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Differential D122055

[mlir][sparse] Adding Action::kSparseToSparse for @newSparseTensor
ClosedPublic

Authored by wrengr on Mar 18 2022, 8:00 PM.

Details

Reviewers
aartbik
bixia
penpornk
Commits
rGdf948127ac18: [mlir][sparse] Adding Action::kSparseToSparse for @newSparseTensor
Summary

This is work towards: https://github.com/llvm/llvm-project/issues/51652

This differential doesn't yet make use of the new kSparseToSparse, just introduces it. The differential that finally makes use of them is D122061, which is the final differential in the chain that fixes bug 51652.

Depends On D122054

Diff Detail

Event Timeline

wrengr created this revision.Mar 18 2022, 8:00 PM
Herald added a project: Restricted Project. · View Herald TranscriptMar 18 2022, 8:00 PM
Herald added subscribers: sdasgup3, wenzhicui, Chia-hungDuan and 17 others. · View Herald Transcript
wrengr requested review of this revision.Mar 18 2022, 8:00 PM
Herald added a project: Restricted Project. · View Herald TranscriptMar 18 2022, 8:00 PM
Herald added subscribers: stephenneuendorffer, nicolasvasilache. · View Herald Transcript
wrengr added a child revision: D122056: [mlir][sparse] Adding {pointer,index}OverheadTypeEncoding.Mar 18 2022, 8:02 PM
Harbormaster completed remote builds in B155163: Diff 416656.Mar 18 2022, 8:20 PM
wrengr edited the summary of this revision. (Show Details)Mar 21 2022, 1:24 PM
aartbik accepted this revision.Mar 21 2022, 3:43 PM

Our CASE macro asserts in the else branch on expected enum, so this change is safe and good go.

This revision is now accepted and ready to land.Mar 21 2022, 3:43 PM
wrengr removed a child revision: D122056: [mlir][sparse] Adding {pointer,index}OverheadTypeEncoding.Mar 21 2022, 4:49 PM
wrengr updated this revision to Diff 417162.Mar 21 2022, 7:09 PM

rebasing for changes to D122054

Harbormaster completed remote builds in B155541: Diff 417162.Mar 21 2022, 7:35 PM
wrengr updated this revision to Diff 417384.Mar 22 2022, 1:24 PM

rebase

Harbormaster completed remote builds in B155688: Diff 417384.Mar 22 2022, 1:45 PM
Closed by commit rGdf948127ac18: [mlir][sparse] Adding Action::kSparseToSparse for @newSparseTensor (authored by wrengr). · Explain WhyMar 22 2022, 1:47 PM
This revision was automatically updated to reflect the committed changes.
wrengr added a commit: rGdf948127ac18: [mlir][sparse] Adding Action::kSparseToSparse for @newSparseTensor.

Revision Contents

PathSize
mlir/
include/
mlir/
ExecutionEngine/
7 lines
test/
Dialect/
SparseTensor/
14 lines

Diff 416656

mlir/include/mlir/ExecutionEngine/SparseTensorUtils.h

Show First 20 Lines • Show All 44 Lines • ▼ Show 20 Linesenum class PrimaryType : uint32_t {
kI8 = 6 kI8 = 6
}; };
/// The actions performed by @newSparseTensor. /// The actions performed by @newSparseTensor.
enum class Action : uint32_t { enum class Action : uint32_t {
kEmpty = 0, kEmpty = 0,
kFromFile = 1, kFromFile = 1,
kFromCOO = 2, kFromCOO = 2,
kEmptyCOO = 3, kSparseToSparse = 3,
kToCOO = 4, kEmptyCOO = 4,
kToIterator = 5 kToCOO = 5,
kToIterator = 6
}; };
/// This enum mimics `SparseTensorEncodingAttr::DimLevelType` for /// This enum mimics `SparseTensorEncodingAttr::DimLevelType` for
/// breaking dependency cycles. `SparseTensorEncodingAttr::DimLevelType` /// breaking dependency cycles. `SparseTensorEncodingAttr::DimLevelType`
/// is the source of truth and this enum should be kept consistent with it. /// is the source of truth and this enum should be kept consistent with it.
enum class DimLevelType : uint8_t { enum class DimLevelType : uint8_t {
kDense = 0, kDense = 0,
kCompressed = 1, kCompressed = 1,
kSingleton = 2 kSingleton = 2
}; };
} // extern "C" } // extern "C"
#endif // MLIR_EXECUTIONENGINE_SPARSETENSORUTILS_H_ #endif // MLIR_EXECUTIONENGINE_SPARSETENSORUTILS_H_

