[RISCV] Add legality check for vectoring reduction

[luke957]

Summary

Check if it is legal to vectorize reduction.

[frasercrmck]

llvm/lib/Target/RISCV/RISCVTargetTransformInfo.h

132

We support the fixed-length vector reductions. Can we add support for that too?

151

We don't support the fmin/fmax reductions yet. I suspect this would crash in the backend?

[craig.topper]

llvm/lib/Target/RISCV/RISCVTargetTransformInfo.h

133

This is returning true for not scalable. Is that saying that any fixed length reduction is supported?

[luke957]

llvm/lib/Target/RISCV/RISCVTargetTransformInfo.h

132

Can we just retrun true when VF is not scalable to support fixed-length vector reductions?

133

I understand returning true for not scalable is just to make canVectorizeReductions() in LoopVectorizer.cpp return right value. There will be other checks after canVectorizeReductions() returns.

[luke957]

llvm/lib/Target/RISCV/RISCVTargetTransformInfo.h

151

The added test case contains a fmin case. For opt -loop-vectorize, it seems no crash.

[craig.topper]

llvm/lib/Target/RISCV/RISCVTargetTransformInfo.h

151

The crash would be in llc in SelectionDAG, not opt.

[craig.topper]

llvm/lib/Target/RISCV/RISCVTargetTransformInfo.h

133

Let me rephrase a little. You're returning true for fixed vectors, but not checking element type or opcode or hasStdExtV. Does the the mean the vectorizer will start generating reductions for vectors of i128. Or reductions of floats when the F extension isn't enabled?

[dmgreen]

llvm/lib/Target/RISCV/RISCVTargetTransformInfo.h

133

I believe the "legal" in this function really means "are you going to crash if there is a reduction of this type". Normal non-scalable reductions can always be legalized to something, even if that mean expanding or scalarizing or converting to soft float.

The standard costmodelling then kicks in to say whether it is actually a good idea. i.e work the same as X86/Arm/etc. (But, because they are outside the loop, the vectorizer doesn't account for them directly, only the arithmetic instructions that will be in the loop. The assumption is what is in the loop will dominate performance).

[luke957]

llvm/lib/Target/RISCV/RISCVTargetTransformInfo.h

133

I think so. But as StdExtV is optional for riscv, hasStdExtV() check might still be needed.

151

Silly of me. Add fixme for fmin/fmax.

[craig.topper]

llvm/lib/Target/RISCV/RISCVTargetTransformInfo.h

153

Please wrap this to 80 columns.

llvm/test/Transforms/LoopVectorize/RISCV/scalable-reductions.ll

354

"end emit a warning" -> "and emit a warning"?

[luke957]

llvm/lib/Target/RISCV/RISCVTargetTransformInfo.h

153

Fixed.

llvm/test/Transforms/LoopVectorize/RISCV/scalable-reductions.ll

354

Fix typo. Remove fmin and fmax test cases.

[luke957]

ping

[frasercrmck]

llvm/lib/Target/RISCV/RISCVTargetTransformInfo.h

135

I'm wondering if returning true for fixed-length vectors, even if correct (i.e. not crashing), is likely to produce worse code. Will it trick the cost modeling into producing code which we'll then expand during legalization, and increase register pressure and the likelihood of spilling?

[craig.topper]

llvm/lib/Target/RISCV/RISCVTargetTransformInfo.h

130

There should be a blank line above this.

135

For most reductions the expansion should be log2(elements) SingleSrcPermute shuffles and binops to reduce elements by half each step. So it shouldn't increase the register pressure much since you just need 2 registers. This should match the default cost model for getArithmeticReductionCost/getMinMaxReductionCost.

That isn't what happens for ordered floating point reduction though, but it also doesn't look like this function is told that it is an ordered reduction. It doesn't look like getArithmeticReductionCost get's told either. Maybe we only vectorize to unordered?

[craig.topper]

llvm/lib/Target/RISCV/RISCVTargetTransformInfo.h

135

I think the ordered propery is in RecurrenceDescriptor after https://reviews.llvm.org/D98435. But getArithmeticReductionCost/getMinMaxReductionCost don't receive the RecurrenceDescriptor.

