//***************************************************************************** // Copyright 2017-2020 Intel Corporation // // Licensed under the Apache License, Version 2.0 (the "License"); // you may not use this file except in compliance with the License. // You may obtain a copy of the License at // // http://www.apache.org/licenses/LICENSE-2.0 // // Unless required by applicable law or agreed to in writing, software // distributed under the License is distributed on an "AS IS" BASIS, // WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. // See the License for the specific language governing permissions and // limitations under the License. //***************************************************************************** // ops tests for nGraph MLIR dialect // Test certain invariants about #include "gtest/gtest.h" #include "contrib/mlir/core/ngraph_dialect/dialect.hpp" #include "contrib/mlir/core/ngraph_dialect/ops.hpp" #include "contrib/mlir/core/ngraph_dialect/type.hpp" #include "contrib/mlir/utils.hpp" #include "mlir/IR/Builders.h" #include "mlir/IR/Module.h" #include "mlir/IR/OperationSupport.h" #include "mlir/IR/StandardTypes.h" using namespace mlir; OpBuilder createBuilder(MLIRContext* context) { auto module = ModuleOp::create(UnknownLoc::get(context)); auto funcType = FunctionType::get({}, {}, context); auto function = FuncOp::create(UnknownLoc::get(context), "main", funcType); function.addEntryBlock(); OpBuilder builder(function.getBody()); return builder; } TEST(MLIR, op_version_interface) { MLIRContext context; llvm::SmallVector<mlir::Type, 1> resultTypes; OpBuilder builder(&context); resultTypes.push_back( mlir::NGTensorType::get(&context, mlir::NGFloatType::getF16(&context), {2, 2})); auto operation = Operation::create(mlir::UnknownLoc::get(&context), OperationName("ng.gather", &context), resultTypes, llvm::None, llvm::None, llvm::None, 0, false); EXPECT_TRUE(llvm::dyn_cast<OpVersion0>(operation) != nullptr); EXPECT_TRUE(llvm::dyn_cast<OpVersion1>(operation) == nullptr); } TEST(MLIR, fused_ops_interface) { MLIRContext context; llvm::SmallVector<mlir::Type, 1> resultTypes; OpBuilder builder(&context); resultTypes.push_back( mlir::NGTensorType::get(&context, mlir::NGFloatType::getF16(&context), {2, 2})); auto operation = Operation::create(mlir::UnknownLoc::get(&context), OperationName("ng.squeeze", &context), resultTypes, llvm::None, llvm::None, llvm::None, 0, false); EXPECT_TRUE(llvm::dyn_cast<FusedOp>(operation) != nullptr); if (auto fusedOp = llvm::dyn_cast<FusedOp>(operation)) { fusedOp.decompose(); } } TEST(MLIR, ops_attributes) { MLIRContext context; auto resultType = mlir::NGTensorType::get(&context, mlir::NGFloatType::getF16(&context), {2, 2}); auto builder = createBuilder(&context); auto def = builder.create<NGConstantOp>(UnknownLoc::get(&context), resultType, builder.getI64ArrayAttr({2, 3, 4}), builder.getF32ArrayAttr({1.0, 2.3, 5.6})); auto operation = builder .create<NGAvgPoolOp>( UnknownLoc::get(&context), resultType, def.getResult(), // arg builder.getI64ArrayAttr({2, 3, 4}), // windowShape builder.getI64ArrayAttr({2, 3, 4}), // windowMovementStrides builder.getI64ArrayAttr({0, 0, 0}), // padBelow builder.getI64ArrayAttr({0, 0, 0}), // padAbove builder.getBoolAttr(false), // includePadding builder.getI64IntegerAttr(static_cast<int64_t>(MLIRPadType::SAME_LOWER)), // padType builder.getBoolAttr(false)) // ceilMode .getOperation(); auto avgPool = cast<NGAvgPoolOp>(operation); auto padType = avgPool.padType(); EXPECT_TRUE(padType == MLIRPadType::SAME_LOWER); operation = builder .create<NGAvgPoolOp>(UnknownLoc::get(&context), resultType, def.getResult(), // arg builder.getI64ArrayAttr({2, 3, 4}), // windowShape builder.getI64ArrayAttr({2, 3, 4}), // windowMovementStrides builder.getI64ArrayAttr({0, 0, 0}), // padBelow builder.getI64ArrayAttr({0, 0, 0}), // padAbove builder.getBoolAttr(false)) // includePadding .getOperation(); avgPool = cast<NGAvgPoolOp>(operation); padType = avgPool.padType(); EXPECT_TRUE(padType == MLIRPadType::EXPLICIT); auto ceilMode = avgPool.ceilMode(); EXPECT_TRUE(ceilMode == false); }