mlir/test/Dialect/SparseTensor/conversion_sparse2dense.mlir

Show All 23 Lines
// CHECK-DAG: %[[SizesS:.*]] = memref.alloca() : memref<1xindex> // CHECK-DAG: %[[SizesS:.*]] = memref.alloca() : memref<1xindex>
// CHECK-DAG: %[[SizesD:.*]] = memref.cast %[[SizesS]] : memref<1xindex> to memref<?xindex> // CHECK-DAG: %[[SizesD:.*]] = memref.cast %[[SizesS]] : memref<1xindex> to memref<?xindex>
// CHECK-DAG: memref.store %[[I13]], %[[SizesS]][%[[I0]]] : memref<1xindex> // CHECK-DAG: memref.store %[[I13]], %[[SizesS]][%[[I0]]] : memref<1xindex>
// CHECK-DAG: %[[PermS:.*]] = memref.alloca() : memref<1xindex> // CHECK-DAG: %[[PermS:.*]] = memref.alloca() : memref<1xindex>
// CHECK-DAG: %[[PermD:.*]] = memref.cast %[[PermS]] : memref<1xindex> to memref<?xindex> // CHECK-DAG: %[[PermD:.*]] = memref.cast %[[PermS]] : memref<1xindex> to memref<?xindex>
// CHECK-DAG: memref.store %[[I0]], %[[PermS]][%[[I0]]] : memref<1xindex> // CHECK-DAG: memref.store %[[I0]], %[[PermS]][%[[I0]]] : memref<1xindex>
// CHECK-DAG: %[[zeroI32:.*]] = arith.constant 0 : i32 // CHECK-DAG: %[[zeroI32:.*]] = arith.constant 0 : i32
// CHECK-DAG: %[[ElemTp:.*]] = arith.constant 4 : i32 // CHECK-DAG: %[[ElemTp:.*]] = arith.constant 4 : i32
// CHECK-DAG: %[[ActionToIter:.*]] = arith.constant 5 : i32 // CHECK-DAG: %[[ActionToIter:.*]] = arith.constant 6 : i32
// CHECK-DAG: %[[Iter:.*]] = call @newSparseTensor(%[[AttrsD]], %[[SizesD]], %[[PermD]], %[[zeroI32]], %[[zeroI32]], %[[ElemTp]], %[[ActionToIter]], %[[Arg]]) : (memref<?xi8>, memref<?xindex>, memref<?xindex>, i32, i32, i32, i32, !llvm.ptr<i8>) -> !llvm.ptr<i8> // CHECK-DAG: %[[Iter:.*]] = call @newSparseTensor(%[[AttrsD]], %[[SizesD]], %[[PermD]], %[[zeroI32]], %[[zeroI32]], %[[ElemTp]], %[[ActionToIter]], %[[Arg]]) : (memref<?xi8>, memref<?xindex>, memref<?xindex>, i32, i32, i32, i32, !llvm.ptr<i8>) -> !llvm.ptr<i8>
// CHECK-DAG: %[[IndS:.*]] = memref.alloca() : memref<1xindex> // CHECK-DAG: %[[IndS:.*]] = memref.alloca() : memref<1xindex>
// CHECK-DAG: %[[IndD:.*]] = memref.cast %[[IndS]] : memref<1xindex> to memref<?xindex> // CHECK-DAG: %[[IndD:.*]] = memref.cast %[[IndS]] : memref<1xindex> to memref<?xindex>
// CHECK-DAG: %[[ElemBuffer:.*]] = memref.alloca() : memref<i32> // CHECK-DAG: %[[ElemBuffer:.*]] = memref.alloca() : memref<i32>
// CHECK-DAG: %[[M:.*]] = memref.alloc() : memref<13xi32> // CHECK-DAG: %[[M:.*]] = memref.alloc() : memref<13xi32>
// CHECK-DAG: linalg.fill ins(%[[zeroI32]] : i32) outs(%[[M]] : memref<13xi32>) // CHECK-DAG: linalg.fill ins(%[[zeroI32]] : i32) outs(%[[M]] : memref<13xi32>)
// CHECK: scf.while : () -> () { // CHECK: scf.while : () -> () {
// CHECK: %[[Cond:.*]] = call @getNextI32(%[[Iter]], %[[IndD]], %[[ElemBuffer]]) : (!llvm.ptr<i8>, memref<?xindex>, memref<i32>) -> i1 // CHECK: %[[Cond:.*]] = call @getNextI32(%[[Iter]], %[[IndD]], %[[ElemBuffer]]) : (!llvm.ptr<i8>, memref<?xindex>, memref<i32>) -> i1