[frasercrmck]

llvm/lib/Target/RISCV/RISCVTargetTransformInfo.h

135

Yeah fair enough, that sounds fine then. Part of me also finds it weird that we'd say it's legal to generate a fixed-length fmin/fmax/mul reduction even though we'd expand it 100% of the time. But perhaps it's just that this API's job isn't perfectly clear.

[luke957]

llvm/lib/Target/RISCV/RISCVTargetTransformInfo.h

135

The ordered propery is added for RecurrenceDescriptor in https://reviews.llvm.org/D98435 while in-order reduction support is off by default and controlled with the -enable-strict-reductions flag. Would ordered floating point reduction be fixed in function InnerLoopVectorizer::fixVectorizedLoop() if -enable-strict-reductions flag is used?

135

I agree the API's name is weird.

[luke957]

ping

[frasercrmck]

llvm/lib/Target/RISCV/RISCVTargetTransformInfo.h

154

You can update this now that D101518 went through.

[frasercrmck]

LGTM.

[luke957]

llvm/lib/Target/RISCV/RISCVTargetTransformInfo.h

154

Updated. Thanks for your work.

[luke957]

rebase

llvm/lib/Target/RISCV/RISCVTargetTransformInfo.h

                                   Align Alignment, TTI::TargetCostKind CostKind,
                                   const Instruction *I);
 
-  bool isLegalElementTypeForRVV(Type *ScalarTy) {
+  bool isLegalElementTypeForRVV(Type *ScalarTy) const {
     if (ScalarTy->isPointerTy())
       return true;
 

   bool isLegalMaskedScatter(Type *DataType, Align Alignment) {
     return isLegalMaskedGatherScatter(DataType, Alignment);
   }
+  bool isLegalToVectorizeReduction(RecurrenceDescriptor RdxDesc,
+                                   ElementCount VF) const {
+    if (!ST->hasStdExtV())
+      return false;
+
+    if (!VF.isScalable())
+      return true;
+
+    Type *Ty = RdxDesc.getRecurrenceType();
+    if (!isLegalElementTypeForRVV(Ty))
+      return false;
+
+    switch (RdxDesc.getRecurrenceKind()) {
+    case RecurKind::Add:
+    case RecurKind::FAdd:
+    case RecurKind::And:
+    case RecurKind::Or:
+    case RecurKind::Xor:
+    case RecurKind::SMin:
+    case RecurKind::SMax:
+    case RecurKind::UMin:
+    case RecurKind::UMax:
+      return true;
+    // FIXME: Case FMin and FMax return true when they are supported by the backend.
+    case RecurKind::FMin:
+    case RecurKind::FMax:
+    default:
+      return false;
+    }
+  }
 };
 
