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[SplitLogicalObjectFifos] Add support for dma tranposed on the target side #850

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[SplitLogicalObjectFifos] Add support for dma tranposed on the target side #850

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[SplitLogicalObjectFifos] Add support for dma tranposed on the target…
yzhang93 Oct 18, 2024
ba84c06
Remove input option
yzhang93 Oct 22, 2024
df7093a
Address comments
yzhang93 Oct 23, 2024
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95 changes: 65 additions & 30 deletions ...ler/plugins/target/AMD-AIE/iree-amd-aie/Transforms/AMDAIELogicalObjFifoSplittingUtils.cpp
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Original file line number Diff line number Diff line change
Expand Up @@ -269,17 +269,6 @@ static LogicalResult checkWhetherSplitIsPossible(
fetchL3ToL2DmaCpyNdOp(l2ToL1DmaOps[0]);
if (failed(maybeL3ToL2DmaOp)) return failure();
AMDAIE::DmaCpyNdOp l3ToL2DmaOp = maybeL3ToL2DmaOp.value();
if ((l3ToL2DmaOp.getTargetMixedOffsets().size() !=
l3ToL2DmaOp.getSourceMixedOffsets().size()) ||
(l3ToL2DmaOp.getTargetMixedSizes().size() !=
l3ToL2DmaOp.getSourceMixedSizes().size()) ||
(l3ToL2DmaOp.getTargetMixedStrides().size() !=
l3ToL2DmaOp.getSourceMixedStrides().size())) {
LLVM_DEBUG(llvm::dbgs() << "dimensionality of source and target's "
"offset/size/stride found different for "
<< l3ToL2DmaOp << "\n");
return failure();
}

SmallVector<OpFoldResult, 4> staticL2AsTargetSizes =
l3ToL2DmaOp.getTargetMixedSizes();
Expand Down Expand Up @@ -353,39 +342,80 @@ LogicalResult splitLogicalObjectFifos(
toBeErased.insert(sourceAllocOp);
toBeErased.insert(sourceObjectFifo);

SmallVector<OpFoldResult, 4> staticL2AsTargetOffsets =
SmallVector<OpFoldResult> staticL2AsTargetOffsets =
l3ToL2DmaOp.getTargetMixedOffsets();
SmallVector<OpFoldResult, 4> staticL2AsTargetSizes =
SmallVector<OpFoldResult> staticL2AsTargetSizes =
l3ToL2DmaOp.getTargetMixedSizes();
SmallVector<OpFoldResult, 4> staticL3AsSourceOffsets =
SmallVector<OpFoldResult> staticL3AsSourceOffsets =
l3ToL2DmaOp.getSourceMixedOffsets();
SmallVector<OpFoldResult, 4> staticL3AsSourceSizes =
SmallVector<OpFoldResult> staticL3AsSourceSizes =
l3ToL2DmaOp.getSourceMixedSizes();

LogicalObjectFifoFromMemrefOp l2TargetObjectFifo =
l3ToL2DmaOp.getTargetObjectFifo();
ArrayRef<int64_t> l2TargetShape =
l2TargetObjectFifo.getMemrefType().getShape();
if (l2TargetShape.size() != staticL2AsTargetSizes.size()) {
LLVM_DEBUG(llvm::dbgs() << "L2 target size should be the same");
return failure();
}

// Check if the L3->L2 dma is transposed on the target side.
bool dmaTransposeOnSource = true;
for (auto [s1, s2] : llvm::zip_equal(l2TargetShape, staticL2AsTargetSizes)) {
if (s1 != getConstantIntValue(s2)) {
dmaTransposeOnSource = false;
}
}

OpFoldResult zeroVal = getAsIndexOpFoldResult(context, 0);
OpFoldResult oneVal = getAsIndexOpFoldResult(context, 1);
// Update split dimensions' offset/size for L2 as target and L3 as source. We
// can afford to do this here because it's going to be the same for all L3->L2
// splits. Here we are setting offset = 0 and size = 1.
for (size_t dim : splitDimsForL2) {
staticL2AsTargetOffsets[dim] = zeroVal;
staticL2AsTargetSizes[dim] = oneVal;
staticL3AsSourceOffsets[dim] = zeroVal;
staticL3AsSourceSizes[dim] = oneVal;

if (dmaTransposeOnSource) {
// Update split dimensions' offset/size for L2 as target and L3 as source.
// We can afford to do this here because it's going to be the same for all
// L3->L2 splits. Here we are setting offset = 0 and size = 1.
for (size_t dim : splitDimsForL2) {
staticL2AsTargetOffsets[dim] = zeroVal;
staticL2AsTargetSizes[dim] = oneVal;
staticL3AsSourceOffsets[dim] = zeroVal;
staticL3AsSourceSizes[dim] = oneVal;
}
} else {
// The L2 target side has transposed dimensions, while the L3 source side
// data are continuous and doesn't have "nonSplitDim".
// Hardcoded the transposed dimensions for now.
const SmallVector<size_t> transposeDim = {0, 2, 1, 3};
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Since we have added a check earlier : if (l2TargetShape.size() != staticL2AsTargetSizes.size()) , I'd rather we infer even the dimensions where transpose has taken place inside the loop for (auto [s1, s2] : llvm::zip_equal(l2TargetShape, staticL2AsTargetSizes)) itself and get rid of this hardcoding.

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@yzhang93 yzhang93 Oct 23, 2024 •
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Well, now I think there could be issues if we blindly compare values. There could be dimensions that have same values, e.g, [2, 32, 32, 32] -> [2, 32, 32, 32] after transposing dim 1 and 2. Then there's no way to tell which dma dimensions are transposed.

