x i8> undef, <vscale x 16 x i8> undef
ret void
}
; Check select for an illegal integer vector
define <vscale x 16 x i16> @sel_nxv16i16() {
; CHECK-LABEL: 'sel_nxv16i16'
; CHECK: Cost Model: Found an estimated cost of 2 for instruction: %res = select <vscale x 16 x i1> undef, <vscale x 16 x i16> undef, <vscale x 16 x i16> undef
; CHECK: Cost Model: Found an estimated cost of 0 for instruction: ret <vscale x 16 x i16> %res
%res = select <vscale x 16 x i1> undef, <vscale x 16 x i16> undef, <vscale x 16 x i16> undef
ret <vscale x 16 x i16> %res
}
; Check select for a legal FP vector
define void @sel_legal_fp() #0 {
; CHECK-LABEL: 'sel_legal_fp'
; CHECK: Cost Model: Found an estimated cost of 1 for instruction: %1 = select <vscale x 2 x i1> undef, <vscale x 2 x double> undef, <vscale x 2 x double> undef
; CHECK: Cost Model: Found an estimated cost of 1 for instruction: %2 = select <vscale x 4 x i1> undef, <vscale x 4 x float> undef, <vscale x 4 x float> undef
; CHECK: Cost Model: Found an estimated cost of 1 for instruction: %3 = select <vscale x 8 x i1> undef, <vscale x 8 x half> undef, <vscale x 8 x half> undef
; CHECK: Cost Model: Found an estimated cost of 1 for instruction: %4 = select <vscale x 8 x i1> undef, <vscale x 8 x bfloat> undef, <vscale x 8 x bfloat> undef
%1 = select <vscale x 2 x i1> undef, <vscale x 2 x double> undef, <vscale x 2 x double> undef
%2 = select <vscale x 4 x i1> undef, <vscale x 4 x float> undef, <vscale x 4 x float> undef
%3 = select <vscale x 8 x i1> undef, <vscale x 8 x half> undef, <vscale x 8 x half> undef
%4 = select <vscale x 8 x i1> undef, <vscale x 8 x bfloat> undef, <vscale x 8 x bfloat> undef
ret void
}
; Check select for an illegal FP vector
define <vscale x 8 x float> @sel_nxv8f32() {
; CHECK-LABEL: 'sel_nxv8f32'
; CHECK: Cost Model: Found an estimated cost of 2 for instruction: %res = select <vscale x 8 x i1> undef, <vscale x 8 x float> undef, <vscale x 8 x float> undef
; CHECK: Cost Model: Found an estimated cost of 0 for instruction: ret <vscale x 8 x float> %res
%res = select <vscale x 8 x i1> undef, <vscale x 8 x float> undef, <vscale x 8 x float> undef
ret <vscale x 8 x float> %res
}
; Check select for a legal predicate vector
define void @sel_legal_pred() {
; CHECK-LABEL: 'sel_legal_pred'
; CHECK: Cost Model: Found an estimated cost of 1 for instruction: %1 = select <vscale x 2 x i1> undef, <vscale x 2 x i1> undef, <vscale x 2 x i1> undef
; CHECK: Cost Model: Found an estimated cost of 1 for instruction: %2 = select <vscale x 4 x i1> undef, <vscale x 4 x i1> undef, <vscale x 4 x i1> undef
; CHECK: Cost Model: Found an estimated cost of 1 for instruction: %3 = select <vscale x 8 x i1> undef, <vscale x 8 x i1> undef, <vscale x 8 x i1> undef
; CHECK: Cost Model: Found an estimated cost of 1 for instruction: %4 = select <vscale x 16 x i1> undef, <vscale x 16 x i1> undef, <vscale x 16 x i1> undef
%1 = select <vscale x 2 x i1> undef, <vscale x 2 x i1> undef, <vscale x 2 x i1> undef
%2 = select <vscale x 4 x i1> undef, <vscale x 4 x i1> undef, <vscale x 4 x i1> undef
%3 = select <vscale x 8 x i1> undef, <vscale x 8 x i1> undef, <vscale x 8 x i1> undef
%4 = select <vscale x 16 x i1> undef, <vscale x 16 x i1> undef, <vscale x 16 x i1> undef
ret void
}
; Check select for an illegal predicate vector
define <vscale x 32 x i1> @sel_nxv32i1() {
; CHECK-LABEL: 'sel_nxv32i1'
; CHECK: Cost Model: Found an estimated cost of 2 for instruction: %res = select <vscale x 32 x i1> undef, <vscale x 32 x i1> undef, <vscale x 32 x i1> undef
; CHECK: Cost Model: Found an estimated cost of 0 for instruction: ret <vscale x 32 x i1> %res
%res = select <vscale x 32 x i1> undef, <vscale x 32 x i1> undef, <vscale x 32 x i1> undef
ret <vscale x 32 x i1> %res
}
attributes #0 = { "target-features"="+sve,+bf16" }

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@ -0,0 +1,78 @@
; RUN: opt -loop-vectorize -dce -instcombine -mtriple aarch64-linux-gnu -mattr=+sve < %s -S 2>%t | FileCheck %s
; RUN: FileCheck --check-prefix=WARN --allow-empty %s <%t
; If this check fails please read test/CodeGen/AArch64/README for instructions on how to resolve it.