 } // end namespace llvm

llvm/test/Transforms/LoopVectorize/RISCV/scalable-reductions.ll

+; RUN: opt < %s -loop-vectorize -pass-remarks=loop-vectorize -pass-remarks-analysis=loop-vectorize -pass-remarks-missed=loop-vectorize -mtriple riscv64-linux-gnu -mattr=+experimental-v,+f -S 2>%t | FileCheck %s -check-prefix=CHECK
+; RUN: cat %t | FileCheck %s -check-prefix=CHECK-REMARK
+
+; Reduction can be vectorized
+
+; ADD
+
+; CHECK-REMARK: vectorized loop (vectorization width: vscale x 8, interleaved count: 2)
+define i32 @add(i32* nocapture %a, i32* nocapture readonly %b, i64 %n) {
+; CHECK-LABEL: @add
+; CHECK: vector.body:
+; CHECK: %[[LOAD1:.*]] = load <vscale x 8 x i32>
+; CHECK: %[[LOAD2:.*]] = load <vscale x 8 x i32>
+; CHECK: %[[ADD1:.*]] = add <vscale x 8 x i32> %[[LOAD1]]
+; CHECK: %[[ADD2:.*]] = add <vscale x 8 x i32> %[[LOAD2]]
+; CHECK: middle.block:
+; CHECK: %[[ADD:.*]] = add <vscale x 8 x i32> %[[ADD2]], %[[ADD1]]
+; CHECK-NEXT: call i32 @llvm.vector.reduce.add.nxv8i32(<vscale x 8 x i32> %[[ADD]])
+entry:
+  br label %for.body
+
+for.body:                                         ; preds = %entry, %for.body
+  %iv = phi i64 [ 0, %entry ], [ %iv.next, %for.body ]
+  %sum.07 = phi i32 [ 2, %entry ], [ %add, %for.body ]
+  %arrayidx = getelementptr inbounds i32, i32* %a, i64 %iv
+  %0 = load i32, i32* %arrayidx, align 4
+  %add = add nsw i32 %0, %sum.07
+  %iv.next = add nuw nsw i64 %iv, 1
+  %exitcond.not = icmp eq i64 %iv.next, %n
+  br i1 %exitcond.not, label %for.end, label %for.body, !llvm.loop !0
+
+for.end:                                 ; preds = %for.body, %entry
+  ret i32 %add
+}
+
+; OR
+
+; CHECK-REMARK: vectorized loop (vectorization width: vscale x 8, interleaved count: 2)
+define i32 @or(i32* nocapture %a, i32* nocapture readonly %b, i64 %n) {
+; CHECK-LABEL: @or
+; CHECK: vector.body:
+; CHECK: %[[LOAD1:.*]] = load <vscale x 8 x i32>
+; CHECK: %[[LOAD2:.*]] = load <vscale x 8 x i32>
+; CHECK: %[[OR1:.*]] = or <vscale x 8 x i32> %[[LOAD1]]
+; CHECK: %[[OR2:.*]] = or <vscale x 8 x i32> %[[LOAD2]]
+; CHECK: middle.block:
+; CHECK: %[[OR:.*]] = or <vscale x 8 x i32> %[[OR2]], %[[OR1]]
+; CHECK-NEXT: call i32 @llvm.vector.reduce.or.nxv8i32(<vscale x 8 x i32> %[[OR]])
+entry:
+  br label %for.body
+
+for.body:                                         ; preds = %entry, %for.body
+  %iv = phi i64 [ 0, %entry ], [ %iv.next, %for.body ]
+  %sum.07 = phi i32 [ 2, %entry ], [ %or, %for.body ]
+  %arrayidx = getelementptr inbounds i32, i32* %a, i64 %iv
+  %0 = load i32, i32* %arrayidx, align 4
+  %or = or i32 %0, %sum.07
+  %iv.next = add nuw nsw i64 %iv, 1
+  %exitcond.not = icmp eq i64 %iv.next, %n
+  br i1 %exitcond.not, label %for.end, label %for.body, !llvm.loop !0
+
+for.end:                                 ; preds = %for.body, %entry
+  ret i32 %or
+}
+
+; AND
+
+; CHECK-REMARK: vectorized loop (vectorization width: vscale x 8, interleaved count: 2)