Show All 22 Lines
// CHECK-DAG: %[[SizesD:.*]] = memref.cast %[[SizesS]] : memref<1xindex> to memref<?xindex> // CHECK-DAG: %[[SizesD:.*]] = memref.cast %[[SizesS]] : memref<1xindex> to memref<?xindex>
// CHECK-DAG: %[[SizeI0:.*]] = call @sparseDimSize(%[[Arg]], %[[I0]]) : (!llvm.ptr<i8>, index) -> index // CHECK-DAG: %[[SizeI0:.*]] = call @sparseDimSize(%[[Arg]], %[[I0]]) : (!llvm.ptr<i8>, index) -> index
// CHECK-DAG: memref.store %[[SizeI0]], %[[SizesS]][%[[I0]]] : memref<1xindex> // CHECK-DAG: memref.store %[[SizeI0]], %[[SizesS]][%[[I0]]] : memref<1xindex>
// CHECK-DAG: %[[PermS:.*]] = memref.alloca() : memref<1xindex> // CHECK-DAG: %[[PermS:.*]] = memref.alloca() : memref<1xindex>
// CHECK-DAG: %[[PermD:.*]] = memref.cast %[[PermS]] : memref<1xindex> to memref<?xindex> // CHECK-DAG: %[[PermD:.*]] = memref.cast %[[PermS]] : memref<1xindex> to memref<?xindex>
// CHECK-DAG: memref.store %[[I0]], %[[PermS]][%[[I0]]] : memref<1xindex> // CHECK-DAG: memref.store %[[I0]], %[[PermS]][%[[I0]]] : memref<1xindex>
// CHECK-DAG: %[[zeroI32:.*]] = arith.constant 0 : i32 // CHECK-DAG: %[[zeroI32:.*]] = arith.constant 0 : i32
// CHECK-DAG: %[[ElemTp:.*]] = arith.constant 4 : i32 // CHECK-DAG: %[[ElemTp:.*]] = arith.constant 4 : i32
// CHECK-DAG: %[[ActionToIter:.*]] = arith.constant 5 : i32 // CHECK-DAG: %[[ActionToIter:.*]] = arith.constant 6 : i32
// CHECK-DAG: %[[Iter:.*]] = call @newSparseTensor(%[[AttrsD]], %[[SizesD]], %[[PermD]], %[[zeroI32]], %[[zeroI32]], %[[ElemTp]], %[[ActionToIter]], %[[Arg]]) : (memref<?xi8>, memref<?xindex>, memref<?xindex>, i32, i32, i32, i32, !llvm.ptr<i8>) -> !llvm.ptr<i8> // CHECK-DAG: %[[Iter:.*]] = call @newSparseTensor(%[[AttrsD]], %[[SizesD]], %[[PermD]], %[[zeroI32]], %[[zeroI32]], %[[ElemTp]], %[[ActionToIter]], %[[Arg]]) : (memref<?xi8>, memref<?xindex>, memref<?xindex>, i32, i32, i32, i32, !llvm.ptr<i8>) -> !llvm.ptr<i8>
// CHECK-DAG: %[[IndS:.*]] = memref.alloca() : memref<1xindex> // CHECK-DAG: %[[IndS:.*]] = memref.alloca() : memref<1xindex>
// CHECK-DAG: %[[IndD:.*]] = memref.cast %[[IndS]] : memref<1xindex> to memref<?xindex> // CHECK-DAG: %[[IndD:.*]] = memref.cast %[[IndS]] : memref<1xindex> to memref<?xindex>
// CHECK-DAG: %[[ElemBuffer:.*]] = memref.alloca() : memref<i32> // CHECK-DAG: %[[ElemBuffer:.*]] = memref.alloca() : memref<i32>
// CHECK-DAG: %[[M:.*]] = memref.alloc(%[[SizeI0]]) : memref<?xi32> // CHECK-DAG: %[[M:.*]] = memref.alloc(%[[SizeI0]]) : memref<?xi32>
// CHECK-DAG: linalg.fill ins(%[[zeroI32]] : i32) outs(%[[M]] : memref<?xi32>) // CHECK-DAG: linalg.fill ins(%[[zeroI32]] : i32) outs(%[[M]] : memref<?xi32>)
// CHECK: scf.while : () -> () { // CHECK: scf.while : () -> () {
// CHECK: %[[Cond:.*]] = call @getNextI32(%[[Iter]], %[[IndD]], %[[ElemBuffer]]) : (!llvm.ptr<i8>, memref<?xindex>, memref<i32>) -> i1 // CHECK: %[[Cond:.*]] = call @getNextI32(%[[Iter]], %[[IndD]], %[[ElemBuffer]]) : (!llvm.ptr<i8>, memref<?xindex>, memref<i32>) -> i1
