[Mlir-commits] [mlir] [mlir][scf][vector] Add `scf.parallel` vectorizer (PR #94168)
Maksim Levental
llvmlistbot at llvm.org
Mon Jun 3 08:49:48 PDT 2024
================
@@ -0,0 +1,648 @@
+//===- SCFVectorize.cpp - SCF vectorization utilities ---------------------===//
+//
+// Part of the LLVM Project, under the Apache License v2.0 with LLVM Exceptions.
+// See https://llvm.org/LICENSE.txt for license information.
+// SPDX-License-Identifier: Apache-2.0 WITH LLVM-exception
+//
+//===----------------------------------------------------------------------===//
+
+#include "mlir/Dialect/SCF/Transforms/SCFVectorize.h"
+
+#include "mlir/Dialect/Arith/IR/Arith.h"
+#include "mlir/Dialect/Linalg/Transforms/Transforms.h" // getCombinerOpKind
+#include "mlir/Dialect/MemRef/IR/MemRef.h"
+#include "mlir/Dialect/SCF/IR/SCF.h"
+#include "mlir/Dialect/UB/IR/UBOps.h"
+#include "mlir/Dialect/Vector/IR/VectorOps.h"
+#include "mlir/IR/IRMapping.h"
+
+using namespace mlir;
+
+static bool isSupportedVecElem(Type type) { return type.isIntOrIndexOrFloat(); }
+
+/// Return type bitwidth for vectorization purposes or 0 if type cannot be
+/// vectorized.
+static unsigned getTypeBitWidth(Type type, const DataLayout *DL) {
+ if (!isSupportedVecElem(type))
+ return 0;
+
+ if (DL)
+ return DL->getTypeSizeInBits(type);
+
+ if (type.isIntOrFloat())
+ return type.getIntOrFloatBitWidth();
+
+ return 0;
+}
+
+static unsigned getArgsTypeWidth(Operation &op, const DataLayout *DL) {
+ unsigned ret = 0;
+ for (auto arg : op.getOperands())
+ ret = std::max(ret, getTypeBitWidth(arg.getType(), DL));
+
+ for (auto res : op.getResults())
+ ret = std::max(ret, getTypeBitWidth(res.getType(), DL));
+
+ return ret;
+}
+
+static bool isSupportedVectorOp(Operation &op) {
+ return op.hasTrait<OpTrait::Vectorizable>();
+}
+
+/// Check if one `ValueRange` is permutation of another, i.e. contains same
+/// values, potentially in different order.
+static bool isRangePermutation(ValueRange val1, ValueRange val2) {
+ if (val1.size() != val2.size())
+ return false;
+
+ for (auto v1 : val1) {
+ auto it = llvm::find(val2, v1);
+ if (it == val2.end())
+ return false;
+ }
+ return true;
+}
+
+template <typename Op>
+static std::optional<unsigned>
+canTriviallyVectorizeMemOpImpl(scf::ParallelOp loop, unsigned dim, Op memOp,
+ const DataLayout *DL) {
+ auto loopIndexVars = loop.getInductionVars();
+ assert(dim < loopIndexVars.size());
+ auto memref = memOp.getMemRef();
+ auto type = cast<MemRefType>(memref.getType());
+ auto width = getTypeBitWidth(type.getElementType(), DL);
+ if (width == 0)
+ return std::nullopt;
+
+ if (!type.getLayout().isIdentity())
+ return std::nullopt;
+
+ if (!isRangePermutation(memOp.getIndices(), loopIndexVars))
+ return std::nullopt;
+
+ if (memOp.getIndices().back() != loopIndexVars[dim])
+ return std::nullopt;
+
+ DominanceInfo dom;
+ if (!dom.properlyDominates(memref, loop))
+ return std::nullopt;
+
+ return width;
+}
+
+/// Check if memref load/store can be converted into vectorized load/store
+///
+/// Returns memref element bitwidth or `std::nullopt` if access cannot be
+/// vectorized.
