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88 changes: 88 additions & 0 deletions mlir/include/mlir/Dialect/X86Vector/X86Vector.td
Original file line number Diff line number Diff line change
Expand Up @@ -271,6 +271,94 @@ def Vp2IntersectQIntrOp : AVX512_IntrOp<"vp2intersect.q.512", 2, [
VectorOfLengthAndType<[8], [I64]>:$b);
}

//===----------------------------------------------------------------------===//
// AVX512-BF16 op definitions
//===----------------------------------------------------------------------===//

// Operation that is part of the input dialect.
class AVX512BF16_Op<string mnemonic, list<Trait> traits = []> :
Op<X86Vector_Dialect, "avx512bf16." # mnemonic, traits> {}

// Intrinsic operation used during lowering to LLVM IR.
class AVX512BF16_IntrOp<string mnemonic, int numResults, list<Trait> traits = []> :
LLVM_IntrOpBase<X86Vector_Dialect, "avx512bf16.intr." # mnemonic,
"x86_avx512bf16_" # !subst(".", "_", mnemonic),
[], [], traits, numResults>;

// Defined by first result overload. May have to be extended for other
// instructions in the future.
class AVX512BF16_IntrOverloadedOp<string mnemonic,
list<Trait> traits = []> :
LLVM_IntrOpBase<X86Vector_Dialect, "avx512bf16.intr." # mnemonic,
"x86_avx512bf16_" # !subst(".", "_", mnemonic),
/*list<int> overloadedResults=*/[0],
/*list<int> overloadedOperands=*/[],
traits, /*numResults=*/1>;

//----------------------------------------------------------------------------//
// AVX512-BF16 Dot
//----------------------------------------------------------------------------//

def DotBF16Op : AVX512BF16_Op<"dot", [Pure,
AllTypesMatch<["a", "b"]>,
AllTypesMatch<["src", "dst"]>,
TypesMatchWith<"`a` has twice an many elements as `src`",
"src", "a",
"VectorType::get({::llvm::cast<VectorType>($_self).getShape()[0] * 2}, "
"BFloat16Type::get($_self.getContext()))">]> {
let summary = "Dot BF16 op";
let description = [{
The `dot` op is an AVX512-BF16 specific op that can lower to the proper
LLVMAVX512BF16 operation `llvm.dpbf16ps` depending on the width of MLIR
vectors it is applied to.

#### From the Intel Intrinsics Guide:

Compute dot-product of BF16 (16-bit) floating-point pairs in `a` and `b`,
accumulating the intermediate single-precision (32-bit) floating-point
elements with elements in `src`, and store the results in `dst`.

Example:
```mlir
%0 = x86vector.avx512bf16.dot %src, %a, %b : vector<32xbf16> -> vector<16xf32>
```
}];
let arguments = (ins VectorOfLengthAndType<[4, 8, 16], [F32]>:$src,
VectorOfLengthAndType<[8, 16, 32], [BF16]>:$a,
VectorOfLengthAndType<[8, 16, 32], [BF16]>:$b
);
let results = (outs VectorOfLengthAndType<[4, 8, 16], [F32]>:$dst);
let assemblyFormat =
"$src `,` $a `,` $b attr-dict `:` type($a) `->` type($src)";
}

def DotBF16Ps128IntrOp : AVX512BF16_IntrOp<"dpbf16ps.128", 1, [Pure,
AllTypesMatch<["a", "b"]>,
AllTypesMatch<["src", "res"]>]> {
let arguments = (ins VectorOfLengthAndType<[4], [F32]>:$src,
VectorOfLengthAndType<[8], [BF16]>:$a,
VectorOfLengthAndType<[8], [BF16]>:$b);
let results = (outs VectorOfLengthAndType<[4], [F32]>:$res);
}

def DotBF16Ps256IntrOp : AVX512BF16_IntrOp<"dpbf16ps.256", 1, [Pure,
AllTypesMatch<["a", "b"]>,
AllTypesMatch<["src", "res"]>]> {
let arguments = (ins VectorOfLengthAndType<[8], [F32]>:$src,
VectorOfLengthAndType<[16], [BF16]>:$a,
VectorOfLengthAndType<[16], [BF16]>:$b);
let results = (outs VectorOfLengthAndType<[8], [F32]>:$res);
}

def DotBF16Ps512IntrOp : AVX512BF16_IntrOp<"dpbf16ps.512", 1, [Pure,
AllTypesMatch<["a", "b"]>,
AllTypesMatch<["src", "res"]>]> {
let arguments = (ins VectorOfLengthAndType<[16], [F32]>:$src,
VectorOfLengthAndType<[32], [BF16]>:$a,
VectorOfLengthAndType<[32], [BF16]>:$b);
let results = (outs VectorOfLengthAndType<[16], [F32]>:$res);
}