Show All 25 Lines
// CHECK-DAG: %[[SizesS:.*]] = memref.alloca() : memref<2xindex> // CHECK-DAG: %[[SizesS:.*]] = memref.alloca() : memref<2xindex>
// CHECK-DAG: %[[SizesD:.*]] = memref.cast %[[SizesS]] : memref<2xindex> to memref<?xindex> // CHECK-DAG: %[[SizesD:.*]] = memref.cast %[[SizesS]] : memref<2xindex> to memref<?xindex>
// CHECK-DAG: memref.store %[[I2]], %[[SizesS]][%[[I0]]] : memref<2xindex> // CHECK-DAG: memref.store %[[I2]], %[[SizesS]][%[[I0]]] : memref<2xindex>
// CHECK-DAG: memref.store %[[I4]], %[[SizesS]][%[[I1]]] : memref<2xindex> // CHECK-DAG: memref.store %[[I4]], %[[SizesS]][%[[I1]]] : memref<2xindex>
// CHECK-DAG: %[[PermS:.*]] = memref.alloca() : memref<2xindex> // CHECK-DAG: %[[PermS:.*]] = memref.alloca() : memref<2xindex>
// CHECK-DAG: %[[PermD:.*]] = memref.cast %[[PermS]] : memref<2xindex> to memref<?xindex> // CHECK-DAG: %[[PermD:.*]] = memref.cast %[[PermS]] : memref<2xindex> to memref<?xindex>
// CHECK-DAG: memref.store %[[I0]], %[[PermS]][%[[I0]]] : memref<2xindex> // CHECK-DAG: memref.store %[[I0]], %[[PermS]][%[[I0]]] : memref<2xindex>
// CHECK-DAG: memref.store %[[I1]], %[[PermS]][%[[I1]]] : memref<2xindex> // CHECK-DAG: memref.store %[[I1]], %[[PermS]][%[[I1]]] : memref<2xindex>
// CHECK-DAG: %[[ActionToIter:.*]] = arith.constant 5 : i32 // CHECK-DAG: %[[ActionToIter:.*]] = arith.constant 6 : i32
// CHECK-DAG: %[[Iter:.*]] = call @newSparseTensor(%[[AttrsD]], %[[SizesD]], %[[PermD]], %{{.*}}, %{{.*}}, %{{.*}}, %[[ActionToIter]], %[[Arg]]) : (memref<?xi8>, memref<?xindex>, memref<?xindex>, i32, i32, i32, i32, !llvm.ptr<i8>) -> !llvm.ptr<i8> // CHECK-DAG: %[[Iter:.*]] = call @newSparseTensor(%[[AttrsD]], %[[SizesD]], %[[PermD]], %{{.*}}, %{{.*}}, %{{.*}}, %[[ActionToIter]], %[[Arg]]) : (memref<?xi8>, memref<?xindex>, memref<?xindex>, i32, i32, i32, i32, !llvm.ptr<i8>) -> !llvm.ptr<i8>
// CHECK-DAG: %[[IndS:.*]] = memref.alloca() : memref<2xindex> // CHECK-DAG: %[[IndS:.*]] = memref.alloca() : memref<2xindex>
// CHECK-DAG: %[[IndD:.*]] = memref.cast %[[IndS]] : memref<2xindex> to memref<?xindex> // CHECK-DAG: %[[IndD:.*]] = memref.cast %[[IndS]] : memref<2xindex> to memref<?xindex>
// CHECK-DAG: %[[ElemBuffer:.*]] = memref.alloca() : memref<f64> // CHECK-DAG: %[[ElemBuffer:.*]] = memref.alloca() : memref<f64>
// CHECK-DAG: %[[M:.*]] = memref.alloc() : memref<2x4xf64> // CHECK-DAG: %[[M:.*]] = memref.alloc() : memref<2x4xf64>
// CHECK-DAG: %[[E0:.*]] = arith.constant 0.000000e+00 : f64 // CHECK-DAG: %[[E0:.*]] = arith.constant 0.000000e+00 : f64
// CHECK-DAG: linalg.fill ins(%[[E0]] : f64) outs(%[[M]] : memref<2x4xf64>) // CHECK-DAG: linalg.fill ins(%[[E0]] : f64) outs(%[[M]] : memref<2x4xf64>)
// CHECK: scf.while : () -> () { // CHECK: scf.while : () -> () {
