Create your own CUDA-Q Compiler Pass¶
The CUDA-Q IR can be transformed, analyzed, or optimized
using standard MLIR patterns and tools. CUDA-Q provides a registration
mechanism for the cudaq-opt
tool that allows one to create, load, and
use custom MLIR passes on Quake code.
CUDA-Q MLIR Passes can only be created within an existing CUDA-Q development environment. Therefore, you must clone the repository and add your Pass code as part of the existing CUDA-Q CMake system.
As an example, clone the repository and add the following directory structure
under lib
, lib/Plugins/MyCustomPlugin/
. Within this directory create a
CMakeLists.txt
file and a MyCustomPlugin.cpp
file. In the CMake file,
add the following:
add_llvm_pass_plugin(MyCustomPlugin MyCustomPlugin.cpp)
Creating a CUDA-Q IR pass starts with the implementation of an
mlir::OperationPass
. A full discussion of the MLIR Pass infrastructure
is beyond the scope of this document; please see
MLIR Passes. To create such
a pass, start with the following template in the MyCustomPlugin.cpp
file:
#include "cudaq/Optimizer/Dialect/Quake/QuakeDialect.h"
#include "cudaq/Optimizer/Dialect/Quake/QuakeOps.h"
#include "cudaq/Support/Plugin.h"
#include "mlir/Rewrite/FrozenRewritePatternSet.h"
#include "mlir/Transforms/DialectConversion.h"
// Here is an example MLIR Pass that one can write externally and
// use via the cudaq-opt tool, with the --load-cudaq-plugin flag.
// The pass here is simple, replace Hadamard operations with S operations.
using namespace mlir;
namespace {
struct ReplaceH : public OpRewritePattern<quake::HOp> {
using OpRewritePattern::OpRewritePattern;
LogicalResult matchAndRewrite(quake::HOp hOp,
PatternRewriter &rewriter) const override {
rewriter.replaceOpWithNewOp<quake::SOp>(
hOp, hOp.isAdj(), hOp.getParameters(), hOp.getControls(),
hOp.getTargets());
return success();
}
};
class CustomPassPlugin
: public PassWrapper<CustomPassPlugin, OperationPass<func::FuncOp>> {
public:
MLIR_DEFINE_EXPLICIT_INTERNAL_INLINE_TYPE_ID(CustomPassPlugin)
llvm::StringRef getArgument() const override { return "cudaq-custom-pass"; }
void runOnOperation() override {
auto circuit = getOperation();
auto ctx = circuit.getContext();
RewritePatternSet patterns(ctx);
patterns.insert<ReplaceH>(ctx);
ConversionTarget target(*ctx);
target.addLegalDialect<quake::QuakeDialect>();
target.addIllegalOp<quake::HOp>();
if (failed(applyPartialConversion(circuit, target, std::move(patterns)))) {
circuit.emitOpError("simple pass failed");
signalPassFailure();
}
}
};
} // namespace
CUDAQ_REGISTER_MLIR_PASS(CustomPassPlugin)
This example serves as a very simple template for creating custom MLIR
Passes that analyze the CUDA-Q Quake representation and perform
some general transformation. In this example, we create a rewrite pattern
that replaces Hadamard
operations with S
operations.
Ensure that add_subdirectory(Plugins)
is in the lib/CMakeLists.txt
file,
and also that there is a lib/Plugins/CMakeLists.txt
file that adds your
plugin directory with add_subdirectory
.
Then build CUDA-Q and you will have a MyCustomPlugin.so
plugin library
in the install. You can load the plugin and use it with cudaq-opt
as follows:
cudaq-opt --load-cudaq-plugin MyCustomPlugin.so file.qke -cudaq-custom-pass