forked from OSchip/llvm-project
[mlir][Vector] Add transformation + pattern to split vector.transfer_read into full and partial copies.
This revision adds a transformation and a pattern that rewrites a "maybe masked" `vector.transfer_read %view[...], %pad `into a pattern resembling: ``` %1:3 = scf.if (%inBounds) { scf.yield %view : memref<A...>, index, index } else { %2 = vector.transfer_read %view[...], %pad : memref<A...>, vector<...> %3 = vector.type_cast %extra_alloc : memref<...> to memref<vector<...>> store %2, %3[] : memref<vector<...>> %4 = memref_cast %extra_alloc: memref<B...> to memref<A...> scf.yield %4 : memref<A...>, index, index } %res= vector.transfer_read %1#0[%1#1, %1#2] {masked = [false ... false]} ``` where `extra_alloc` is a top of the function alloca'ed buffer of one vector. This rewrite makes it possible to realize the "always full tile" abstraction where vector.transfer_read operations are guaranteed to read from a padded full buffer. The extra work only occurs on the boundary tiles. Differential Revision: https://reviews.llvm.org/D84631
This commit is contained in:
parent
8aeb212887
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35b65be041
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@ -17,6 +17,11 @@
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namespace mlir {
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class MLIRContext;
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class OwningRewritePatternList;
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class VectorTransferOpInterface;
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namespace scf {
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class IfOp;
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} // namespace scf
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/// Collect a set of patterns to convert from the Vector dialect to itself.
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/// Should be merged with populateVectorToSCFLoweringPattern.
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@ -104,6 +109,65 @@ private:
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FilterConstraintType filter;
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};
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/// Split a vector.transfer operation into an unmasked fastpath vector.transfer
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/// and a slowpath masked vector.transfer. If `ifOp` is not null and the result
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/// is `success, the `ifOp` points to the newly created conditional upon
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/// function return. To accomodate for the fact that the original
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/// vector.transfer indexing may be arbitrary and the slow path indexes @[0...0]
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/// in the temporary buffer, the scf.if op returns a view and values of type
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/// index. At this time, only vector.transfer_read is implemented.
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///
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/// Example (a 2-D vector.transfer_read):
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/// ```
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/// %1 = vector.transfer_read %0[...], %pad : memref<A...>, vector<...>
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/// ```
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/// is transformed into:
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/// ```
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/// %1:3 = scf.if (%inBounds) {
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/// scf.yield %0 : memref<A...>, index, index
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/// } else {
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/// %2 = vector.transfer_read %0[...], %pad : memref<A...>, vector<...>
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/// %3 = vector.type_cast %extra_alloc : memref<...> to
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/// memref<vector<...>> store %2, %3[] : memref<vector<...>> %4 =
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/// memref_cast %extra_alloc: memref<B...> to memref<A...> scf.yield %4 :
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/// memref<A...>, index, index
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// }
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/// %0 = vector.transfer_read %1#0[%1#1, %1#2] {masked = [false ... false]}
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/// ```
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/// where `extra_alloc` is a top of the function alloca'ed buffer of one vector.
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///
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/// Preconditions:
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/// 1. `xferOp.permutation_map()` must be a minor identity map
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/// 2. the rank of the `xferOp.memref()` and the rank of the `xferOp.vector()`
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/// must be equal. This will be relaxed in the future but requires
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/// rank-reducing subviews.
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LogicalResult
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splitFullAndPartialTransferPrecondition(VectorTransferOpInterface xferOp);
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LogicalResult splitFullAndPartialTransfer(OpBuilder &b,
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VectorTransferOpInterface xferOp,
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scf::IfOp *ifOp = nullptr);
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/// Apply `splitFullAndPartialTransfer` selectively via a pattern. This pattern
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/// may take an extra filter to perform selection at a finer granularity.