+define i32 @and(i32* nocapture %a, i32* nocapture readonly %b, i64 %n) {
+; CHECK-LABEL: @and
+; CHECK: vector.body:
+; CHECK: %[[LOAD1:.*]] = load <vscale x 8 x i32>
+; CHECK: %[[LOAD2:.*]] = load <vscale x 8 x i32>
+; CHECK: %[[AND1:.*]] = and <vscale x 8 x i32> %[[LOAD1]]
+; CHECK: %[[AND2:.*]] = and <vscale x 8 x i32> %[[LOAD2]]
+; CHECK: middle.block:
+; CHECK: %[[ABD:.*]] = and <vscale x 8 x i32> %[[ADD2]], %[[AND1]]
+; CHECK-NEXT: call i32 @llvm.vector.reduce.and.nxv8i32(<vscale x 8 x i32> %[[ADD]])
+entry:
+  br label %for.body
+
+for.body:                                         ; preds = %entry, %for.body
+  %iv = phi i64 [ 0, %entry ], [ %iv.next, %for.body ]
+  %sum.07 = phi i32 [ 2, %entry ], [ %and, %for.body ]
+  %arrayidx = getelementptr inbounds i32, i32* %a, i64 %iv
+  %0 = load i32, i32* %arrayidx, align 4
+  %and = and i32 %0, %sum.07
+  %iv.next = add nuw nsw i64 %iv, 1
+  %exitcond.not = icmp eq i64 %iv.next, %n
+  br i1 %exitcond.not, label %for.end, label %for.body, !llvm.loop !0
+
+for.end:                                 ; preds = %for.body, %entry
+  ret i32 %and
+}
+
+; XOR
+
+; CHECK-REMARK: vectorized loop (vectorization width: vscale x 8, interleaved count: 2)
+define i32 @xor(i32* nocapture %a, i32* nocapture readonly %b, i64 %n) {
+; CHECK-LABEL: @xor
+; CHECK: vector.body:
+; CHECK: %[[LOAD1:.*]] = load <vscale x 8 x i32>
+; CHECK: %[[LOAD2:.*]] = load <vscale x 8 x i32>
+; CHECK: %[[XOR1:.*]] = xor <vscale x 8 x i32> %[[LOAD1]]
+; CHECK: %[[XOR2:.*]] = xor <vscale x 8 x i32> %[[LOAD2]]
+; CHECK: middle.block:
+; CHECK: %[[XOR:.*]] = xor <vscale x 8 x i32> %[[XOR2]], %[[XOR1]]
+; CHECK-NEXT: call i32 @llvm.vector.reduce.xor.nxv8i32(<vscale x 8 x i32> %[[XOR]])
+entry:
+  br label %for.body
+
+for.body:                                         ; preds = %entry, %for.body
+  %iv = phi i64 [ 0, %entry ], [ %iv.next, %for.body ]
+  %sum.07 = phi i32 [ 2, %entry ], [ %xor, %for.body ]
+  %arrayidx = getelementptr inbounds i32, i32* %a, i64 %iv
+  %0 = load i32, i32* %arrayidx, align 4
+  %xor = xor i32 %0, %sum.07
+  %iv.next = add nuw nsw i64 %iv, 1
+  %exitcond.not = icmp eq i64 %iv.next, %n
+  br i1 %exitcond.not, label %for.end, label %for.body, !llvm.loop !0
+
+for.end:                                 ; preds = %for.body, %entry
+  ret i32 %xor
+}
+
+; CHECK-REMARK: vectorized loop (vectorization width: vscale x 8, interleaved count: 2)
+; SMIN
+
+define i32 @smin(i32* nocapture %a, i32* nocapture readonly %b, i64 %n) {
+; CHECK-LABEL: @smin
+; CHECK: vector.body:
+; CHECK: %[[LOAD1:.*]] = load <vscale x 8 x i32>
+; CHECK: %[[LOAD2:.*]] = load <vscale x 8 x i32>
+; CHECK: %[[ICMP1:.*]] = icmp slt <vscale x 8 x i32> %[[LOAD1]]
+; CHECK: %[[ICMP2:.*]] = icmp slt <vscale x 8 x i32> %[[LOAD2]]
+; CHECK: %[[SEL1:.*]] = select <vscale x 8 x i1> %[[ICMP1]], <vscale x 8 x i32> %[[LOAD1]]