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// CHECK-DAG: %[[SizesD:.*]] = memref.cast %[[SizesS]] : memref<2xindex> to memref<?xindex> // CHECK-DAG: %[[SizesD:.*]] = memref.cast %[[SizesS]] : memref<2xindex> to memref<?xindex>
// CHECK-DAG: %[[SizeI0:.*]] = call @sparseDimSize(%[[Arg]], %[[I0]]) : (!llvm.ptr<i8>, index) -> index // CHECK-DAG: %[[SizeI0:.*]] = call @sparseDimSize(%[[Arg]], %[[I0]]) : (!llvm.ptr<i8>, index) -> index
// CHECK-DAG: memref.store %[[SizeI0]], %[[SizesS]][%[[I0]]] : memref<2xindex> // CHECK-DAG: memref.store %[[SizeI0]], %[[SizesS]][%[[I0]]] : memref<2xindex>
// CHECK-DAG: memref.store %[[I4]], %[[SizesS]][%[[I1]]] : memref<2xindex> // CHECK-DAG: memref.store %[[I4]], %[[SizesS]][%[[I1]]] : memref<2xindex>
// CHECK-DAG: %[[PermS:.*]] = memref.alloca() : memref<2xindex> // CHECK-DAG: %[[PermS:.*]] = memref.alloca() : memref<2xindex>
// CHECK-DAG: %[[PermD:.*]] = memref.cast %[[PermS]] : memref<2xindex> to memref<?xindex> // CHECK-DAG: %[[PermD:.*]] = memref.cast %[[PermS]] : memref<2xindex> to memref<?xindex>
// CHECK-DAG: memref.store %[[I0]], %[[PermS]][%[[I0]]] : memref<2xindex> // CHECK-DAG: memref.store %[[I0]], %[[PermS]][%[[I0]]] : memref<2xindex>
// CHECK-DAG: memref.store %[[I1]], %[[PermS]][%[[I1]]] : memref<2xindex> // CHECK-DAG: memref.store %[[I1]], %[[PermS]][%[[I1]]] : memref<2xindex>
// CHECK-DAG: %[[ActionToIter:.*]] = arith.constant 5 : i32 // CHECK-DAG: %[[ActionToIter:.*]] = arith.constant 6 : i32
// CHECK-DAG: %[[Iter:.*]] = call @newSparseTensor(%[[AttrsD]], %[[SizesD]], %[[PermD]], %{{.*}}, %{{.*}}, %{{.*}}, %[[ActionToIter]], %[[Arg]]) : (memref<?xi8>, memref<?xindex>, memref<?xindex>, i32, i32, i32, i32, !llvm.ptr<i8>) -> !llvm.ptr<i8> // CHECK-DAG: %[[Iter:.*]] = call @newSparseTensor(%[[AttrsD]], %[[SizesD]], %[[PermD]], %{{.*}}, %{{.*}}, %{{.*}}, %[[ActionToIter]], %[[Arg]]) : (memref<?xi8>, memref<?xindex>, memref<?xindex>, i32, i32, i32, i32, !llvm.ptr<i8>) -> !llvm.ptr<i8>
// CHECK-DAG: %[[IndS:.*]] = memref.alloca() : memref<2xindex> // CHECK-DAG: %[[IndS:.*]] = memref.alloca() : memref<2xindex>
// CHECK-DAG: %[[IndD:.*]] = memref.cast %[[IndS]] : memref<2xindex> to memref<?xindex> // CHECK-DAG: %[[IndD:.*]] = memref.cast %[[IndS]] : memref<2xindex> to memref<?xindex>
// CHECK-DAG: %[[ElemBuffer:.*]] = memref.alloca() : memref<f64> // CHECK-DAG: %[[ElemBuffer:.*]] = memref.alloca() : memref<f64>
// CHECK-DAG: %[[M:.*]] = memref.alloc(%[[SizeI0]]) : memref<?x4xf64> // CHECK-DAG: %[[M:.*]] = memref.alloc(%[[SizeI0]]) : memref<?x4xf64>
// CHECK-DAG: %[[E0:.*]] = arith.constant 0.000000e+00 : f64 // CHECK-DAG: %[[E0:.*]] = arith.constant 0.000000e+00 : f64
// CHECK-DAG: linalg.fill ins(%[[E0]] : f64) outs(%[[M]] : memref<?x4xf64>) // CHECK-DAG: linalg.fill ins(%[[E0]] : f64) outs(%[[M]] : memref<?x4xf64>)
// CHECK: scf.while : () -> () { // CHECK: scf.while : () -> () {