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struct VectorTransferFullPartialRewriter : public RewritePattern {
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using FilterConstraintType =
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std::function<LogicalResult(VectorTransferOpInterface op)>;
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explicit VectorTransferFullPartialRewriter(
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MLIRContext *context,
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FilterConstraintType filter =
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[](VectorTransferOpInterface op) { return success(); },
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PatternBenefit benefit = 1)
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: RewritePattern(benefit, MatchAnyOpTypeTag()), filter(filter) {}
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/// Performs the rewrite.
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LogicalResult matchAndRewrite(Operation *op,
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PatternRewriter &rewriter) const override;
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private:
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FilterConstraintType filter;
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};
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} // namespace vector
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//===----------------------------------------------------------------------===//
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@ -160,6 +160,19 @@ def VectorTransferOpInterface : OpInterface<"VectorTransferOpInterface"> {
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/*defaultImplementation=*/
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"return $_op.getMemRefType().getRank() - $_op.getTransferRank();"
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>,
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InterfaceMethod<
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/*desc=*/[{ Returns true if at least one of the dimensions is masked.}],
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/*retTy=*/"bool",
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/*methodName=*/"hasMaskedDim",
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/*args=*/(ins),
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/*methodBody=*/"",
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/*defaultImplementation=*/[{
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for (unsigned idx = 0, e = $_op.getTransferRank(); idx < e; ++idx)
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if ($_op.isMaskedDim(idx))
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return true;
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return false;
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}]
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>,
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InterfaceMethod<
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/*desc=*/[{
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Helper function to account for the fact that `permutationMap` results and
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@ -12,9 +12,13 @@
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#include <type_traits>
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#include "mlir/Dialect/Affine/EDSC/Intrinsics.h"
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#include "mlir/Dialect/Affine/IR/AffineOps.h"
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#include "mlir/Dialect/SCF/EDSC/Intrinsics.h"
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#include "mlir/Dialect/StandardOps/EDSC/Intrinsics.h"
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#include "mlir/Dialect/StandardOps/IR/Ops.h"
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#include "mlir/Dialect/Utils/StructuredOpsUtils.h"
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#include "mlir/Dialect/Vector/EDSC/Intrinsics.h"
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#include "mlir/Dialect/Vector/VectorOps.h"
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#include "mlir/Dialect/Vector/VectorTransforms.h"
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#include "mlir/Dialect/Vector/VectorUtils.h"
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@ -1985,6 +1989,236 @@ Value ContractionOpLowering::lowerReduction(vector::ContractionOp op,
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} // namespace mlir
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static Optional<int64_t> extractConstantIndex(Value v) {
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if (auto cstOp = v.getDefiningOp<ConstantIndexOp>())
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return cstOp.getValue();
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if (auto affineApplyOp = v.getDefiningOp<AffineApplyOp>())
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if (affineApplyOp.getAffineMap().isSingleConstant())
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return affineApplyOp.getAffineMap().getSingleConstantResult();
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return None;
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}
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// Missing foldings of scf.if make it necessary to perform poor man's folding
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// eagerly, especially in the case of unrolling. In the future, this should go
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// away once scf.if folds properly.
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static Value createScopedFoldedSLE(Value v, Value ub) {
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using namespace edsc::op;
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auto maybeCstV = extractConstantIndex(v);
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auto maybeCstUb = extractConstantIndex(ub);
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if (maybeCstV && maybeCstUb && *maybeCstV < *maybeCstUb)
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return Value();
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return sle(v, ub);
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}
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// Operates under a scoped context to build the condition to ensure that a
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// particular VectorTransferOpInterface is unmasked.
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static Value createScopedInBoundsCond(VectorTransferOpInterface xferOp) {
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assert(xferOp.permutation_map().isMinorIdentity() &&
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"Expected minor identity map");
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Value inBoundsCond;
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xferOp.zipResultAndIndexing([&](int64_t resultIdx, int64_t indicesIdx) {
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// Zip over the resulting vector shape and memref indices.
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// If the dimension is known to be unmasked, it does not participate in the
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// construction of `inBoundsCond`.
