llvm-project/mlir/unittests/ExecutionEngine/Invoke.cpp

275 lines
9.2 KiB
C++

//===- Invoke.cpp ------------------------------------*- C++ -*-===//
//
// This file is licensed 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/Conversion/ArithmeticToLLVM/ArithmeticToLLVM.h"
#include "mlir/Conversion/LinalgToLLVM/LinalgToLLVM.h"
#include "mlir/Conversion/MemRefToLLVM/MemRefToLLVM.h"
#include "mlir/Conversion/ReconcileUnrealizedCasts/ReconcileUnrealizedCasts.h"
#include "mlir/Conversion/StandardToLLVM/ConvertStandardToLLVMPass.h"
#include "mlir/Conversion/VectorToLLVM/ConvertVectorToLLVM.h"
#include "mlir/Conversion/VectorToSCF/VectorToSCF.h"
#include "mlir/Dialect/Linalg/Passes.h"
#include "mlir/ExecutionEngine/CRunnerUtils.h"
#include "mlir/ExecutionEngine/ExecutionEngine.h"
#include "mlir/ExecutionEngine/MemRefUtils.h"
#include "mlir/ExecutionEngine/RunnerUtils.h"
#include "mlir/IR/MLIRContext.h"
#include "mlir/InitAllDialects.h"
#include "mlir/Parser.h"
#include "mlir/Pass/PassManager.h"
#include "mlir/Target/LLVMIR/Dialect/LLVMIR/LLVMToLLVMIRTranslation.h"
#include "mlir/Target/LLVMIR/Export.h"
#include "llvm/Support/TargetSelect.h"
#include "llvm/Support/raw_ostream.h"
#include "gmock/gmock.h"
using namespace mlir;
// The JIT isn't supported on Windows at that time
#ifndef _WIN32
static struct LLVMInitializer {
LLVMInitializer() {
llvm::InitializeNativeTarget();
llvm::InitializeNativeTargetAsmPrinter();
}
} initializer;
/// Simple conversion pipeline for the purpose of testing sources written in
/// dialects lowering to LLVM Dialect.
static LogicalResult lowerToLLVMDialect(ModuleOp module) {
PassManager pm(module.getContext());
pm.addPass(mlir::createMemRefToLLVMPass());
pm.addNestedPass<FuncOp>(mlir::arith::createConvertArithmeticToLLVMPass());
pm.addPass(mlir::createLowerToLLVMPass());
pm.addPass(mlir::createReconcileUnrealizedCastsPass());
return pm.run(module);
}
TEST(MLIRExecutionEngine, AddInteger) {
std::string moduleStr = R"mlir(
func @foo(%arg0 : i32) -> i32 attributes { llvm.emit_c_interface } {
%res = arith.addi %arg0, %arg0 : i32
return %res : i32
}
)mlir";
DialectRegistry registry;
registerAllDialects(registry);
registerLLVMDialectTranslation(registry);
MLIRContext context(registry);
OwningOpRef<ModuleOp> module = parseSourceString(moduleStr, &context);
ASSERT_TRUE(!!module);
ASSERT_TRUE(succeeded(lowerToLLVMDialect(*module)));
auto jitOrError = ExecutionEngine::create(*module);
ASSERT_TRUE(!!jitOrError);
std::unique_ptr<ExecutionEngine> jit = std::move(jitOrError.get());
// The result of the function must be passed as output argument.