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// CHECK-DAG: %[[SizesD:.*]] = memref.cast %[[SizesS]] : memref<2xindex> to memref<?xindex> // CHECK-DAG: %[[SizesD:.*]] = memref.cast %[[SizesS]] : memref<2xindex> to memref<?xindex>
// CHECK-DAG: %[[SizeI1:.*]] = call @sparseDimSize(%[[Arg]], %[[I1]]) : (!llvm.ptr<i8>, index) -> index // CHECK-DAG: %[[SizeI1:.*]] = call @sparseDimSize(%[[Arg]], %[[I1]]) : (!llvm.ptr<i8>, index) -> index
// CHECK-DAG: memref.store %[[I2]], %[[SizesS]][%[[I0]]] : memref<2xindex> // CHECK-DAG: memref.store %[[I2]], %[[SizesS]][%[[I0]]] : memref<2xindex>
// CHECK-DAG: memref.store %[[SizeI1]], %[[SizesS]][%[[I1]]] : memref<2xindex> // CHECK-DAG: memref.store %[[SizeI1]], %[[SizesS]][%[[I1]]] : memref<2xindex>
// CHECK-DAG: %[[PermS:.*]] = memref.alloca() : memref<2xindex> // CHECK-DAG: %[[PermS:.*]] = memref.alloca() : memref<2xindex>
// CHECK-DAG: %[[PermD:.*]] = memref.cast %[[PermS]] : memref<2xindex> to memref<?xindex> // CHECK-DAG: %[[PermD:.*]] = memref.cast %[[PermS]] : memref<2xindex> to memref<?xindex>
// CHECK-DAG: memref.store %[[I0]], %[[PermS]][%[[I0]]] : memref<2xindex> // CHECK-DAG: memref.store %[[I0]], %[[PermS]][%[[I0]]] : memref<2xindex>
// CHECK-DAG: memref.store %[[I1]], %[[PermS]][%[[I1]]] : memref<2xindex> // CHECK-DAG: memref.store %[[I1]], %[[PermS]][%[[I1]]] : memref<2xindex>
// CHECK-DAG: %[[ActionToIter:.*]] = arith.constant 5 : i32 // CHECK-DAG: %[[ActionToIter:.*]] = arith.constant 6 : i32
// CHECK-DAG: %[[Iter:.*]] = call @newSparseTensor(%[[AttrsD]], %[[SizesD]], %[[PermD]], %{{.*}}, %{{.*}}, %{{.*}}, %[[ActionToIter]], %[[Arg]]) : (memref<?xi8>, memref<?xindex>, memref<?xindex>, i32, i32, i32, i32, !llvm.ptr<i8>) -> !llvm.ptr<i8> // CHECK-DAG: %[[Iter:.*]] = call @newSparseTensor(%[[AttrsD]], %[[SizesD]], %[[PermD]], %{{.*}}, %{{.*}}, %{{.*}}, %[[ActionToIter]], %[[Arg]]) : (memref<?xi8>, memref<?xindex>, memref<?xindex>, i32, i32, i32, i32, !llvm.ptr<i8>) -> !llvm.ptr<i8>
// CHECK-DAG: %[[IndS:.*]] = memref.alloca() : memref<2xindex> // CHECK-DAG: %[[IndS:.*]] = memref.alloca() : memref<2xindex>
// CHECK-DAG: %[[IndD:.*]] = memref.cast %[[IndS]] : memref<2xindex> to memref<?xindex> // CHECK-DAG: %[[IndD:.*]] = memref.cast %[[IndS]] : memref<2xindex> to memref<?xindex>
// CHECK-DAG: %[[ElemBuffer:.*]] = memref.alloca() : memref<f64> // CHECK-DAG: %[[ElemBuffer:.*]] = memref.alloca() : memref<f64>
// CHECK-DAG: %[[M:.*]] = memref.alloc(%[[SizeI1]]) : memref<2x?xf64> // CHECK-DAG: %[[M:.*]] = memref.alloc(%[[SizeI1]]) : memref<2x?xf64>
// CHECK-DAG: %[[E0:.*]] = arith.constant 0.000000e+00 : f64 // CHECK-DAG: %[[E0:.*]] = arith.constant 0.000000e+00 : f64
// CHECK-DAG: linalg.fill ins(%[[E0]] : f64) outs(%[[M]] : memref<2x?xf64>) // CHECK-DAG: linalg.fill ins(%[[E0]] : f64) outs(%[[M]] : memref<2x?xf64>)
// CHECK: scf.while : () -> () { // CHECK: scf.while : () -> () {