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if (!xferOp.isMaskedDim(resultIdx))
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return;
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int64_t vectorSize = xferOp.getVectorType().getDimSize(resultIdx);
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using namespace edsc::op;
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using namespace edsc::intrinsics;
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// Fold or create the check that `index + vector_size` <= `memref_size`.
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Value sum = xferOp.indices()[indicesIdx] + std_constant_index(vectorSize);
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Value cond =
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createScopedFoldedSLE(sum, std_dim(xferOp.memref(), indicesIdx));
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if (!cond)
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return;
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// Conjunction over all dims for which we are in-bounds.
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inBoundsCond = inBoundsCond ? inBoundsCond && cond : cond;
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});
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return inBoundsCond;
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}
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LogicalResult mlir::vector::splitFullAndPartialTransferPrecondition(
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VectorTransferOpInterface xferOp) {
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// TODO: expand support to these 2 cases.
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if (!xferOp.permutation_map().isMinorIdentity())
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return failure();
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// TODO: relax this precondition. This will require rank-reducing subviews.
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if (xferOp.getMemRefType().getRank() != xferOp.getTransferRank())
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return failure();
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// Must have some masked dimension to be a candidate for splitting.
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if (!xferOp.hasMaskedDim())
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return failure();
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// Don't split transfer operations under IfOp, this avoids applying the
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// pattern recursively.
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// TODO: improve the condition to make it more applicable.
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if (xferOp.getParentOfType<scf::IfOp>())
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return failure();
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return success();
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}
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MemRefType getCastCompatibleMemRefType(MemRefType aT, MemRefType bT) {
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if (MemRefCastOp::areCastCompatible(aT, bT))
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return aT;
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if (aT.getRank() != bT.getRank())
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return MemRefType();
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int64_t aOffset, bOffset;
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SmallVector<int64_t, 4> aStrides, bStrides;
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if (failed(getStridesAndOffset(aT, aStrides, aOffset)) ||
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failed(getStridesAndOffset(bT, bStrides, bOffset)) ||
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aStrides.size() != bStrides.size())
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return MemRefType();
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ArrayRef<int64_t> aShape = aT.getShape(), bShape = bT.getShape();
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int64_t resOffset;
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SmallVector<int64_t, 4> resShape(aT.getRank(), 0),
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resStrides(bT.getRank(), 0);
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for (int64_t idx = 0, e = aT.getRank(); idx < e; ++idx) {
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resShape[idx] =
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(aShape[idx] == bShape[idx]) ? aShape[idx] : MemRefType::kDynamicSize;
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resStrides[idx] = (aStrides[idx] == bStrides[idx])
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? aStrides[idx]
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: MemRefType::kDynamicStrideOrOffset;
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}
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resOffset =
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(aOffset == bOffset) ? aOffset : MemRefType::kDynamicStrideOrOffset;
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return MemRefType::get(
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resShape, aT.getElementType(),
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makeStridedLinearLayoutMap(resStrides, resOffset, aT.getContext()));
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}
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/// Split a vector.transfer operation into an unmasked fastpath vector.transfer
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/// and a slowpath masked vector.transfer. If `ifOp` is not null and the result
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/// is `success, the `ifOp` points to the newly created conditional upon
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/// function return. To accomodate for the fact that the original
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/// vector.transfer indexing may be arbitrary and the slow path indexes @[0...0]
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/// in the temporary buffer, the scf.if op returns a view and values of type
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/// index. At this time, only vector.transfer_read is implemented.