int result = 0;
llvm::Error error =
jit->invoke("foo", 42, ExecutionEngine::Result<int>(result));
ASSERT_TRUE(!error);
ASSERT_EQ(result, 42 + 42);
}
TEST(MLIRExecutionEngine, SubtractFloat) {
std::string moduleStr = R"mlir(
func @foo(%arg0 : f32, %arg1 : f32) -> f32 attributes { llvm.emit_c_interface } {
%res = arith.subf %arg0, %arg1 : f32
return %res : f32
}
)mlir";
DialectRegistry registry;
registerAllDialects(registry);
registerLLVMDialectTranslation(registry);
MLIRContext context(registry);
OwningOpRef<ModuleOp> module = parseSourceString(moduleStr, &context);
ASSERT_TRUE(!!module);
ASSERT_TRUE(succeeded(lowerToLLVMDialect(*module)));
auto jitOrError = ExecutionEngine::create(*module);
ASSERT_TRUE(!!jitOrError);
std::unique_ptr<ExecutionEngine> jit = std::move(jitOrError.get());
// The result of the function must be passed as output argument.
float result = -1;
llvm::Error error =
jit->invoke("foo", 43.0f, 1.0f, ExecutionEngine::result(result));
ASSERT_TRUE(!error);
ASSERT_EQ(result, 42.f);
}
TEST(NativeMemRefJit, ZeroRankMemref) {
OwningMemRef<float, 0> a({});
a[{}] = 42.;
ASSERT_EQ(*a->data, 42);
a[{}] = 0;
std::string moduleStr = R"mlir(
func @zero_ranked(%arg0 : memref<f32>) attributes { llvm.emit_c_interface } {
%cst42 = arith.constant 42.0 : f32
memref.store %cst42, %arg0[] : memref<f32>
return
}
)mlir";
DialectRegistry registry;
registerAllDialects(registry);
registerLLVMDialectTranslation(registry);
MLIRContext context(registry);
auto module = parseSourceString(moduleStr, &context);
ASSERT_TRUE(!!module);
ASSERT_TRUE(succeeded(lowerToLLVMDialect(*module)));
auto jitOrError = ExecutionEngine::create(*module);
ASSERT_TRUE(!!jitOrError);
auto jit = std::move(jitOrError.get());
llvm::Error error = jit->invoke("zero_ranked", &*a);
ASSERT_TRUE(!error);
EXPECT_EQ((a[{}]), 42.);
for (float &elt : *a)
EXPECT_EQ(&elt, &(a[{}]));
}
TEST(NativeMemRefJit, RankOneMemref) {
int64_t shape[] = {9};
OwningMemRef<float, 1> a(shape);
int count = 1;
for (float &elt : *a) {
EXPECT_EQ(&elt, &(a[{count - 1}]));
elt = count++;
}
std::string moduleStr = R"mlir(
func @one_ranked(%arg0 : memref<?xf32>) attributes { llvm.emit_c_interface } {
%cst42 = arith.constant 42.0 : f32
%cst5 = arith.constant 5 : index
memref.store %cst42, %arg0[%cst5] : memref<?xf32>
return
}
)mlir";
DialectRegistry registry;
registerAllDialects(registry);
registerLLVMDialectTranslation(registry);
MLIRContext context(registry);
auto module = parseSourceString(moduleStr, &context);
ASSERT_TRUE(!!module);
ASSERT_TRUE(succeeded(lowerToLLVMDialect(*module)));
auto jitOrError = ExecutionEngine::create(*module);
ASSERT_TRUE(!!jitOrError);
auto jit = std::move(jitOrError.get());
llvm::Error error = jit->invoke("one_ranked", &*a);
ASSERT_TRUE(!error);
count = 1;
for (float &elt : *a) {
if (count == 6)
EXPECT_EQ(elt, 42.);
else
EXPECT_EQ(elt, count);
count++;
}
}
TEST(NativeMemRefJit, BasicMemref) {
constexpr int k = 3;
constexpr int m = 7;
// Prepare arguments beforehand.
