add pim.vmm verifier and fix vmm lowering
reuse code for subviews
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@@ -10,6 +10,8 @@
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#include <cassert>
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#include "Conversion/ONNXToSpatial/Common/Common.hpp"
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#include "src/Accelerators/PIM/Common/IR/ShapeUtils.hpp"
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#include "src/Accelerators/PIM/Common/IR/SubviewUtils.hpp"
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#include "src/Accelerators/PIM/Common/IR/WeightUtils.hpp"
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#include "src/Accelerators/PIM/Compiler/PimBatchEmission.hpp"
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#include "src/Accelerators/PIM/Compiler/PimCodeGen.hpp"
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@@ -30,19 +32,6 @@ struct DenseWeightView {
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int64_t offset = 0;
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};
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SmallVector<int64_t> computeRowMajorStridesForShape(ArrayRef<int64_t> shape) {
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SmallVector<int64_t> strides(shape.size(), 1);
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for (int64_t index = static_cast<int64_t>(shape.size()) - 2; index >= 0; --index)
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strides[index] = strides[index + 1] * shape[index + 1];
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return strides;
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}
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bool allStaticSubviewParts(memref::SubViewOp subview) {
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return llvm::all_of(subview.getStaticOffsets(), [](int64_t value) { return !ShapedType::isDynamic(value); })
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&& llvm::all_of(subview.getStaticSizes(), [](int64_t value) { return !ShapedType::isDynamic(value); })
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&& llvm::all_of(subview.getStaticStrides(), [](int64_t value) { return !ShapedType::isDynamic(value); });
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}
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FailureOr<DenseWeightView> resolveDenseWeightView(ModuleOp moduleOp, mlir::Value weight) {
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SmallVector<memref::SubViewOp> subviews;
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mlir::Value current = weight;
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@@ -55,7 +44,7 @@ FailureOr<DenseWeightView> resolveDenseWeightView(ModuleOp moduleOp, mlir::Value
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if ((getGlobalOp = dyn_cast<memref::GetGlobalOp>(defOp)))
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break;
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if (auto subview = dyn_cast<memref::SubViewOp>(defOp)) {
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if (!allStaticSubviewParts(subview))
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if (!hasAllStaticSubviewParts(subview))
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return failure();
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subviews.push_back(subview);
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current = subview.getSource();
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@@ -79,7 +68,7 @@ FailureOr<DenseWeightView> resolveDenseWeightView(ModuleOp moduleOp, mlir::Value
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DenseWeightView view;
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view.denseAttr = denseAttr;
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view.shape.assign(denseAttr.getType().getShape().begin(), denseAttr.getType().getShape().end());
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view.strides = computeRowMajorStridesForShape(view.shape);
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view.strides = computeRowMajorStrides(view.shape);
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for (memref::SubViewOp subview : llvm::reverse(subviews)) {
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SmallVector<int64_t> nextStrides;
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