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///
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/// Example (a 2-D vector.transfer_read):
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/// ```
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/// %1 = vector.transfer_read %0[...], %pad : memref<A...>, vector<...>
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/// ```
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/// is transformed into:
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/// ```
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/// %1:3 = scf.if (%inBounds) {
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/// scf.yield %0 : memref<A...>, index, index
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/// } else {
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/// %2 = vector.transfer_read %0[...], %pad : memref<A...>, vector<...>
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/// %3 = vector.type_cast %extra_alloc : memref<...> to
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/// memref<vector<...>> store %2, %3[] : memref<vector<...>> %4 =
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/// memref_cast %extra_alloc: memref<B...> to memref<A...> scf.yield %4 :
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/// memref<A...>, index, index
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// }
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/// %0 = vector.transfer_read %1#0[%1#1, %1#2] {masked = [false ... false]}
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/// ```
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/// where `extra_alloc` is a top of the function alloca'ed buffer of one vector.
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///
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/// Preconditions:
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/// 1. `xferOp.permutation_map()` must be a minor identity map
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/// 2. the rank of the `xferOp.memref()` and the rank of the `xferOp.vector()`
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/// must be equal. This will be relaxed in the future but requires
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/// rank-reducing subviews.
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LogicalResult mlir::vector::splitFullAndPartialTransfer(
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OpBuilder &b, VectorTransferOpInterface xferOp, scf::IfOp *ifOp) {
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using namespace edsc;
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using namespace edsc::intrinsics;
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assert(succeeded(splitFullAndPartialTransferPrecondition(xferOp)) &&
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"Expected splitFullAndPartialTransferPrecondition to hold");
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auto xferReadOp = dyn_cast<vector::TransferReadOp>(xferOp.getOperation());
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// TODO: add support for write case.
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if (!xferReadOp)
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return failure();
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OpBuilder::InsertionGuard guard(b);
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if (xferOp.memref().getDefiningOp())
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b.setInsertionPointAfter(xferOp.memref().getDefiningOp());
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else
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b.setInsertionPoint(xferOp);
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ScopedContext scope(b, xferOp.getLoc());
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Value inBoundsCond = createScopedInBoundsCond(
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cast<VectorTransferOpInterface>(xferOp.getOperation()));
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if (!inBoundsCond)
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return failure();
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// Top of the function `alloc` for transient storage.
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Value alloc;
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{
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FuncOp funcOp = xferOp.getParentOfType<FuncOp>();
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OpBuilder::InsertionGuard guard(b);
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b.setInsertionPointToStart(&funcOp.getRegion().front());
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auto shape = xferOp.getVectorType().getShape();
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Type elementType = xferOp.getVectorType().getElementType();
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alloc = std_alloca(MemRefType::get(shape, elementType), ValueRange{},
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b.getI64IntegerAttr(32));
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}
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Value memref = xferOp.memref();
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SmallVector<bool, 4> bools(xferOp.getTransferRank(), false);
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auto unmaskedAttr = b.getBoolArrayAttr(bools);
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MemRefType compatibleMemRefType = getCastCompatibleMemRefType(
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xferOp.getMemRefType(), alloc.getType().cast<MemRefType>());
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// Read case: full fill + partial copy -> unmasked vector.xfer_read.
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Value zero = std_constant_index(0);
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SmallVector<Type, 4> returnTypes(1 + xferOp.getTransferRank(),
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b.getIndexType());
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returnTypes[0] = compatibleMemRefType;
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scf::IfOp fullPartialIfOp;
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conditionBuilder(
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returnTypes, inBoundsCond,
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[&]() -> scf::ValueVector {
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Value res = memref;
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if (compatibleMemRefType != xferOp.getMemRefType())
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res = std_memref_cast(memref, compatibleMemRefType);
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scf::ValueVector viewAndIndices{res};
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viewAndIndices.insert(viewAndIndices.end(), xferOp.indices().begin(),
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xferOp.indices().end());
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return viewAndIndices;
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},
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[&]() -> scf::ValueVector {
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Operation *newXfer =
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ScopedContext::getBuilderRef().clone(*xferOp.getOperation());
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Value vector = cast<VectorTransferOpInterface>(newXfer).vector();
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std_store(vector, vector_type_cast(
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MemRefType::get({}, vector.getType()), alloc));
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Value casted = std_memref_cast(alloc, compatibleMemRefType);
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scf::ValueVector viewAndIndices{casted};
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viewAndIndices.insert(viewAndIndices.end(), xferOp.getTransferRank(),
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zero);
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return viewAndIndices;
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},
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&fullPartialIfOp);
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if (ifOp)
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*ifOp = fullPartialIfOp;
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// Unmask the existing read op, it always reads from a full buffer.
