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[LLVMCPU] Add an additional level of tiling #19027

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Nov 12, 2024
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Original file line number Diff line number Diff line change
Expand Up @@ -2508,6 +2508,14 @@ static LogicalResult setRootConfig(mlir::FunctionOpInterface entryPointFn,
SmallVector<int64_t> distTileSizes =
getDefaultDistributedLevelTileSizes(op, DistributionHeuristicConfig{});
TileSizesListType tileSizes = {distTileSizes};
SmallVector<int64_t> vecTileSizes = distTileSizes;

// Add an extra level of tiling.
// TODO: Limit vector tile sizes for other TilingInterface ops.
if (auto linalgOp = dyn_cast<linalg::LinalgOp>(*op)) {
limitVectorTileSizes(linalgOp, vecTileSizes);
}
tileSizes.push_back(vecTileSizes);
return setOpConfigAndEntryPointFnTranslation(
entryPointFn, op, tileSizes, DispatchLoweringPassPipeline::CPUDefault);
}
Expand Down
Original file line number Diff line number Diff line change
Expand Up @@ -64,29 +64,20 @@ class LLVMCPULowerExecutableTargetPass
};
} // namespace

// TODO(dcaballe): We temporarily need this utility to retrieve a valid
// lowering config. We should be able to remove this once we have a lowering
// config attribute per op.
static FailureOr<LoweringConfigAttr>
getRootLoweringConfig(FunctionOpInterface funcOp) {
static FailureOr<TilingConfig>
getTilingConfigForPipeline(FunctionOpInterface funcOp) {
SmallVector<Operation *> computeOps = getComputeOps(funcOp);
// Check for self first.
FailureOr<Operation *> rootOp = getRootOperation(computeOps);
if (failed(rootOp) || !rootOp.value()) {
return failure();
}
auto rootLoweringConfig =
iree_compiler::getLoweringConfig<IREE::Codegen::LoweringConfigAttr>(
rootOp.value());
if (rootLoweringConfig) {
return rootLoweringConfig;
if (!rootLoweringConfig) {
return failure();
}

return failure();
}

static TilingConfig getTilingConfigForPipeline(FunctionOpInterface funcOp) {
auto maybeLoweringConfig = getRootLoweringConfig(funcOp);
assert(succeeded(maybeLoweringConfig) &&
"Pipeline requires a lowering config");
return TilingConfig(*maybeLoweringConfig);
return TilingConfig(rootLoweringConfig);
}