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Oh okay. That makes sense. Thanks for the explanation.

for (size_t dim : splitDimsForL2) {
staticL2AsTargetOffsets[transposeDim[dim]] = zeroVal;
staticL2AsTargetSizes[transposeDim[dim]] = oneVal;
}
// Modify the L3 source sizes to match the new L2 target sizes.
for (auto &&[splitDim, nonSplitdim] :
llvm::zip_equal(splitDimsForL2, nonSplitDimsForL2)) {
staticL3AsSourceSizes[splitDim] =
staticL2AsTargetSizes[transposeDim[nonSplitdim]];
}
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}

// Traverse each L2->L1 DmaCpyNd op and split them.
for (AMDAIE::DmaCpyNdOp l2ToL1DmaOp : l2ToL1DmaOps) {
SmallVector<OpFoldResult, 6> staticL2AsSourceOffsets =
SmallVector<OpFoldResult> staticL2AsSourceOffsets =
l2ToL1DmaOp.getSourceMixedOffsets();
SmallVector<OpFoldResult, 6> staticL2AsSourceSizes =
SmallVector<OpFoldResult> staticL2AsSourceSizes =
l2ToL1DmaOp.getSourceMixedSizes();

// Now we'll create a new L2 buffer based on the new shape inferred earlier
// via `staticL2AsTargetSizes`.
LogicalObjectFifoFromMemrefOp oldL2ObjectFifo =
l2ToL1DmaOp.getSourceObjectFifo();
AMDAIE::LogicalObjectFifoFromMemrefOp source = createNewLogicalObjectFifo(
rewriter, oldL2ObjectFifo, staticL2AsTargetSizes);

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// If the dma transpose is on the source(target) side, then the L2
// target(source) side has the sizes in order.
SmallVector<OpFoldResult> newL2Sizes =
dmaTransposeOnSource ? staticL2AsTargetSizes : staticL2AsSourceSizes;
AMDAIE::LogicalObjectFifoFromMemrefOp source =
createNewLogicalObjectFifo(rewriter, oldL2ObjectFifo, newL2Sizes);

// --------------------------------------------
// ---------- L3 -> L2 splitting --------------
Expand All @@ -404,15 +434,19 @@ LogicalResult splitLogicalObjectFifos(
<< splitDim;
}
std::optional<int64_t> constantSize =
getConstantIntValue(staticL2AsTargetSizes[nonSplitdim]);
getConstantIntValue(newL2Sizes[nonSplitdim]);
if (!constantSize) {
return l3ToL2DmaOp->emitOpError()
<< "found a non-constant value for target size at dim "
<< nonSplitdim;
}
int64_t offsetToAdd = constantOffset.value() * constantSize.value();

// If the dma transpose is on the target side, L3 source side data are
// continuous and doesn't have "nonSplitDim".
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size_t dim = dmaTransposeOnSource ? nonSplitdim : splitDim;
FailureOr<OpFoldResult> newOffset = updateL3SourceOffset(
rewriter, staticL3AsSourceOffsets[nonSplitdim], offsetToAdd, context);
rewriter, staticL3AsSourceOffsets[dim], offsetToAdd, context);
if (failed(newOffset)) {
// TODO: Ideally we should be able to handle even +, -, *, /, etc.
// But handle this later (if at all!) as such cases might not
Expand All @@ -421,8 +455,9 @@ LogicalResult splitLogicalObjectFifos(
<< "Unhandled expression for source offset at dim "
<< nonSplitdim;
}
staticL3AsSourceOffsets[nonSplitdim] = *newOffset;
staticL3AsSourceOffsets[dim] = *newOffset;
}

// Create new L3 -> L2 Dma Op.
rewriter.setInsertionPoint(l3ToL2DmaOp);
rewriter.create<AMDAIE::DmaCpyNdOp>(
Expand Down
15 changes: 9 additions & 6 deletions compiler/plugins/target/AMD-AIE/iree-amd-aie/Transforms/Passes.cpp
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Original file line number Diff line number Diff line change
Expand Up @@ -556,12 +556,14 @@ void addAMDAIEObjectFifoLoweringPasses(OpPassManager &passManager,
// cause 'aie.dma_bd' error, so for now keep using transpose on source for
// both pack and unpack ops.
// TODO(vivian): explore the other options for conv ops.
AMDAIEConvertToDmaOptions dmaOptions;
dmaOptions.packTransposeOnSource =
(useTilePipeline == TilePassPipeline::ConvDecomposePipeline) ? true
: false;
dmaOptions.unpackTransposeOnSource = true;
passManager.addPass(createAMDAIEConvertToDmaPass(dmaOptions));
{
AMDAIEConvertToDmaOptions dmaOptions;
dmaOptions.packTransposeOnSource =
(useTilePipeline == TilePassPipeline::ConvDecomposePipeline) ? true
: false;
dmaOptions.unpackTransposeOnSource = true;
passManager.addPass(createAMDAIEConvertToDmaPass(dmaOptions));
}

passManager.addPass(createAMDAIENormalizeLoopBoundsPass());
passManager.addPass(createAMDAIEInsertCoresPass());
Expand All @@ -571,6 +573,7 @@ void addAMDAIEObjectFifoLoweringPasses(OpPassManager &passManager,
passManager.addPass(createAMDAIEDistributeCoresAndObjectFifosPass());
passManager.addPass(createCSEPass());
passManager.addPass(createCanonicalizerPass());

passManager.addPass(createAMDAIESplitLogicalObjFifosForConnectionReusePass());
passManager.addPass(createCSEPass());
passManager.addPass(createCanonicalizerPass());
Expand Down
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