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for (unsigned i = 0, e = returnTypes.size(); i != e; ++i)
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xferReadOp.setOperand(i, fullPartialIfOp.getResult(i));
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xferOp.setAttr(vector::TransferReadOp::getMaskedAttrName(), unmaskedAttr);
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return success();
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}
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LogicalResult mlir::vector::VectorTransferFullPartialRewriter::matchAndRewrite(
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Operation *op, PatternRewriter &rewriter) const {
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auto xferOp = dyn_cast<VectorTransferOpInterface>(op);
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if (!xferOp || failed(splitFullAndPartialTransferPrecondition(xferOp)) ||
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failed(filter(xferOp)))
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return failure();
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rewriter.startRootUpdate(xferOp);
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if (succeeded(splitFullAndPartialTransfer(rewriter, xferOp))) {
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rewriter.finalizeRootUpdate(xferOp);
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return success();
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}
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rewriter.cancelRootUpdate(xferOp);
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return failure();
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}
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// TODO: Add pattern to rewrite ExtractSlices(ConstantMaskOp).
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// TODO: Add this as DRR pattern.
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void mlir::vector::populateVectorToVectorTransformationPatterns(
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@ -0,0 +1,102 @@
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// RUN: mlir-opt %s -test-vector-transfer-full-partial-split | FileCheck %s
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// CHECK-DAG: #[[$map_p4:.*]] = affine_map<()[s0] -> (s0 + 4)>
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// CHECK-DAG: #[[$map_p8:.*]] = affine_map<()[s0] -> (s0 + 8)>
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// CHECK-DAG: #[[$map_2d_stride_1:.*]] = affine_map<(d0, d1)[s0, s1] -> (d0 * s1 + s0 + d1)>
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// CHECK-LABEL: split_vector_transfer_read_2d(
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// CHECK-SAME: %[[A:[a-zA-Z0-9]*]]: memref
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// CHECK-SAME: %[[i:[a-zA-Z0-9]*]]: index
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// CHECK-SAME: %[[j:[a-zA-Z0-9]*]]: index
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func @split_vector_transfer_read_2d(%A: memref<?x8xf32>, %i: index, %j: index) -> vector<4x8xf32> {
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%c0 = constant 0 : index
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%f0 = constant 0.0 : f32
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// CHECK-DAG: %[[c0:.*]] = constant 0 : index