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// CHECK-DAG: %[[SizeI0:.*]] = call @sparseDimSize(%[[Arg]], %[[I0]]) : (!llvm.ptr<i8>, index) -> index // CHECK-DAG: %[[SizeI0:.*]] = call @sparseDimSize(%[[Arg]], %[[I0]]) : (!llvm.ptr<i8>, index) -> index
// CHECK-DAG: %[[SizeI1:.*]] = call @sparseDimSize(%[[Arg]], %[[I1]]) : (!llvm.ptr<i8>, index) -> index // CHECK-DAG: %[[SizeI1:.*]] = call @sparseDimSize(%[[Arg]], %[[I1]]) : (!llvm.ptr<i8>, index) -> index
// CHECK-DAG: memref.store %[[SizeI0]], %[[SizesS]][%[[I0]]] : memref<2xindex> // CHECK-DAG: memref.store %[[SizeI0]], %[[SizesS]][%[[I0]]] : memref<2xindex>
// CHECK-DAG: memref.store %[[SizeI1]], %[[SizesS]][%[[I1]]] : memref<2xindex> // CHECK-DAG: memref.store %[[SizeI1]], %[[SizesS]][%[[I1]]] : memref<2xindex>
// CHECK-DAG: %[[PermS:.*]] = memref.alloca() : memref<2xindex> // CHECK-DAG: %[[PermS:.*]] = memref.alloca() : memref<2xindex>
// CHECK-DAG: %[[PermD:.*]] = memref.cast %[[PermS]] : memref<2xindex> to memref<?xindex> // CHECK-DAG: %[[PermD:.*]] = memref.cast %[[PermS]] : memref<2xindex> to memref<?xindex>
// CHECK-DAG: memref.store %[[I0]], %[[PermS]][%[[I0]]] : memref<2xindex> // CHECK-DAG: memref.store %[[I0]], %[[PermS]][%[[I0]]] : memref<2xindex>
// CHECK-DAG: memref.store %[[I1]], %[[PermS]][%[[I1]]] : memref<2xindex> // CHECK-DAG: memref.store %[[I1]], %[[PermS]][%[[I1]]] : memref<2xindex>
// CHECK-DAG: %[[ActionToIter:.*]] = arith.constant 5 : i32 // CHECK-DAG: %[[ActionToIter:.*]] = arith.constant 6 : i32
// CHECK-DAG: %[[Iter:.*]] = call @newSparseTensor(%[[AttrsD]], %[[SizesD]], %[[PermD]], %{{.*}}, %{{.*}}, %{{.*}}, %[[ActionToIter]], %[[Arg]]) : (memref<?xi8>, memref<?xindex>, memref<?xindex>, i32, i32, i32, i32, !llvm.ptr<i8>) -> !llvm.ptr<i8> // CHECK-DAG: %[[Iter:.*]] = call @newSparseTensor(%[[AttrsD]], %[[SizesD]], %[[PermD]], %{{.*}}, %{{.*}}, %{{.*}}, %[[ActionToIter]], %[[Arg]]) : (memref<?xi8>, memref<?xindex>, memref<?xindex>, i32, i32, i32, i32, !llvm.ptr<i8>) -> !llvm.ptr<i8>
// CHECK-DAG: %[[IndS:.*]] = memref.alloca() : memref<2xindex> // CHECK-DAG: %[[IndS:.*]] = memref.alloca() : memref<2xindex>
// CHECK-DAG: %[[IndD:.*]] = memref.cast %[[IndS]] : memref<2xindex> to memref<?xindex> // CHECK-DAG: %[[IndD:.*]] = memref.cast %[[IndS]] : memref<2xindex> to memref<?xindex>
// CHECK-DAG: %[[ElemBuffer:.*]] = memref.alloca() : memref<f64> // CHECK-DAG: %[[ElemBuffer:.*]] = memref.alloca() : memref<f64>
// CHECK-DAG: %[[M:.*]] = memref.alloc(%[[SizeI0]], %[[SizeI1]]) : memref<?x?xf64> // CHECK-DAG: %[[M:.*]] = memref.alloc(%[[SizeI0]], %[[SizeI1]]) : memref<?x?xf64>
// CHECK-DAG: %[[E0:.*]] = arith.constant 0.000000e+00 : f64 // CHECK-DAG: %[[E0:.*]] = arith.constant 0.000000e+00 : f64
// CHECK-DAG: linalg.fill ins(%[[E0]] : f64) outs(%[[M]] : memref<?x?xf64>) // CHECK-DAG: linalg.fill ins(%[[E0]] : f64) outs(%[[M]] : memref<?x?xf64>)