+static std::optional<unsigned>
+canTriviallyVectorizeMemOp(scf::ParallelOp loop, unsigned dim, Operation &op,
+ const DataLayout *DL) {
+ assert(dim < loop.getInductionVars().size());
+ if (auto storeOp = dyn_cast<memref::StoreOp>(op))
+ return canTriviallyVectorizeMemOpImpl(loop, dim, storeOp, DL);
+
+ if (auto loadOp = dyn_cast<memref::LoadOp>(op))
+ return canTriviallyVectorizeMemOpImpl(loop, dim, loadOp, DL);
+
+ return std::nullopt;
+}
+
+template <typename Op>
+static std::optional<unsigned> canGatherScatterImpl(scf::ParallelOp loop, Op op,
+ const DataLayout *DL) {
+ auto memref = op.getMemRef();
+ auto memrefType = cast<MemRefType>(memref.getType());
+ auto width = getTypeBitWidth(memrefType.getElementType(), DL);
+ if (width == 0)
+ return std::nullopt;
+
+ DominanceInfo dom;
+ return dom.properlyDominates(memref, loop) && op.getIndices().size() == 1 &&
+ memrefType.getLayout().isIdentity();
+}
+
+// Check if memref access can be converted into gather/scatter.
+///
+/// Returns memref element bitwidth or `std::nullopt` if access cannot be
+/// vectorized.
+static std::optional<unsigned>
+canGatherScatter(scf::ParallelOp loop, Operation &op, const DataLayout *DL) {
+ if (auto storeOp = dyn_cast<memref::StoreOp>(op))
+ return canGatherScatterImpl(loop, storeOp, DL);
+
+ if (auto loadOp = dyn_cast<memref::LoadOp>(op))
+ return canGatherScatterImpl(loop, loadOp, DL);
+
+ return std::nullopt;
+}
+
+static std::optional<unsigned> cenVectorizeMemrefOp(scf::ParallelOp loop,
+ unsigned dim, Operation &op,
+ const DataLayout *DL) {
+ if (auto w = canTriviallyVectorizeMemOp(loop, dim, op, DL))
+ return w;
+
+ return canGatherScatter(loop, op, DL);
+}
+
+/// Returns `vector.reduce` kind for specified `scf.parallel` reduce op ot
+/// `std::nullopt` if reduction cannot be handled by `vector.reduce`.
+static std::optional<vector::CombiningKind> getReductionKind(Block &body) {
+ if (!llvm::hasSingleElement(body.without_terminator()))
+ return std::nullopt;
+
+ // TODO: Move getCombinerOpKind to vector dialect.
+ return linalg::getCombinerOpKind(&body.front());
+}
+
+std::optional<scf::SCFVectorizeInfo>
+mlir::scf::getLoopVectorizeInfo(scf::ParallelOp loop, unsigned dim,
+ unsigned vectorBitwidth, const DataLayout *DL) {
+ assert(dim < loop.getStep().size());
+ assert(vectorBitwidth > 0);
+ unsigned factor = vectorBitwidth / 8;
+ if (factor <= 1)
+ return std::nullopt;
+
+ /// Only step==1 is supported for now.
+ if (!isConstantIntValue(loop.getStep()[dim], 1))
+ return std::nullopt;
+
+ unsigned count = 0;
+ bool masked = true;
+
+ /// Check if `scf.reduce` can be handled by `vector.reduce`.
+ /// If not we still can vectorize the loop but we cannot use masked
+ /// vectorize.
+ auto reduce = cast<scf::ReduceOp>(loop.getBody()->getTerminator());
+ for (Region ® : reduce.getReductions()) {
+ if (!getReductionKind(reg.front()))
+ masked = false;
+
+ continue;
+ }
+
+ for (Operation &op : loop.getBody()->without_terminator()) {
+ /// Ops with nested regions are not supported yet.
+ if (op.getNumRegions() > 0)
+ return std::nullopt;
+
+ /// Check mem ops.
+ if (auto w = cenVectorizeMemrefOp(loop, dim, op, DL)) {
+ auto newFactor = vectorBitwidth / *w;
+ if (newFactor > 1) {
+ factor = std::min(factor, newFactor);
+ ++count;
+ }
+ continue;
+ }
+
+ /// If met the op which cannot be vectorized, we can replicate it and still
+ /// potentially vectorize other ops, but we cannot use masked vectorize.
+ if (!isSupportedVectorOp(op)) {
+ masked = false;
+ continue;
+ }
+
+ auto width = getArgsTypeWidth(op, DL);
+ if (width == 0)
----------------
makslevental wrote:
nit: I would prefer that this chain of calls (`getTypeBitWidth` -> `getArgsTypeWidth`) return nullopt instead of 0 in failure cases. Besides being more "C++"-like, 0-width types are not necessarily "illegal" https://github.com/llvm/llvm-project/pull/87193 (though I can't off the top of my head predict whether they would appear in a pass like this).
https://github.com/llvm/llvm-project/pull/94168
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