//===----------------------------------------------------------------------===//
// AVX op definitions
//===----------------------------------------------------------------------===//
Expand Down
49 changes: 47 additions & 2 deletions mlir/lib/Dialect/X86Vector/Transforms/LegalizeForLLVMExport.cpp
Original file line number Diff line number Diff line change
Expand Up @@ -90,6 +90,47 @@ struct MaskCompressOpConversion
}
};

struct DotBF16OpConversion : public ConvertOpToLLVMPattern<DotBF16Op> {
using ConvertOpToLLVMPattern<DotBF16Op>::ConvertOpToLLVMPattern;

LogicalResult
matchAndRewrite(DotBF16Op op, OpAdaptor adaptor,
ConversionPatternRewriter &rewriter) const override {
auto typeA = dyn_cast<VectorType>(op.getA().getType());
unsigned elemBitWidth = typeA.getElementTypeBitWidth();
unsigned opBitWidth = typeA.getShape()[0] * elemBitWidth;

auto opType = adaptor.getSrc().getType();
auto opSrc = adaptor.getSrc();
auto opA = adaptor.getA();
auto opB = adaptor.getB();

switch (opBitWidth) {
case 128: {
rewriter.replaceOpWithNewOp<DotBF16Ps128IntrOp>(op, opType, opSrc, opA,
opB);
break;
}
case 256: {
rewriter.replaceOpWithNewOp<DotBF16Ps256IntrOp>(op, opType, opSrc, opA,
opB);
break;
}
case 512: {
rewriter.replaceOpWithNewOp<DotBF16Ps512IntrOp>(op, opType, opSrc, opA,
opB);
break;
}
default: {
return rewriter.notifyMatchFailure(op,
"unsupported AVX512-BF16 dot variant");
}
}

return success();
}
};

struct RsqrtOpConversion : public ConvertOpToLLVMPattern<RsqrtOp> {
using ConvertOpToLLVMPattern<RsqrtOp>::ConvertOpToLLVMPattern;

Expand Down Expand Up @@ -161,15 +202,19 @@ using Registry = RegistryImpl<
void mlir::populateX86VectorLegalizeForLLVMExportPatterns(
const LLVMTypeConverter &converter, RewritePatternSet &patterns) {
Registry::registerPatterns(converter, patterns);
patterns.add<MaskCompressOpConversion, RsqrtOpConversion, DotOpConversion>(
converter);
patterns.add<MaskCompressOpConversion, DotBF16OpConversion, RsqrtOpConversion,
DotOpConversion>(converter);
}

void mlir::configureX86VectorLegalizeForExportTarget(
LLVMConversionTarget &target) {
Registry::configureTarget(target);
target.addLegalOp<MaskCompressIntrOp>();
target.addIllegalOp<MaskCompressOp>();
target.addLegalOp<DotBF16Ps128IntrOp>();
target.addLegalOp<DotBF16Ps256IntrOp>();
target.addLegalOp<DotBF16Ps512IntrOp>();
target.addIllegalOp<DotBF16Op>();
target.addLegalOp<RsqrtIntrOp>();
target.addIllegalOp<RsqrtOp>();
target.addLegalOp<DotIntrOp>();
Expand Down
27 changes: 27 additions & 0 deletions mlir/test/Dialect/X86Vector/legalize-for-llvm.mlir
Original file line number Diff line number Diff line change
Expand Up @@ -43,6 +43,33 @@ func.func @avx512_vp2intersect(%a: vector<16xi32>, %b: vector<8xi64>)
return %0, %1, %2, %3 : vector<16xi1>, vector<16xi1>, vector<8xi1>, vector<8xi1>
}

// CHECK-LABEL: func @avx512bf16_dot_128
func.func @avx512bf16_dot_128(%src: vector<4xf32>, %a: vector<8xbf16>,
%b: vector<8xbf16>) -> (vector<4xf32>)
{
// CHECK: x86vector.avx512bf16.intr.dpbf16ps.128
%0 = x86vector.avx512bf16.dot %src, %a, %b : vector<8xbf16> -> vector<4xf32>
return %0 : vector<4xf32>
}

// CHECK-LABEL: func @avx512bf16_dot_256
func.func @avx512bf16_dot_256(%src: vector<8xf32>, %a: vector<16xbf16>,
%b: vector<16xbf16>) -> (vector<8xf32>)
{
// CHECK: x86vector.avx512bf16.intr.dpbf16ps.256
%0 = x86vector.avx512bf16.dot %src, %a, %b : vector<16xbf16> -> vector<8xf32>
return %0 : vector<8xf32>
}

