torch-mlir/lib/Conversion/TCFToTCP/TCFToTCP.cpp

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//===----------------------------------------------------------------------===//
//
// 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 "npcomp/Conversion/TCFToTCP/TCFToTCP.h"
#include "../PassDetail.h"
#include "mlir/Dialect/Shape/IR/Shape.h"
#include "mlir/Dialect/StandardOps/IR/Ops.h"
#include "mlir/Dialect/Traits.h"
#include "mlir/Transforms/DialectConversion.h"
#include "mlir/Transforms/GreedyPatternRewriteDriver.h"
#include "npcomp/Dialect/TCF/IR/TCFOps.h"
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#include "npcomp/Dialect/TCP/IR/TCPDialect.h"
#include "npcomp/Dialect/TCP/IR/TCPOps.h"
using namespace mlir;
using namespace mlir::NPCOMP;
namespace {
class ConvertMatmul : public OpRewritePattern<tcf::MatmulOp> {
public:
using OpRewritePattern::OpRewritePattern;
LogicalResult matchAndRewrite(tcf::MatmulOp op,
PatternRewriter &rewriter) const override {
// Create the constraints, and the assuming region.
Value lhsK = rewriter.create<DimOp>(op.getLoc(), op.lhs(), 1);
Value rhsK = rewriter.create<DimOp>(op.getLoc(), op.rhs(), 0);
Value matchingK =
rewriter.create<CmpIOp>(op.getLoc(), CmpIPredicate::eq, lhsK, rhsK);
Value witness = rewriter.create<shape::CstrRequireOp>(
op.getLoc(), matchingK, "mismatching contracting dimension for matmul");
auto assuming = rewriter.create<shape::AssumingOp>(
op.getLoc(), ArrayRef<Type>{op.getType()}, witness);
// Build the region body.
rewriter.createBlock(&assuming.doRegion());
Value matmul = rewriter.create<tcp::MatmulOp>(op.getLoc(), op.getType(),
op.lhs(), op.rhs());
rewriter.create<shape::AssumingYieldOp>(op.getLoc(), matmul);
// Finally, replace with the results of the shape.assuming
rewriter.replaceOp(op, assuming.getResults());
return success();
}
};
} // namespace
namespace {
class ConvertTCFToTCP : public ConvertTCFToTCPBase<ConvertTCFToTCP> {
public:
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void getDependentDialects(DialectRegistry &registry) const override {
registry.insert<shape::ShapeDialect, tcp::TCPDialect>();
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}
void runOnOperation() override {
ModuleOp module = getOperation();
(void)applyPatternsAndFoldGreedily(module, getPatterns());
}
FrozenRewritePatternList getPatterns() {
MLIRContext *context = &getContext();
OwningRewritePatternList patterns;
patterns.insert<ConvertMatmul>(context);
return std::move(patterns);
}
};
} // namespace
std::unique_ptr<OperationPass<ModuleOp>>
mlir::NPCOMP::createConvertTCFToTCPPass() {
return std::make_unique<ConvertTCFToTCP>();
}