More on the pipeline pass

This commit is contained in:
Yan Da
2022-05-11 20:31:08 +08:00
parent 1a4fbed25b
commit d23d7b244c
4 changed files with 99 additions and 2 deletions

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@@ -3,7 +3,7 @@
include "mlir/Pass/PassBase.td"
def TritonGPUPipeline : Pass<"tritongpu-pipeline", "mlir::FuncOp"> {
def TritonGPUPipeline : Pass<"tritongpu-pipeline", "mlir::ModuleOp"> {
let summary = "pipeline";
let description = [{

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@@ -7,10 +7,102 @@ using namespace mlir;
#include "triton/Dialect/TritonGPU/Transforms/Passes.h.inc"
namespace {
class LoopPipeliner {
struct PipelineInfo {
triton::DotOp dotOp;
triton::LoadOp aLoadOp;
triton::LoadOp bLoadOp;
};
int numStages;
/// cache forOp we are working on
scf::ForOp forOp;
/// dot & loads
PipelineInfo info;
/// value (in loop) => value at stage N
DenseMap<Value, SmallVector<Value>> valueMapping;
void setStageValueMapping(Value origin, Value prefetched, int idx);
public:
LoopPipeliner(scf::ForOp forOp, int numStages)
: forOp(forOp), numStages(numStages) {}
/// Collect loop info. Return success if we can pipeline this loop
LogicalResult initialize();
///
void emitPrologue();
friend class PipelinePass;
};
/// A load instruction can be pipelined if:
/// - the pointer is a block argument (redefined inside the loop)
/// - the load has only a single use in a dot instruction
LogicalResult LoopPipeliner::initialize() {
Region &bodyRegion = forOp.getLoopBody();
assert(bodyRegion.hasOneBlock());
Block &loop = bodyRegion.front();
// TODO: can we use forOp.walk(...) here?
SmallVector<triton::DotOp, 2> dots;
for (Operation &op : loop) {
if (auto dotOp = dyn_cast<triton::DotOp>(&op)) {
dots.push_back(dotOp);
}
}
// Don't know what to do if we have more than 1 dots inside the loop
if (dots.size() != 1)
return failure();
triton::DotOp dotOp = dots[0];
// dot (cvt (load %ptr0)), (cvt (load %ptr1))
auto getDefinintLoad = [&](Value v) -> triton::LoadOp {
auto cvt = v.getDefiningOp<triton::gpu::ConvertLayoutOp>();
if (cvt) {
return cvt.src().getDefiningOp<triton::LoadOp>();
}
return nullptr;
};
auto aLoad = getDefinintLoad(dotOp.a());
auto bLoad = getDefinintLoad(dotOp.b());
// ptrs must be block args (phi nodes)
if (aLoad && bLoad) {
if (aLoad.ptr().isa<BlockArgument>() && bLoad.ptr().isa<BlockArgument>()) {
info.dotOp = dotOp; info.aLoadOp = aLoad; info.bLoadOp = bLoad;
return success();
}
}
return failure();
}
void LoopPipeliner::emitPrologue() {
OpBuilder builder(forOp);
//
}
// ref: mlir/lib/Dialect/SCF/Transforms/LoopPipelining.cpp
struct PipelinePass : public TritonGPUPipelineBase<PipelinePass> {
void runOnOperation() override {
getOperation()->walk([&](scf::ForOp forOp) {
// TODO: collect numStages from ModuleOp
int numStages = 2;
if (numStages <= 1)
return;
getOperation()->walk([&](scf::ForOp forOp) -> void {
LoopPipeliner pipeliner(forOp, numStages);
if (pipeliner.initialize().failed())
return;
llvm::errs() << "candidate for pipelining: " << pipeliner.info.dotOp
<< "\n";
// pipeliner.emitPrologue();
});
}
};

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@@ -16,6 +16,7 @@
#include "triton/Dialect/Triton/IR/Dialect.h"
#include "triton/Dialect/Triton/IR/Types.h"
#include "triton/Dialect/Triton/Transforms/Passes.h"
#include "triton/Dialect/TritonGPU/Transforms/Passes.h"
#include "llvm/IR/Module.h"
#include "llvm/IR/LegacyPassManager.h"
@@ -1340,6 +1341,9 @@ void init_triton_ir(py::module &&m) {
.def("add_convert_triton_to_tritongpu_pass", [](mlir::PassManager &self) {
self.addPass(mlir::triton::createConvertTritonToTritonGPUPass());
})
.def("add_tritongpu_pipeline_pass", [](mlir::PassManager &self) {
self.addPass(mlir::createTritonGPUPipelinePass());
})
;
}

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@@ -1314,6 +1314,7 @@ class JITFunction:
pm.add_triton_combine_pass()
pm.add_canonicalizer_pass()
pm.add_convert_triton_to_tritongpu_pass()
pm.add_tritongpu_pipeline_pass()
pm.run(mod)
return mod