| // Copyright 2020 Google LLC |
| // |
| // 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 |
| // |
| // https://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. |
| |
| #include "iree/compiler/Conversion/HLOToLinalg/Passes.h" |
| |
| #include "iree/compiler/Conversion/Common/Attributes.h" |
| #include "iree/compiler/Conversion/Common/Passes.h" |
| #include "iree/compiler/Conversion/HLOToHLO/Passes.h" |
| #include "iree/compiler/Conversion/LinalgToLLVM/Passes.h" |
| #include "iree/compiler/Dialect/Shape/Transforms/Passes.h" |
| #include "mlir/Conversion/SCFToStandard/SCFToStandard.h" |
| #include "mlir/Dialect/Linalg/Passes.h" |
| #include "mlir/Dialect/StandardOps/Transforms/Passes.h" |
| #include "mlir/Pass/PassManager.h" |
| #include "mlir/Transforms/Passes.h" |
| |
| namespace mlir { |
| namespace iree_compiler { |
| |
| void addLinalgToLLVMPasses(OpPassManager &passManager, |
| LLVMCodegenOptions options) { |
| OpPassManager &nestedModulePM = passManager.nest<ModuleOp>(); |
| nestedModulePM.addNestedPass<FuncOp>(createCanonicalizerPass()); |
| nestedModulePM.addNestedPass<FuncOp>( |
| createLinalgTileAndVectorizeWorkgroupsPass()); |
| |
| nestedModulePM.addNestedPass<FuncOp>(createPlanConvLoopOrderPass()); |
| |
| // Linalg -> SCF |
| nestedModulePM.addNestedPass<FuncOp>(createConvertLinalgToLoopsPass()); |
| nestedModulePM.addNestedPass<FuncOp>(createCanonicalizerPass()); |
| nestedModulePM.addNestedPass<FuncOp>(createCSEPass()); |
| |
| // SCF -> STD |
| nestedModulePM.addNestedPass<FuncOp>(createLowerToCFGPass()); |
| nestedModulePM.addNestedPass<FuncOp>(createCanonicalizerPass()); |
| nestedModulePM.addNestedPass<FuncOp>(createCSEPass()); |
| |
| // Handled tensor-type constants. |
| nestedModulePM.addPass(createTensorConstantBufferizePass()); |
| nestedModulePM.addPass(createFoldTensorExtractOpPass()); |
| |
| // (HAL, IREE, Linalg, STD) -> LLVM |
| nestedModulePM.addPass(createConvertToLLVMPass(options)); |
| |
| nestedModulePM.addPass(createCanonicalizerPass()); |
| nestedModulePM.addPass(createCSEPass()); |
| } |
| |
| void buildLLVMTransformPassPipeline(OpPassManager &passManager, |
| LLVMCodegenOptions options) { |
| if (options.usingLinalgOnTensors) { |
| passManager.addPass(createMaterializeCPULaunchConfigurationPass()); |
| OpPassManager &nestedModulePM = passManager.nest<ModuleOp>(); |
| // TODO(ataei): We want to enable when tensor -> vector pass is fully |
| // supported which requires first moving vector-tiling before this step. |
| if (options.useLinalgOnTensorsToVectors) { |
| nestedModulePM.addNestedPass<FuncOp>(createLinalgVectorizePass()); |
| } |
| // Use stack allocation on CPU side. |
| WorkgroupMemoryAllocationFn allocationFn = |
| [](OpBuilder &builder, Location loc, ArrayRef<int64_t> staticShape, |
| Type elementType, ArrayRef<Value> dynamicSizes) { |
| MemRefType allocType = MemRefType::get(staticShape, elementType); |
| return builder.create<memref::AllocaOp>(loc, allocType, dynamicSizes); |
| }; |
| addLinalgBufferizePasses(nestedModulePM, allocationFn); |
| nestedModulePM.addPass(createPromoteBuffersToStackPass(1 << 10, 64, 10)); |
| } else { |
| // Distribute linalg op among a 3d grid of parallel threads. Tile each |
| // workgroup thread memory then vectorize the linalg op. |
| OpPassManager &nestedModulePM = passManager.nest<ModuleOp>(); |
| nestedModulePM.addPass(createInlinerPass()); |
| passManager.addPass(createLinalgTileAndDistributePass()); |
| // Propagates dynamic shapes computation on tensors. |
| nestedModulePM.addNestedPass<FuncOp>(Shape::createTieDynamicShapesPass()); |
| nestedModulePM.addNestedPass<FuncOp>( |
| Shape::createMaterializeShapeCalculationsPass()); |
| nestedModulePM.addNestedPass<FuncOp>( |
| Shape::createHoistShapeCalculationsPass()); |
| nestedModulePM.addNestedPass<FuncOp>(createConvert1x1ConvToDotPass()); |
| nestedModulePM.addNestedPass<FuncOp>(createDecomposeHLOClampPass()); |
| addHLOToLinalgOnBuffersPasses(nestedModulePM); |
| } |
| // Linalg -> LLVM passes. |
| addLinalgToLLVMPasses(passManager, options); |
| } |
| |
| static PassPipelineRegistration<> linalgLLVMVPipeline( |
| "iree-codegen-linalg-to-llvm-pipeline", |
| "Runs the progressive lowering pipeline from Linalg to LLVM", |
| [](OpPassManager &passManager) { |
| buildLLVMTransformPassPipeline(passManager, |
| getLLVMCodegenOptionsFromClOptions()); |
| }); |
| |
| static PassPipelineRegistration<> hloToLinalgLLVMVPipeline( |
| "iree-codegen-hlo-to-llvm-pipeline", |
| "Runs the progressive lowering pipeline from XLA HLO to Linalg to LLVM", |
| [](OpPassManager &passManager) { |
| buildLLVMTransformPassPipeline(passManager, |
| getLLVMCodegenOptionsFromClOptions()); |
| }); |
| |
| } // namespace iree_compiler |
| } // namespace mlir |