void LLVMCPULowerExecutableTargetPass::runOnOperation() {
Expand Down Expand Up @@ -122,42 +113,76 @@ void LLVMCPULowerExecutableTargetPass::runOnOperation() {
// No pipleline specified, nothing to do.
case IREE::Codegen::DispatchLoweringPassPipeline::None:
return;
case IREE::Codegen::DispatchLoweringPassPipeline::CPUDefault:
addCPUDefaultPassPipeline(pipeline);
case IREE::Codegen::DispatchLoweringPassPipeline::CPUDefault: {
auto maybeTilingConfig = getTilingConfigForPipeline(funcOp);
addCPUDefaultPassPipeline(pipeline, maybeTilingConfig);
break;
}
case IREE::Codegen::DispatchLoweringPassPipeline::
CPUBufferOpsTileAndVectorize: {
TilingConfig tilingConfig = getTilingConfigForPipeline(funcOp);
addCPUBufferOpsTileAndVectorizePipeline(pipeline, tilingConfig,
auto maybeTilingConfig = getTilingConfigForPipeline(funcOp);
if (failed(maybeTilingConfig)) {
funcOp.emitOpError("Tiling Config is necessary for "
"CPUBufferOpsTileAndVectorize pipeline.");
return signalPassFailure();
}
addCPUBufferOpsTileAndVectorizePipeline(pipeline, *maybeTilingConfig,
pipelineOpts);
break;
}
case IREE::Codegen::DispatchLoweringPassPipeline::CPUDoubleTilingExpert: {
TilingConfig tilingConfig = getTilingConfigForPipeline(funcOp);
addMultiTilingExpertPassPipeline(pipeline, tilingConfig, pipelineOpts);
auto maybeTilingConfig = getTilingConfigForPipeline(funcOp);
if (failed(maybeTilingConfig)) {
funcOp.emitOpError(
"Tiling Config is necessary for CPUDoubleTilingExpert pipeline.");
return signalPassFailure();
}
addMultiTilingExpertPassPipeline(pipeline, *maybeTilingConfig,
pipelineOpts);
break;
}
case IREE::Codegen::DispatchLoweringPassPipeline::
CPUConvTileAndDecomposeExpert: {
TilingConfig tilingConfig = getTilingConfigForPipeline(funcOp);
addConvTileAndDecomposeExpertPassPipeline(pipeline, tilingConfig,
auto maybeTilingConfig = getTilingConfigForPipeline(funcOp);
if (failed(maybeTilingConfig)) {
funcOp.emitOpError("Tiling Config is necessary for "
"CPUConvTileAndDecomposeExpert pipeline.");
return signalPassFailure();
}
addConvTileAndDecomposeExpertPassPipeline(pipeline, *maybeTilingConfig,
pipelineOpts);
break;
}
case IREE::Codegen::DispatchLoweringPassPipeline::Mmt4dTilingExpert: {
TilingConfig tilingConfig = getTilingConfigForPipeline(funcOp);
addMmt4dTilingExpertPassPipeline(pipeline, tilingConfig, pipelineOpts);
auto maybeTilingConfig = getTilingConfigForPipeline(funcOp);
if (failed(maybeTilingConfig)) {
funcOp.emitOpError(
"Tiling Config is necessary for Mmt4dTilingExpert pipeline.");
return signalPassFailure();
}
addMmt4dTilingExpertPassPipeline(pipeline, *maybeTilingConfig,
pipelineOpts);
break;
}
case IREE::Codegen::DispatchLoweringPassPipeline::CPUDataTiling: {
TilingConfig tilingConfig = getTilingConfigForPipeline(funcOp);
addCPUDataTilingPipeline(pipeline, tilingConfig, pipelineOpts);
auto maybeTilingConfig = getTilingConfigForPipeline(funcOp);
if (failed(maybeTilingConfig)) {
funcOp.emitOpError(
"Tiling Config is necessary for CPUDataTiling pipeline.");
return signalPassFailure();
}
addCPUDataTilingPipeline(pipeline, *maybeTilingConfig, pipelineOpts);
break;
}
case IREE::Codegen::DispatchLoweringPassPipeline::
CPULinalgExtTileAndVectorize: {
TilingConfig tilingConfig = getTilingConfigForPipeline(funcOp);
addCPULinalgExtTileAndVectorizePipeline(pipeline, tilingConfig,
auto maybeTilingConfig = getTilingConfigForPipeline(funcOp);
if (failed(maybeTilingConfig)) {
funcOp.emitOpError("Tiling Config is necessary for "
"CPULinalgExtTileAndVectorize pipeline.");
return signalPassFailure();
}
addCPULinalgExtTileAndVectorizePipeline(pipeline, *maybeTilingConfig,
pipelineOpts);
break;
}
Expand Down
10 changes: 8 additions & 2 deletions compiler/src/iree/compiler/Codegen/LLVMCPU/Passes.cpp
Original file line number Diff line number Diff line change
Expand Up @@ -653,8 +653,14 @@ void addCPULinalgExtTileAndVectorizePipeline(
}
}

void addCPUDefaultPassPipeline(OpPassManager &funcPassManager) {
addTileAndDistributePasses(funcPassManager);
void addCPUDefaultPassPipeline(OpPassManager &funcPassManager,
FailureOr<TilingConfig> &tilingConfig) {
if (succeeded(tilingConfig) &&
tilingConfig.value().getNumTilingLevels() > 1) {
addTileAndDistributePasses(funcPassManager);
funcPassManager.addPass(createLLVMCPUTileAndFusePass(
tilingConfig.value().getVectorCommonParallelLevel()));
}
addCPUBufferizePasses(funcPassManager);
}

