more progress on the pipeline pass

This commit is contained in:
Yan Da
2022-05-13 21:32:35 +08:00
parent d23d7b244c
commit 978463ba39

View File

@@ -1,6 +1,15 @@
#include "triton/Dialect/TritonGPU/IR/Dialect.h"
#include "triton/Dialect/TritonGPU/Transforms/Passes.h"
//===----------------------------------------------------------------------===//
//
// This file implements loop software pipelining
// The implementation here is inspired by the pipeline pass in Triton 2.0 and
// SCF's LoopPipelining.
//
//===----------------------------------------------------------------------===//
using namespace mlir;
#define GEN_PASS_CLASSES
@@ -14,6 +23,9 @@ class LoopPipeliner {
triton::LoadOp bLoadOp;
};
/// comments on numStages:
/// [0, numStages-1) are in the prologue
/// numStages-1 is appended after the loop body
int numStages;
/// cache forOp we are working on
scf::ForOp forOp;
@@ -21,8 +33,16 @@ class LoopPipeliner {
PipelineInfo info;
/// value (in loop) => value at stage N
DenseMap<Value, SmallVector<Value>> valueMapping;
/// stage => loop condition
DenseMap<int, Value> loopConds;
void setStageValueMapping(Value origin, Value prefetched, int idx);
DenseSet<BlockArgument> depArgs;
DenseSet<Operation*> depOps;
void setValueMapping(Value origin, Value newValue, int stage);
/// collect values that v depends on and are defined inside the loop
void collectDeps(Value v);
public:
LoopPipeliner(scf::ForOp forOp, int numStages)
: forOp(forOp), numStages(numStages) {}
@@ -30,12 +50,32 @@ public:
/// Collect loop info. Return success if we can pipeline this loop
LogicalResult initialize();
///
///
void emitPrologue();
friend class PipelinePass;
};
// helpers
void LoopPipeliner::setValueMapping(Value origin, Value newValue, int stage) {
if (valueMapping.find(origin) == valueMapping.end())
valueMapping[origin] = SmallVector<Value>(numStages);
valueMapping[origin][stage] = newValue;
}
void LoopPipeliner::collectDeps(Value v) {
if (v.getParentRegion() != &forOp.getLoopBody())
return;
if (auto arg = v.dyn_cast<BlockArgument>())
depArgs.insert(arg);
else { // value
Operation *defOp = v.getDefiningOp();
depOps.insert(defOp);
for (Value op : defOp->getOperands())
collectDeps(op);
}
}
/// 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
@@ -72,6 +112,8 @@ LogicalResult LoopPipeliner::initialize() {
if (aLoad && bLoad) {
if (aLoad.ptr().isa<BlockArgument>() && bLoad.ptr().isa<BlockArgument>()) {
info.dotOp = dotOp; info.aLoadOp = aLoad; info.bLoadOp = bLoad;
collectDeps(dotOp.a());
collectDeps(dotOp.b());
return success();
}
}
@@ -80,8 +122,50 @@ LogicalResult LoopPipeliner::initialize() {
}
void LoopPipeliner::emitPrologue() {
// TODO: should we use rewriter here?
OpBuilder builder(forOp);
//
for (BlockArgument &arg : forOp.getRegionIterArgs()) {
OpOperand &operand = forOp.getOpOperandForRegionIterArg(arg);
setValueMapping(arg, operand.get(), 0);
}
// pro
Value iv = forOp.getInductionVar();
for (int stage = 0; stage < numStages - 1; ++stage) {
// special handling for induction variable as the increment is implicit
if (stage != 0)
iv = builder.create<arith::AddIOp>(iv.getLoc(), iv, forOp.getStep());
setValueMapping(forOp.getInductionVar(), iv, stage);
// special handling for loop condition as there is no condition in ForOp
Value loopCond = builder.create<arith::CmpIOp>(
iv.getLoc(), arith::CmpIPredicate::slt, iv, forOp.getUpperBound());
loopConds[stage] = loopCond;
// rematerialize peeled values
SmallVector<Operation*> orderedDeps;
for (Operation &op : forOp.getLoopBody().front())
if (depOps.contains(&op))
orderedDeps.push_back(&op);
assert(depOps.size() == orderedDeps.size() && "depOps contains invalid values");
for (Operation *op : orderedDeps) {
Operation *newOp = builder.clone(*op);
for (unsigned opIdx = 0; opIdx < op->getNumOperands(); ++opIdx) {
auto it = valueMapping.find(op->getOperand(opIdx));
if (it != valueMapping.end()) {
Value v = it->second[stage];
assert(v);
newOp->setOperand(opIdx, v);
} // else, op at opIdx is a loop-invariant value
}
// update mapping of results
for (unsigned dstIdx : llvm::seq(unsigned(0), op->getNumResults())) {
setValueMapping(op->getResult(dstIdx), newOp->getResult(dstIdx), stage);
// TODO: update mapping for loop-carried values (args)
}
}
}
}
// ref: mlir/lib/Dialect/SCF/Transforms/LoopPipelining.cpp
@@ -101,8 +185,16 @@ struct PipelinePass : public TritonGPUPipelineBase<PipelinePass> {
llvm::errs() << "candidate for pipelining: " << pipeliner.info.dotOp
<< "\n";
// pipeliner.emitPrologue();
// scf::ForOp newForOp = pipeliner.createNewForOp();
// // replace the original loop
// if (forOp->getNumResults() > 0)
// rewriter.replaceOp(forOp, newForOp->getResults());
// else
// rewriter.eraseOp(forOp);
});
}
};