+; CHECK: %[[SEL2:.*]] = select <vscale x 8 x i1> %[[ICMP2]], <vscale x 8 x i32> %[[LOAD2]]
+; CHECK: middle.block:
+; CHECK: %[[ICMP:.*]] = icmp slt <vscale x 8 x i32> %[[SEL1]], %[[SEL2]]
+; CHECK-NEXT: %[[SEL:.*]] = select <vscale x 8 x i1> %[[ICMP]], <vscale x 8 x i32> %[[SEL1]], <vscale x 8 x i32> %[[SEL2]]
+; CHECK-NEXT: call i32 @llvm.vector.reduce.smin.nxv8i32(<vscale x 8 x i32>  %[[SEL]])
+entry:
+  br label %for.body
+
+for.body:                                         ; preds = %entry, %for.body
+  %iv = phi i64 [ 0, %entry ], [ %iv.next, %for.body ]
+  %sum.010 = phi i32 [ 2, %entry ], [ %.sroa.speculated, %for.body ]
+  %arrayidx = getelementptr inbounds i32, i32* %a, i64 %iv
+  %0 = load i32, i32* %arrayidx, align 4
+  %cmp.i = icmp slt i32 %0, %sum.010
+  %.sroa.speculated = select i1 %cmp.i, i32 %0, i32 %sum.010
+  %iv.next = add nuw nsw i64 %iv, 1
+  %exitcond.not = icmp eq i64 %iv.next, %n
+  br i1 %exitcond.not, label %for.end, label %for.body, !llvm.loop !0
+
+for.end:
+  ret i32 %.sroa.speculated
+}
+
+; CHECK-REMARK: vectorized loop (vectorization width: vscale x 8, interleaved count: 2)
+; UMAX
+
+define i32 @umax(i32* nocapture %a, i32* nocapture readonly %b, i64 %n) {
+; CHECK-LABEL: @umax
+; CHECK: vector.body:
+; CHECK: %[[LOAD1:.*]] = load <vscale x 8 x i32>
+; CHECK: %[[LOAD2:.*]] = load <vscale x 8 x i32>
+; CHECK: %[[ICMP1:.*]] = icmp ugt <vscale x 8 x i32> %[[LOAD1]]
+; CHECK: %[[ICMP2:.*]] = icmp ugt <vscale x 8 x i32> %[[LOAD2]]
+; CHECK: %[[SEL1:.*]] = select <vscale x 8 x i1> %[[ICMP1]], <vscale x 8 x i32> %[[LOAD1]]
+; CHECK: %[[SEL2:.*]] = select <vscale x 8 x i1> %[[ICMP2]], <vscale x 8 x i32> %[[LOAD2]]
+; CHECK: middle.block:
+; CHECK: %[[ICMP:.*]] = icmp ugt <vscale x 8 x i32> %[[SEL1]], %[[SEL2]]
+; CHECK-NEXT: %[[SEL:.*]] = select <vscale x 8 x i1> %[[ICMP]], <vscale x 8 x i32> %[[SEL1]], <vscale x 8 x i32> %[[SEL2]]
+; CHECK-NEXT: call i32 @llvm.vector.reduce.umax.nxv8i32(<vscale x 8 x i32>  %[[SEL]])
+entry:
+  br label %for.body
+
+for.body:                                         ; preds = %entry, %for.body
+  %iv = phi i64 [ 0, %entry ], [ %iv.next, %for.body ]
+  %sum.010 = phi i32 [ 2, %entry ], [ %.sroa.speculated, %for.body ]
+  %arrayidx = getelementptr inbounds i32, i32* %a, i64 %iv
+  %0 = load i32, i32* %arrayidx, align 4
+  %cmp.i = icmp ugt i32 %0, %sum.010
+  %.sroa.speculated = select i1 %cmp.i, i32 %0, i32 %sum.010
+  %iv.next = add nuw nsw i64 %iv, 1
+  %exitcond.not = icmp eq i64 %iv.next, %n
+  br i1 %exitcond.not, label %for.end, label %for.body, !llvm.loop !0
+
+for.end:
+  ret i32 %.sroa.speculated
+}
+
+; CHECK-REMARK: vectorized loop (vectorization width: vscale x 8, interleaved count: 2)
+; FADD (FAST)
+
+define float @fadd_fast(float* noalias nocapture readonly %a, i64 %n) {
+; CHECK-LABEL: @fadd_fast
+; CHECK: vector.body:
+; CHECK: %[[LOAD1:.*]] = load <vscale x 8 x float>
+; CHECK: %[[LOAD2:.*]] = load <vscale x 8 x float>