; WARN-NOT: warning
target datalayout = "e-m:e-i8:8:32-i16:16:32-i64:64-i128:128-n32:64-S128"
target triple = "aarch64-unknown-linux-gnu"
define void @cmpsel_i32(i32* noalias nocapture %a, i32* noalias nocapture readonly %b, i64 %n) {
; CHECK-LABEL: @cmpsel_i32(
; CHECK-NEXT: entry:
; CHECK: vector.body:
; CHECK: [[WIDE_LOAD:%.*]] = load <vscale x 4 x i32>, <vscale x 4 x i32>* {{.*}}, align 4
; CHECK-NEXT: [[TMP1:%.*]] = icmp eq <vscale x 4 x i32> [[WIDE_LOAD]], shufflevector (<vscale x 4 x i32> insertelement (<vscale x 4 x i32> poison, i32 0, i32 0), <vscale x 4 x i32> poison, <vscale x 4 x i32> zeroinitializer)
; CHECK-NEXT: [[TMP2:%.*]] = select <vscale x 4 x i1> [[TMP1]], <vscale x 4 x i32> shufflevector (<vscale x 4 x i32> insertelement (<vscale x 4 x i32> poison, i32 2, i32 0), <vscale x 4 x i32> poison, <vscale x 4 x i32> zeroinitializer), <vscale x 4 x i32> shufflevector (<vscale x 4 x i32> insertelement (<vscale x 4 x i32> poison, i32 10, i32 0), <vscale x 4 x i32> poison, <vscale x 4 x i32> zeroinitializer)
; CHECK: store <vscale x 4 x i32> [[TMP2]], <vscale x 4 x i32>* {{.*}}, align 4
;
entry:
%cmp7 = icmp sgt i64 %n, 0
br i1 %cmp7, label %for.body, label %for.end
for.body: ; preds = %entry, %for.body
%indvars.iv = phi i64 [ 0, %entry ], [ %indvars.iv.next, %for.body ]
%arrayidx = getelementptr inbounds i32, i32* %b, i64 %indvars.iv
%0 = load i32, i32* %arrayidx, align 4
%tobool.not = icmp eq i32 %0, 0
%cond = select i1 %tobool.not, i32 2, i32 10
%arrayidx2 = getelementptr inbounds i32, i32* %a, i64 %indvars.iv
store i32 %cond, i32* %arrayidx2, align 4
%indvars.iv.next = add nuw nsw i64 %indvars.iv, 1
%exitcond.not = icmp eq i64 %indvars.iv.next, %n
br i1 %exitcond.not, label %for.end.loopexit, label %for.body, !llvm.loop !0
for.end.loopexit: ; preds = %for.body
br label %for.end
for.end: ; preds = %for.end.loopexit, %entry
ret void
}
define void @cmpsel_f32(float* noalias nocapture %a, float* noalias nocapture readonly %b, i64 %n) {
; CHECK-LABEL: @cmpsel_f32(
; CHECK-NEXT: entry:
; CHECK: vector.body:
; CHECK: [[WIDE_LOAD:%.*]] = load <vscale x 4 x float>, <vscale x 4 x float>* {{.*}}, align 4
; CHECK-NEXT: [[TMP1:%.*]] = fcmp ogt <vscale x 4 x float> [[WIDE_LOAD]], shufflevector (<vscale x 4 x float> insertelement (<vscale x 4 x float> poison, float 3.000000e+00, i32 0), <vscale x 4 x float> poison, <vscale x 4 x i32> zeroinitializer)
; CHECK-NEXT: [[TMP2:%.*]] = select <vscale x 4 x i1> [[TMP1]], <vscale x 4 x float> shufflevector (<vscale x 4 x float> insertelement (<vscale x 4 x float> poison, float 1.000000e+01, i32 0), <vscale x 4 x float> poison, <vscale x 4 x i32> zeroinitializer), <vscale x 4 x float> shufflevector (<vscale x 4 x float> insertelement (<vscale x 4 x float> poison, float 2.000000e+00, i32 0), <vscale x 4 x float> poison, <vscale x 4 x i32> zeroinitializer)
; CHECK: store <vscale x 4 x float> [[TMP2]], <vscale x 4 x float>* {{.*}}, align 4
entry:
%cmp8 = icmp sgt i64 %n, 0
br i1 %cmp8, label %for.body, label %for.end
for.body: ; preds = %entry, %for.body
%indvars.iv = phi i64 [ 0, %entry ], [ %indvars.iv.next, %for.body ]
%arrayidx = getelementptr inbounds float, float* %b, i64 %indvars.iv
%0 = load float, float* %arrayidx, align 4
%cmp1 = fcmp ogt float %0, 3.000000e+00
%conv = select i1 %cmp1, float 1.000000e+01, float 2.000000e+00
%arrayidx3 = getelementptr inbounds float, float* %a, i64 %indvars.iv
store float %conv, float* %arrayidx3, align 4
%indvars.iv.next = add nuw nsw i64 %indvars.iv, 1
%exitcond.not = icmp eq i64 %indvars.iv.next, %n
br i1 %exitcond.not, label %for.end, label %for.body, !llvm.loop !6
for.end: ; preds = %for.body, %entry
ret void
}
!0 = distinct !{!0, !1, !2, !3, !4, !5}
!1 = !{!"llvm.loop.mustprogress"}
!2 = !{!"llvm.loop.vectorize.width", i32 4}
!3 = !{!"llvm.loop.vectorize.scalable.enable", i1 true}
!4 = !{!"llvm.loop.interleave.count", i32 1}
!5 = !{!"llvm.loop.vectorize.enable", i1 true}
!6 = distinct !{!6, !1, !2, !3, !4, !5}