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// CHECK-DAG: %[[c8:.*]] = constant 8 : index
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// CHECK-DAG: %[[cst:.*]] = constant 0.000000e+00 : f32
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// alloca for boundary full tile
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// CHECK: %[[alloc:.*]] = alloca() {alignment = 32 : i64} : memref<4x8xf32>
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// %i + 4 <= dim(%A, 0)
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// CHECK: %[[idx0:.*]] = affine.apply #[[$map_p4]]()[%[[i]]]
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// CHECK: %[[d0:.*]] = dim %[[A]], %[[c0]] : memref<?x8xf32>
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// CHECK: %[[cmp0:.*]] = cmpi "sle", %[[idx0]], %[[d0]] : index
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// %j + 8 <= dim(%A, 1)
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// CHECK: %[[idx1:.*]] = affine.apply #[[$map_p8]]()[%[[j]]]
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// CHECK: %[[cmp1:.*]] = cmpi "sle", %[[idx1]], %[[c8]] : index
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// are both conds true
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// CHECK: %[[cond:.*]] = and %[[cmp0]], %[[cmp1]] : i1
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// CHECK: %[[ifres:.*]]:3 = scf.if %[[cond]] -> (memref<?x8xf32>, index, index) {
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// inBounds, just yield %A
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||||
// CHECK: scf.yield %[[A]], %[[i]], %[[j]] : memref<?x8xf32>, index, index
|
||||
// CHECK: } else {
|
||||
// slow path, fill tmp alloc and yield a memref_casted version of it
|
||||
// CHECK: %[[slow:.*]] = vector.transfer_read %[[A]][%[[i]], %[[j]]], %cst :
|
||||
// CHECK-SAME: memref<?x8xf32>, vector<4x8xf32>
|
||||
// CHECK: %[[cast_alloc:.*]] = vector.type_cast %[[alloc]] :
|
||||
// CHECK-SAME: memref<4x8xf32> to memref<vector<4x8xf32>>
|
||||
// CHECK: store %[[slow]], %[[cast_alloc]][] : memref<vector<4x8xf32>>
|
||||
// CHECK: %[[yielded:.*]] = memref_cast %[[alloc]] :
|
||||
// CHECK-SAME: memref<4x8xf32> to memref<?x8xf32>
|
||||
// CHECK: scf.yield %[[yielded]], %[[c0]], %[[c0]] :
|
||||
// CHECK-SAME: memref<?x8xf32>, index, index
|
||||
// CHECK: }
|
||||
// CHECK: %[[res:.*]] = vector.transfer_read %[[ifres]]#0[%[[ifres]]#1, %[[ifres]]#2], %[[cst]]
|
||||
// CHECK_SAME: {masked = [false, false]} : memref<?x8xf32>, vector<4x8xf32>
|
||||
%1 = vector.transfer_read %A[%i, %j], %f0 : memref<?x8xf32>, vector<4x8xf32>
|
||||
|
||||
// CHECK: return %[[res]] : vector<4x8xf32>
|
||||
return %1: vector<4x8xf32>
|
||||
}
|
||||
|
||||
// CHECK-LABEL: split_vector_transfer_read_strided_2d(
|
||||
// CHECK-SAME: %[[A:[a-zA-Z0-9]*]]: memref
|
||||
// CHECK-SAME: %[[i:[a-zA-Z0-9]*]]: index
|
||||
// CHECK-SAME: %[[j:[a-zA-Z0-9]*]]: index
|
||||
func @split_vector_transfer_read_strided_2d(
|
||||
%A: memref<7x8xf32, offset:?, strides:[?, 1]>,
|
||||
%i: index, %j: index) -> vector<4x8xf32> {
|
||||
%c0 = constant 0 : index
|
||||
%f0 = constant 0.0 : f32
|
||||
|
||||
// CHECK-DAG: %[[c0:.*]] = constant 0 : index
|
||||
// CHECK-DAG: %[[c7:.*]] = constant 7 : index
|
||||
// CHECK-DAG: %[[c8:.*]] = constant 8 : index
|
||||
// CHECK-DAG: %[[cst:.*]] = constant 0.000000e+00 : f32