auto init = [=](float &elt, ArrayRef<int64_t> indices) {
assert(indices.size() == 2);
elt = m * indices[0] + indices[1];
};
int64_t shape[] = {k, m};
int64_t shapeAlloc[] = {k + 1, m + 1};
OwningMemRef<float, 2> a(shape, shapeAlloc, init);
ASSERT_EQ(a->sizes[0], k);
ASSERT_EQ(a->sizes[1], m);
ASSERT_EQ(a->strides[0], m + 1);
ASSERT_EQ(a->strides[1], 1);
for (int i = 0; i < k; ++i) {
for (int j = 0; j < m; ++j) {
EXPECT_EQ((a[{i, j}]), i * m + j);
EXPECT_EQ(&(a[{i, j}]), &((*a)[i][j]));
}
}
std::string moduleStr = R"mlir(
func @rank2_memref(%arg0 : memref<?x?xf32>, %arg1 : memref<?x?xf32>) attributes { llvm.emit_c_interface } {
%x = arith.constant 2 : index
%y = arith.constant 1 : index
%cst42 = arith.constant 42.0 : f32
memref.store %cst42, %arg0[%y, %x] : memref<?x?xf32>
memref.store %cst42, %arg1[%x, %y] : memref<?x?xf32>
return
}
)mlir";
DialectRegistry registry;
registerAllDialects(registry);
registerLLVMDialectTranslation(registry);
MLIRContext context(registry);
OwningOpRef<ModuleOp> module = parseSourceString(moduleStr, &context);
ASSERT_TRUE(!!module);
ASSERT_TRUE(succeeded(lowerToLLVMDialect(*module)));
auto jitOrError = ExecutionEngine::create(*module);
ASSERT_TRUE(!!jitOrError);
std::unique_ptr<ExecutionEngine> jit = std::move(jitOrError.get());
llvm::Error error = jit->invoke("rank2_memref", &*a, &*a);
ASSERT_TRUE(!error);
EXPECT_EQ(((*a)[1][2]), 42.);
EXPECT_EQ((a[{2, 1}]), 42.);
}
// A helper function that will be called from the JIT
static void memrefMultiply(::StridedMemRefType<float, 2> *memref,
int32_t coefficient) {
for (float &elt : *memref)
elt *= coefficient;
}
TEST(NativeMemRefJit, JITCallback) {
constexpr int k = 2;
constexpr int m = 2;
int64_t shape[] = {k, m};
int64_t shapeAlloc[] = {k + 1, m + 1};
OwningMemRef<float, 2> a(shape, shapeAlloc);
int count = 1;
for (float &elt : *a)
elt = count++;
std::string moduleStr = R"mlir(
func private @callback(%arg0: memref<?x?xf32>, %coefficient: i32) attributes { llvm.emit_c_interface }
func @caller_for_callback(%arg0: memref<?x?xf32>, %coefficient: i32) attributes { llvm.emit_c_interface } {
%unranked = memref.cast %arg0: memref<?x?xf32> to memref<*xf32>
call @callback(%arg0, %coefficient) : (memref<?x?xf32>, i32) -> ()
return
}
)mlir";
DialectRegistry registry;
registerAllDialects(registry);
registerLLVMDialectTranslation(registry);
MLIRContext context(registry);
auto module = parseSourceString(moduleStr, &context);
ASSERT_TRUE(!!module);
ASSERT_TRUE(succeeded(lowerToLLVMDialect(*module)));
auto jitOrError = ExecutionEngine::create(*module);
ASSERT_TRUE(!!jitOrError);
auto jit = std::move(jitOrError.get());
// Define any extra symbols so they're available at runtime.
jit->registerSymbols([&](llvm::orc::MangleAndInterner interner) {
llvm::orc::SymbolMap symbolMap;
symbolMap[interner("_mlir_ciface_callback")] =
llvm::JITEvaluatedSymbol::fromPointer(memrefMultiply);
return symbolMap;
});
int32_t coefficient = 3.;
llvm::Error error = jit->invoke("caller_for_callback", &*a, coefficient);
ASSERT_TRUE(!error);
count = 1;
for (float elt : *a)
ASSERT_EQ(elt, coefficient * count++);
}
#endif // _WIN32