Expand Down
9 changes: 5 additions & 4 deletions compiler/src/iree/compiler/Codegen/LLVMCPU/Passes.h
Original file line number Diff line number Diff line change
Expand Up @@ -96,10 +96,11 @@ void addCPULinalgExtTileAndVectorizePipeline(
OpPassManager &funcPassManager, TilingConfig &tilingConfig,
LLVMCPUPipelineOptions &pipelineOpt);

/// Populates the passes to lower to scalars operations for linalg based
/// code-generation. This pipeline does not vectorize, but instead just
/// converts to memrefs
void addCPUDefaultPassPipeline(OpPassManager &funcPassManager);
/// Populates the passes to lower scalars and unknown tensor op (i.e. linalg op
/// that is not specialized by any pipeline). Adds an additional level of tiling
/// and converts to memrefs.
void addCPUDefaultPassPipeline(OpPassManager &funcPassManager,
FailureOr<TilingConfig> &tilingConfig);

void addConvTileAndDecomposeExpertPassPipeline(
OpPassManager &funcPassManager, TilingConfig &tilingConfig,
Expand Down
Original file line number Diff line number Diff line change
Expand Up @@ -1943,3 +1943,18 @@ module {
// CHECK: iree_linalg_ext.custom_op
// CHECK-SAME: lowering_config = #[[CONFIG]]
// CHECK-NOT: lowering_config

// -----

// Test additional level of tiling in the CPUDefault pipeline. linalg.quantized_matmul doesn't have specialized pipeline
// since, it gets decomposed to matmul that has specialized pipeline.
#executable_target_embedded_elf_x86_64_ = #hal.executable.target<"llvm-cpu", "embedded-elf-x86_64", {cpu_features = "+avx512f", data_layout = "e-m:e-p270:32:32-p271:32:32-p272:64:64-i64:64-f80:128-n8:16:32:64-S128", native_vector_size = 16 : index, target_triple = "x86_64-none-elf"}>
func.func @test_tiling_cpu_default(%arg0: tensor<256x256xi8>, %arg1: tensor<256x256xi8>, %arg2: i32, %arg3: i32, %arg4: tensor<256x256xi32>) -> tensor<256x256xi32> attributes {hal.executable.target = #executable_target_embedded_elf_x86_64_} {
%0 = linalg.quantized_matmul ins(%arg0, %arg1, %arg2, %arg3 : tensor<256x256xi8>, tensor<256x256xi8>, i32, i32) outs(%arg4 : tensor<256x256xi32>) -> tensor<256x256xi32>
return %0 : tensor<256x256xi32>
}
// CHECK-DAG: #[[CONFIG0:.+]] = #iree_codegen.lowering_config<tile_sizes = {{\[}}[64, 64, 0], [4, 64, 0]]>
// CHECK-DAG: #[[TRANSLATION_INFO]] = #iree_codegen.translation_info<CPUDefault>
// CHECK: func @test_tiling_cpu_default(
// CHECK-SAME: translation_info = #[[TRANSLATION_INFO]]
// CHECK: linalg.quantized_matmul {lowering_config = #[[CONFIG0]]}
Original file line number Diff line number Diff line change
Expand Up @@ -547,14 +547,6 @@ isFusableWithConsumer(OpOperand &fusedOperand,
return false;
}

// TODO: Enable grouped convolution and depth wise pooling fusion.
// Rightnow, this is going through the default CPU pipeline and not through
// CONVTilingExpert.
if (isa<linalg::Conv2DNgchwFgchwOp, linalg::Conv2DNgchwGfchwOp,
linalg::PoolingNdhwcSumOp>(producer)) {
return false;
}

auto producerFusionOp =
dyn_cast<IREE::LinalgExt::LinalgFusionOpInterface>(producer);
auto consumerFusionOp =
Expand Down
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