|
||||
// alloca for boundary full tile
|
||||
// CHECK: %[[alloc:.*]] = alloca() {alignment = 32 : i64} : memref<4x8xf32>
|
||||
// %i + 4 <= dim(%A, 0)
|
||||
// CHECK: %[[idx0:.*]] = affine.apply #[[$map_p4]]()[%[[i]]]
|
||||
// CHECK: %[[cmp0:.*]] = cmpi "sle", %[[idx0]], %[[c7]] : index
|
||||
// %j + 8 <= dim(%A, 1)
|
||||
// CHECK: %[[idx1:.*]] = affine.apply #[[$map_p8]]()[%[[j]]]
|
||||
// CHECK: %[[cmp1:.*]] = cmpi "sle", %[[idx1]], %[[c8]] : index
|
||||
// are both conds true
|
||||
// CHECK: %[[cond:.*]] = and %[[cmp0]], %[[cmp1]] : i1
|
||||
// CHECK: %[[ifres:.*]]:3 = scf.if %[[cond]] -> (memref<?x8xf32, #[[$map_2d_stride_1]]>, index, index) {
|
||||
// inBounds but not cast-compatible: yield a memref_casted form of %A
|
||||
// CHECK: %[[casted:.*]] = memref_cast %arg0 :
|
||||
// CHECK-SAME: memref<7x8xf32, #[[$map_2d_stride_1]]> to memref<?x8xf32, #[[$map_2d_stride_1]]>
|
||||
// CHECK: scf.yield %[[casted]], %[[i]], %[[j]] :
|
||||
// CHECK-SAME: memref<?x8xf32, #[[$map_2d_stride_1]]>, index, index
|
||||
// CHECK: } else {
|
||||
// slow path, fill tmp alloc and yield a memref_casted version of it
|
||||
// CHECK: %[[slow:.*]] = vector.transfer_read %[[A]][%[[i]], %[[j]]], %cst :
|
||||
// CHECK-SAME: memref<7x8xf32, #[[$map_2d_stride_1]]>, vector<4x8xf32>
|
||||
// CHECK: %[[cast_alloc:.*]] = vector.type_cast %[[alloc]] :
|
||||
// CHECK-SAME: memref<4x8xf32> to memref<vector<4x8xf32>>
|
||||
// CHECK: store %[[slow]], %[[cast_alloc]][] :
|
||||
// CHECK-SAME: memref<vector<4x8xf32>>
|
||||
// CHECK: %[[yielded:.*]] = memref_cast %[[alloc]] :
|
||||
// CHECK-SAME: memref<4x8xf32> to memref<?x8xf32, #[[$map_2d_stride_1]]>
|
||||
// CHECK: scf.yield %[[yielded]], %[[c0]], %[[c0]] :
|
||||
// CHECK-SAME: memref<?x8xf32, #[[$map_2d_stride_1]]>, index, index
|
||||
// CHECK: }
|
||||
// CHECK: %[[res:.*]] = vector.transfer_read {{.*}} {masked = [false, false]} :
|
||||
// CHECK-SAME: memref<?x8xf32, #[[$map_2d_stride_1]]>, vector<4x8xf32>
|
||||
%1 = vector.transfer_read %A[%i, %j], %f0 :
|
||||
memref<7x8xf32, offset:?, strides:[?, 1]>, vector<4x8xf32>
|
||||
|
||||
// CHECK: return %[[res]] : vector<4x8xf32>
|
||||
return %1 : vector<4x8xf32>
|
||||
}
|
|
@ -122,6 +122,17 @@ struct TestVectorUnrollingPatterns
|
|||
}
|
||||
};
|
||||
|
||||
struct TestVectorTransferFullPartialSplitPatterns
|
||||
: public PassWrapper<TestVectorTransferFullPartialSplitPatterns,
|
||||
FunctionPass> {
|
||||
void runOnFunction() override {
|
||||
MLIRContext *ctx = &getContext();
|
||||
OwningRewritePatternList patterns;
|
||||
patterns.insert<VectorTransferFullPartialRewriter>(ctx);
|
||||
applyPatternsAndFoldGreedily(getFunction(), patterns);
|
||||
}
|
||||
};
|
||||
|
||||
} // end anonymous namespace
|
||||
|
||||
namespace mlir {
|
||||
|
@ -141,5 +152,10 @@ void registerTestVectorConversions() {
|
|||
PassRegistration<TestVectorUnrollingPatterns> contractionUnrollingPass(
|
||||
"test-vector-unrolling-patterns",
|
||||
"Test conversion patterns to unroll contract ops in the vector dialect");
|
||||
|
||||
PassRegistration<TestVectorTransferFullPartialSplitPatterns>
|
||||
vectorTransformFullPartialPass("test-vector-transfer-full-partial-split",
|
||||
"Test conversion patterns to split "
|
||||
"transfer ops via scf.if + linalg ops");
|
||||
}
|
||||
} // namespace mlir
|
||||
|
|
Loading…
Reference in New Issue