// CHECK-LABEL: func @avx512bf16_dot_512
func.func @avx512bf16_dot_512(%src: vector<16xf32>, %a: vector<32xbf16>,
%b: vector<32xbf16>) -> (vector<16xf32>)
{
// CHECK: x86vector.avx512bf16.intr.dpbf16ps.512
%0 = x86vector.avx512bf16.dot %src, %a, %b : vector<32xbf16> -> vector<16xf32>
return %0 : vector<16xf32>
}

// CHECK-LABEL: func @avx_rsqrt
func.func @avx_rsqrt(%a: vector<8xf32>) -> (vector<8xf32>)
{
Expand Down
27 changes: 27 additions & 0 deletions mlir/test/Dialect/X86Vector/roundtrip.mlir
Original file line number Diff line number Diff line change
Expand Up @@ -47,6 +47,33 @@ func.func @avx512_mask_compress(%k1: vector<16xi1>, %a1: vector<16xf32>,
return %0, %1, %2 : vector<16xf32>, vector<16xf32>, vector<8xi64>
}

// CHECK-LABEL: func @avx512bf16_dot_128
func.func @avx512bf16_dot_128(%src: vector<4xf32>, %a: vector<8xbf16>,
%b: vector<8xbf16>) -> (vector<4xf32>)
{
// CHECK: x86vector.avx512bf16.dot {{.*}} : vector<8xbf16> -> vector<4xf32>
%0 = x86vector.avx512bf16.dot %src, %a, %b : vector<8xbf16> -> vector<4xf32>
return %0 : vector<4xf32>
}

// CHECK-LABEL: func @avx512bf16_dot_256
func.func @avx512bf16_dot_256(%src: vector<8xf32>, %a: vector<16xbf16>,
%b: vector<16xbf16>) -> (vector<8xf32>)
{
// CHECK: x86vector.avx512bf16.dot {{.*}} : vector<16xbf16> -> vector<8xf32>
%0 = x86vector.avx512bf16.dot %src, %a, %b : vector<16xbf16> -> vector<8xf32>
return %0 : vector<8xf32>
}

// CHECK-LABEL: func @avx512bf16_dot_512
func.func @avx512bf16_dot_512(%src: vector<16xf32>, %a: vector<32xbf16>,
%b: vector<32xbf16>) -> (vector<16xf32>)
{
// CHECK: x86vector.avx512bf16.dot {{.*}} : vector<32xbf16> -> vector<16xf32>
%0 = x86vector.avx512bf16.dot %src, %a, %b : vector<32xbf16> -> vector<16xf32>
return %0 : vector<16xf32>
}

// CHECK-LABEL: func @avx_rsqrt
func.func @avx_rsqrt(%a: vector<8xf32>) -> (vector<8xf32>)
{
Expand Down
25 changes: 25 additions & 0 deletions mlir/test/Integration/Dialect/Vector/CPU/X86Vector/dot-bf16.mlir
Original file line number Diff line number Diff line change
@@ -0,0 +1,25 @@
// RUN: mlir-opt %s -convert-vector-to-scf -convert-scf-to-cf -convert-vector-to-llvm="enable-x86vector" -convert-to-llvm -reconcile-unrealized-casts | \
// RUN: mlir-translate --mlir-to-llvmir | \
// RUN: %lli --entry-function=entry --mattr="avx512bf16" --dlopen=%mlir_c_runner_utils | \
// RUN: FileCheck %s

func.func @entry() -> i32 {
%i0 = arith.constant 0 : i32
%i3 = arith.constant 3 : i32

%src = arith.constant dense<1.0> : vector<4xf32>
%a = arith.constant dense<[1.0, 2.0, 3.0, 4.0, 5.0, 6.0, 7.0, 8.0]> : vector<8xbf16>
%b = arith.constant dense<[9.0, 10.0, 11.0, 12.0, 13.0, 14.0, 15.0, 16.0]> : vector<8xbf16>
%dst = x86vector.avx512bf16.dot %src, %a, %b : vector<8xbf16> -> vector<4xf32>

%1 = vector.extractelement %dst[%i0 : i32] : vector<4xf32>
%2 = vector.extractelement %dst[%i3 : i32] : vector<4xf32>
%d = arith.addf %1, %2 : f32

// CHECK: ( 30, 82, 150, 234 )
// CHECK: 264
vector.print %dst : vector<4xf32>
vector.print %d : f32

return %i0 : i32
}