+; CHECK: %[[ADD1:.*]] = fadd fast <vscale x 8 x float> %[[LOAD1]]
+; CHECK: %[[ADD2:.*]] = fadd fast <vscale x 8 x float> %[[LOAD2]]
+; CHECK: middle.block:
+; CHECK: %[[ADD:.*]] = fadd fast <vscale x 8 x float> %[[ADD2]], %[[ADD1]]
+; CHECK-NEXT: call fast float @llvm.vector.reduce.fadd.nxv8f32(float -0.000000e+00, <vscale x 8 x float> %[[ADD]])
+entry:
+  br label %for.body
+
+for.body:
+  %iv = phi i64 [ 0, %entry ], [ %iv.next, %for.body ]
+  %sum.07 = phi float [ 0.000000e+00, %entry ], [ %add, %for.body ]
+  %arrayidx = getelementptr inbounds float, float* %a, i64 %iv
+  %0 = load float, float* %arrayidx, align 4
+  %add = fadd fast float %0, %sum.07
+  %iv.next = add nuw nsw i64 %iv, 1
+  %exitcond.not = icmp eq i64 %iv.next, %n
+  br i1 %exitcond.not, label %for.end, label %for.body, !llvm.loop !0
+
+for.end:
+  ret float %add
+}
+
+; CHECK-REMARK: Scalable vectorization not supported for the reduction operations found in this loop. Using fixed-width vectorization instead.
+; CHECK-REMARK: vectorized loop (vectorization width: 8, interleaved count: 2)
+define bfloat @fadd_fast_bfloat(bfloat* noalias nocapture readonly %a, i64 %n) {
+; CHECK-LABEL: @fadd_fast_bfloat
+; CHECK: vector.body:
+; CHECK: %[[LOAD1:.*]] = load <8 x bfloat>
+; CHECK: %[[LOAD2:.*]] = load <8 x bfloat>
+; CHECK: %[[FADD1:.*]] = fadd fast <8 x bfloat> %[[LOAD1]]
+; CHECK: %[[FADD2:.*]] = fadd fast <8 x bfloat> %[[LOAD2]]
+; CHECK: middle.block:
+; CHECK: %[[RDX:.*]] = fadd fast <8 x bfloat> %[[FADD2]], %[[FADD1]]
+; CHECK: call fast bfloat @llvm.vector.reduce.fadd.v8bf16(bfloat 0xR8000, <8 x bfloat> %[[RDX]])
+entry:
+  br label %for.body
+
+for.body:
+  %iv = phi i64 [ 0, %entry ], [ %iv.next, %for.body ]
+  %sum.07 = phi bfloat [ 0.000000e+00, %entry ], [ %add, %for.body ]
+  %arrayidx = getelementptr inbounds bfloat, bfloat* %a, i64 %iv
+  %0 = load bfloat, bfloat* %arrayidx, align 4
+  %add = fadd fast bfloat %0, %sum.07
+  %iv.next = add nuw nsw i64 %iv, 1
+  %exitcond.not = icmp eq i64 %iv.next, %n
+  br i1 %exitcond.not, label %for.end, label %for.body, !llvm.loop !0
+
+for.end:
+  ret bfloat %add
+}
+
+; FMIN (FAST)
+
+; CHECK-REMARK: vectorized loop (vectorization width: vscale x 8, interleaved count: 2)
+define float @fmin_fast(float* noalias nocapture readonly %a, i64 %n) #0 {
+; CHECK-LABEL: @fmin_fast
+; CHECK: vector.body:
+; CHECK: %[[LOAD1:.*]] = load <vscale x 8 x float>
+; CHECK: %[[LOAD2:.*]] = load <vscale x 8 x float>
+; CHECK: %[[FCMP1:.*]] = fcmp olt <vscale x 8 x float> %[[LOAD1]]
+; CHECK: %[[FCMP2:.*]] = fcmp olt <vscale x 8 x float> %[[LOAD2]]
+; CHECK: %[[SEL1:.*]] = select <vscale x 8 x i1> %[[FCMP1]], <vscale x 8 x float> %[[LOAD1]]
+; CHECK: %[[SEL2:.*]] = select <vscale x 8 x i1> %[[FCMP2]], <vscale x 8 x float> %[[LOAD2]]
+; CHECK: middle.block:
+; CHECK: %[[FCMP:.*]] = fcmp olt <vscale x 8 x float> %[[SEL1]], %[[SEL2]]