// CHECK: scf.while : () -> () { // CHECK: scf.while : () -> () {
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// CHECK-DAG: memref.store %[[I2]], %[[SizesS]][%[[I0]]] : memref<3xindex> // CHECK-DAG: memref.store %[[I2]], %[[SizesS]][%[[I0]]] : memref<3xindex>
// CHECK-DAG: memref.store %[[I3]], %[[SizesS]][%[[I1]]] : memref<3xindex> // CHECK-DAG: memref.store %[[I3]], %[[SizesS]][%[[I1]]] : memref<3xindex>
// CHECK-DAG: memref.store %[[I4]], %[[SizesS]][%[[I2]]] : memref<3xindex> // CHECK-DAG: memref.store %[[I4]], %[[SizesS]][%[[I2]]] : memref<3xindex>
// CHECK-DAG: %[[PermS:.*]] = memref.alloca() : memref<3xindex> // CHECK-DAG: %[[PermS:.*]] = memref.alloca() : memref<3xindex>
// CHECK-DAG: %[[PermD:.*]] = memref.cast %[[PermS]] : memref<3xindex> to memref<?xindex> // CHECK-DAG: %[[PermD:.*]] = memref.cast %[[PermS]] : memref<3xindex> to memref<?xindex>
// CHECK-DAG: memref.store %[[I0]], %[[PermS]][%[[I0]]] : memref<3xindex> // CHECK-DAG: memref.store %[[I0]], %[[PermS]][%[[I0]]] : memref<3xindex>
// CHECK-DAG: memref.store %[[I1]], %[[PermS]][%[[I1]]] : memref<3xindex> // CHECK-DAG: memref.store %[[I1]], %[[PermS]][%[[I1]]] : memref<3xindex>
// CHECK-DAG: memref.store %[[I2]], %[[PermS]][%[[I2]]] : memref<3xindex> // CHECK-DAG: memref.store %[[I2]], %[[PermS]][%[[I2]]] : memref<3xindex>
// CHECK-DAG: %[[ActionToIter:.*]] = arith.constant 5 : i32 // CHECK-DAG: %[[ActionToIter:.*]] = arith.constant 6 : i32
// CHECK-DAG: %[[Iter:.*]] = call @newSparseTensor(%[[AttrsD]], %[[SizesD]], %[[PermD]], %{{.*}}, %{{.*}}, %{{.*}}, %[[ActionToIter]], %[[Arg]]) : (memref<?xi8>, memref<?xindex>, memref<?xindex>, i32, i32, i32, i32, !llvm.ptr<i8>) -> !llvm.ptr<i8> // CHECK-DAG: %[[Iter:.*]] = call @newSparseTensor(%[[AttrsD]], %[[SizesD]], %[[PermD]], %{{.*}}, %{{.*}}, %{{.*}}, %[[ActionToIter]], %[[Arg]]) : (memref<?xi8>, memref<?xindex>, memref<?xindex>, i32, i32, i32, i32, !llvm.ptr<i8>) -> !llvm.ptr<i8>
// CHECK-DAG: %[[IndS:.*]] = memref.alloca() : memref<3xindex> // CHECK-DAG: %[[IndS:.*]] = memref.alloca() : memref<3xindex>
// CHECK-DAG: %[[IndD:.*]] = memref.cast %[[IndS]] : memref<3xindex> to memref<?xindex> // CHECK-DAG: %[[IndD:.*]] = memref.cast %[[IndS]] : memref<3xindex> to memref<?xindex>
// CHECK-DAG: %[[ElemBuffer:.*]] = memref.alloca() : memref<f64> // CHECK-DAG: %[[ElemBuffer:.*]] = memref.alloca() : memref<f64>
// CHECK-DAG: %[[M:.*]] = memref.alloc() : memref<2x3x4xf64> // CHECK-DAG: %[[M:.*]] = memref.alloc() : memref<2x3x4xf64>
// CHECK-DAG: %[[E0:.*]] = arith.constant 0.000000e+00 : f64 // CHECK-DAG: %[[E0:.*]] = arith.constant 0.000000e+00 : f64
// CHECK-DAG: linalg.fill ins(%[[E0]] : f64) outs(%[[M]] : memref<2x3x4xf64>) // CHECK-DAG: linalg.fill ins(%[[E0]] : f64) outs(%[[M]] : memref<2x3x4xf64>)
// CHECK: scf.while : () -> () { // CHECK: scf.while : () -> () {
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