+; CHECK-NEXT: %[[SEL:.*]] = select <vscale x 8 x i1> %[[FCMP]], <vscale x 8 x float> %[[SEL1]], <vscale x 8 x float> %[[SEL2]]
+; CHECK-NEXT: call float @llvm.vector.reduce.fmin.nxv8f32(<vscale x 8 x float> %[[SEL]])
+entry:
+  br label %for.body
+
+for.body:
+  %iv = phi i64 [ 0, %entry ], [ %iv.next, %for.body ]
+  %sum.07 = phi float [ 0.000000e+00, %entry ], [ %.sroa.speculated, %for.body ]
+  %arrayidx = getelementptr inbounds float, float* %a, i64 %iv
+  %0 = load float, float* %arrayidx, align 4
+  %cmp.i = fcmp olt float %0, %sum.07
+  %.sroa.speculated = select i1 %cmp.i, float %0, float %sum.07
+  %iv.next = add nuw nsw i64 %iv, 1
+  %exitcond.not = icmp eq i64 %iv.next, %n
+  br i1 %exitcond.not, label %for.end, label %for.body, !llvm.loop !0
+
+for.end:
+  ret float %.sroa.speculated
+}
+
+; FMAX (FAST)
+
+; CHECK-REMARK: vectorized loop (vectorization width: vscale x 8, interleaved count: 2)
+define float @fmax_fast(float* noalias nocapture readonly %a, i64 %n) #0 {
+; CHECK-LABEL: @fmax_fast
+; CHECK: vector.body:
+; CHECK: %[[LOAD1:.*]] = load <vscale x 8 x float>
+; CHECK: %[[LOAD2:.*]] = load <vscale x 8 x float>
+; CHECK: %[[FCMP1:.*]] = fcmp fast ogt <vscale x 8 x float> %[[LOAD1]]
+; CHECK: %[[FCMP2:.*]] = fcmp fast ogt <vscale x 8 x float> %[[LOAD2]]
+; CHECK: %[[SEL1:.*]] = select <vscale x 8 x i1> %[[FCMP1]], <vscale x 8 x float> %[[LOAD1]]
+; CHECK: %[[SEL2:.*]] = select <vscale x 8 x i1> %[[FCMP2]], <vscale x 8 x float> %[[LOAD2]]
+; CHECK: middle.block:
+; CHECK: %[[FCMP:.*]] = fcmp fast ogt <vscale x 8 x float> %[[SEL1]], %[[SEL2]]
+; CHECK-NEXT: %[[SEL:.*]] = select fast <vscale x 8 x i1> %[[FCMP]], <vscale x 8 x float> %[[SEL1]], <vscale x 8 x float> %[[SEL2]]
+; CHECK-NEXT: call fast float @llvm.vector.reduce.fmax.nxv8f32(<vscale x 8 x float> %[[SEL]])
+entry:
+  br label %for.body
+
+for.body:
+  %iv = phi i64 [ 0, %entry ], [ %iv.next, %for.body ]
+  %sum.07 = phi float [ 0.000000e+00, %entry ], [ %.sroa.speculated, %for.body ]
+  %arrayidx = getelementptr inbounds float, float* %a, i64 %iv
+  %0 = load float, float* %arrayidx, align 4
+  %cmp.i = fcmp fast ogt float %0, %sum.07
+  %.sroa.speculated = select i1 %cmp.i, float %0, float %sum.07
+  %iv.next = add nuw nsw i64 %iv, 1
+  %exitcond.not = icmp eq i64 %iv.next, %n
+  br i1 %exitcond.not, label %for.end, label %for.body, !llvm.loop !0
+
+for.end:
+  ret float %.sroa.speculated
+}
+
+; Reduction cannot be vectorized
+
+; MUL
+
+; CHECK-REMARK: Scalable vectorization not supported for the reduction operations found in this loop. Using fixed-width vectorization instead.
+; CHECK-REMARK: vectorized loop (vectorization width: 8, interleaved count: 2)
+define i32 @mul(i32* nocapture %a, i32* nocapture readonly %b, i64 %n) {
+; CHECK-LABEL: @mul
+; CHECK: vector.body:
+; CHECK: %[[LOAD1:.*]] = load <8 x i32>
+; CHECK: %[[LOAD2:.*]] = load <8 x i32>
+; CHECK: %[[MUL1:.*]] = mul <8 x i32> %[[LOAD1]]
+; CHECK: %[[MUL2:.*]] = mul <8 x i32> %[[LOAD2]]
+; CHECK: middle.block:
+; CHECK: %[[RDX:.*]] = mul <8 x i32> %[[MUL2]], %[[MUL1]]
+; CHECK: call i32 @llvm.vector.reduce.mul.v8i32(<8 x i32> %[[RDX]])
+entry:
+  br label %for.body
+
+for.body:                                         ; preds = %entry, %for.body
+  %iv = phi i64 [ 0, %entry ], [ %iv.next, %for.body ]
+  %sum.07 = phi i32 [ 2, %entry ], [ %mul, %for.body ]
+  %arrayidx = getelementptr inbounds i32, i32* %a, i64 %iv
+  %0 = load i32, i32* %arrayidx, align 4
+  %mul = mul nsw i32 %0, %sum.07
+  %iv.next = add nuw nsw i64 %iv, 1
+  %exitcond.not = icmp eq i64 %iv.next, %n
+  br i1 %exitcond.not, label %for.end, label %for.body, !llvm.loop !0
+
+for.end:                                 ; preds = %for.body, %entry
+  ret i32 %mul
+}
+
+; Note: This test was added to ensure we always check the legality of reductions (end emit a warning if necessary) before checking for memory dependencies
+; CHECK-REMARK: Scalable vectorization not supported for the reduction operations found in this loop. Using fixed-width vectorization instead.
+; CHECK-REMARK: vectorized loop (vectorization width: 8, interleaved count: 2)
+define i32 @memory_dependence(i32* noalias nocapture %a, i32* noalias nocapture readonly %b, i64 %n) {
+; CHECK-LABEL: @memory_dependence
+; CHECK: vector.body:
+; CHECK: %[[LOAD1:.*]] = load <8 x i32>
+; CHECK: %[[LOAD2:.*]] = load <8 x i32>
+; CHECK: %[[LOAD3:.*]] = load <8 x i32>
+; CHECK: %[[LOAD4:.*]] = load <8 x i32>
+; CHECK: %[[ADD1:.*]] = add nsw <8 x i32> %[[LOAD3]], %[[LOAD1]]
+; CHECK: %[[ADD2:.*]] = add nsw <8 x i32> %[[LOAD4]], %[[LOAD2]]
+; CHECK: %[[MUL1:.*]] = mul <8 x i32> %[[LOAD3]]
+; CHECK: %[[MUL2:.*]] = mul <8 x i32> %[[LOAD4]]
+; CHECK: middle.block:
+; CHECK: %[[RDX:.*]] = mul <8 x i32> %[[MUL2]], %[[MUL1]]
+; CHECK: call i32 @llvm.vector.reduce.mul.v8i32(<8 x i32> %[[RDX]])
+entry:
+  br label %for.body
+
+for.body:
+  %i = phi i64 [ %inc, %for.body ], [ 0, %entry ]
+  %sum = phi i32 [ %mul, %for.body ], [ 2, %entry ]
+  %arrayidx = getelementptr inbounds i32, i32* %a, i64 %i
+  %0 = load i32, i32* %arrayidx, align 4
+  %arrayidx1 = getelementptr inbounds i32, i32* %b, i64 %i
+  %1 = load i32, i32* %arrayidx1, align 4
+  %add = add nsw i32 %1, %0
+  %add2 = add nuw nsw i64 %i, 32
+  %arrayidx3 = getelementptr inbounds i32, i32* %a, i64 %add2
+  store i32 %add, i32* %arrayidx3, align 4
+  %mul = mul nsw i32 %1, %sum
+  %inc = add nuw nsw i64 %i, 1
+  %exitcond.not = icmp eq i64 %inc, %n
+  br i1 %exitcond.not, label %for.end, label %for.body, !llvm.loop !0
+
+for.end:
+  ret i32 %mul
+}
+
+attributes #0 = { "no-nans-fp-math"="true" "no-signed-zeros-fp-math"="true" }
+
+!0 = distinct !{!0, !1, !2, !3, !4}
+!1 = !{!"llvm.loop.vectorize.width", i32 8}
+!2 = !{!"llvm.loop.vectorize.scalable.enable", i1 true}
+!3 = !{!"llvm.loop.interleave.count", i32 2}
+!4 = !{!"llvm.loop.vectorize.enable", i1 true}