forked from OSchip/llvm-project
213 lines
9.7 KiB
MLIR
213 lines
9.7 KiB
MLIR
// RUN: mlir-opt %s --sparse-tensor-conversion | FileCheck %s
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#DenseVector = #sparse_tensor.encoding<{
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dimLevelType = ["dense"]
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}>
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#SparseVector = #sparse_tensor.encoding<{
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dimLevelType = ["compressed"]
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}>
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#SparseVector64 = #sparse_tensor.encoding<{
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dimLevelType = ["compressed"],
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pointerBitWidth = 64,
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indexBitWidth = 64
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}>
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#SparseVector32 = #sparse_tensor.encoding<{
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dimLevelType = ["compressed"],
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pointerBitWidth = 32,
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indexBitWidth = 32
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}>
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#SparseMatrix = #sparse_tensor.encoding<{
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dimLevelType = ["dense", "compressed"]
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}>
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#SparseTensor = #sparse_tensor.encoding<{
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dimLevelType = ["dense", "compressed", "compressed"],
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dimOrdering = affine_map<(i,j,k) -> (k,i,j)>
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}>
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// CHECK-LABEL: func @sparse_dim(
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// CHECK-SAME: %[[A:.*]]: !llvm.ptr<i8>)
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// CHECK: %[[C:.*]] = constant 0 : index
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// CHECK: %[[D:.*]] = call @sparseDimSize(%[[A]], %[[C]])
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// CHECK: return %[[D]] : index
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func @sparse_dim(%arg0: tensor<?xf64, #SparseVector>) -> index {
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%c = constant 0 : index
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%0 = tensor.dim %arg0, %c : tensor<?xf64, #SparseVector>
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return %0 : index
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}
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// CHECK-LABEL: func @sparse_new1d(
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// CHECK-SAME: %[[A:.*]]: !llvm.ptr<i8>) -> !llvm.ptr<i8>
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// CHECK: %[[D:.*]] = constant dense<1> : tensor<1xi8>
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// CHECK: %[[C:.*]] = tensor.cast %[[D]] : tensor<1xi8> to tensor<?xi8>
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// CHECK: %[[P:.*]] = constant dense<0> : tensor<1xi64>
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// CHECK: %[[Q:.*]] = tensor.cast %[[P]] : tensor<1xi64> to tensor<?xi64>
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// CHECK: %[[T:.*]] = call @newSparseTensor(%[[A]], %[[C]], %[[Q]], %{{.*}}, %{{.*}}, %{{.*}}) : (!llvm.ptr<i8>, tensor<?xi8>, tensor<?xi64>, i64, i64, i64) -> !llvm.ptr<i8>
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// CHECK: return %[[T]] : !llvm.ptr<i8>
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func @sparse_new1d(%arg0: !llvm.ptr<i8>) -> tensor<128xf64, #SparseVector> {
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%0 = sparse_tensor.new %arg0 : !llvm.ptr<i8> to tensor<128xf64, #SparseVector>
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return %0 : tensor<128xf64, #SparseVector>
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}
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// CHECK-LABEL: func @sparse_new2d(
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// CHECK-SAME: %[[A:.*]]: !llvm.ptr<i8>) -> !llvm.ptr<i8>
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// CHECK: %[[D:.*]] = constant dense<[0, 1]> : tensor<2xi8>
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// CHECK: %[[C:.*]] = tensor.cast %[[D]] : tensor<2xi8> to tensor<?xi8>
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// CHECK: %[[P:.*]] = constant dense<[0, 1]> : tensor<2xi64>
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// CHECK: %[[Q:.*]] = tensor.cast %[[P]] : tensor<2xi64> to tensor<?xi64>
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// CHECK: %[[T:.*]] = call @newSparseTensor(%[[A]], %[[C]], %[[Q]], %{{.*}}, %{{.*}}, %{{.*}}) : (!llvm.ptr<i8>, tensor<?xi8>, tensor<?xi64>, i64, i64, i64) -> !llvm.ptr<i8>
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// CHECK: return %[[T]] : !llvm.ptr<i8>
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func @sparse_new2d(%arg0: !llvm.ptr<i8>) -> tensor<?x?xf32, #SparseMatrix> {
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%0 = sparse_tensor.new %arg0 : !llvm.ptr<i8> to tensor<?x?xf32, #SparseMatrix>
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return %0 : tensor<?x?xf32, #SparseMatrix>
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}
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// CHECK-LABEL: func @sparse_new3d(
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// CHECK-SAME: %[[A:.*]]: !llvm.ptr<i8>) -> !llvm.ptr<i8>
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// CHECK: %[[D:.*]] = constant dense<[0, 1, 1]> : tensor<3xi8>
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// CHECK: %[[C:.*]] = tensor.cast %[[D]] : tensor<3xi8> to tensor<?xi8>
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// CHECK: %[[P:.*]] = constant dense<[1, 2, 0]> : tensor<3xi64>
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// CHECK: %[[Q:.*]] = tensor.cast %[[P]] : tensor<3xi64> to tensor<?xi64>
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// CHECK: %[[T:.*]] = call @newSparseTensor(%[[A]], %[[C]], %[[Q]], %{{.*}}, %{{.*}}, %{{.*}}) : (!llvm.ptr<i8>, tensor<?xi8>, tensor<?xi64>, i64, i64, i64) -> !llvm.ptr<i8>
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// CHECK: return %[[T]] : !llvm.ptr<i8>
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func @sparse_new3d(%arg0: !llvm.ptr<i8>) -> tensor<?x?x?xf32, #SparseTensor> {
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%0 = sparse_tensor.new %arg0 : !llvm.ptr<i8> to tensor<?x?x?xf32, #SparseTensor>
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return %0 : tensor<?x?x?xf32, #SparseTensor>
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}
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// CHECK-LABEL: func @sparse_pointers(
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// CHECK-SAME: %[[A:.*]]: !llvm.ptr<i8>)
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// CHECK: %[[C:.*]] = constant 0 : index
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// CHECK: %[[T:.*]] = call @sparsePointers(%[[A]], %[[C]]) : (!llvm.ptr<i8>, index) -> memref<?xindex>
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// CHECK: return %[[T]] : memref<?xindex>
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func @sparse_pointers(%arg0: tensor<128xf64, #SparseVector>) -> memref<?xindex> {
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%c = constant 0 : index
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%0 = sparse_tensor.pointers %arg0, %c : tensor<128xf64, #SparseVector> to memref<?xindex>
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return %0 : memref<?xindex>
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}
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// CHECK-LABEL: func @sparse_pointers64(
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// CHECK-SAME: %[[A:.*]]: !llvm.ptr<i8>)
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// CHECK: %[[C:.*]] = constant 0 : index
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// CHECK: %[[T:.*]] = call @sparsePointers64(%[[A]], %[[C]]) : (!llvm.ptr<i8>, index) -> memref<?xi64>
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// CHECK: return %[[T]] : memref<?xi64>
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func @sparse_pointers64(%arg0: tensor<128xf64, #SparseVector64>) -> memref<?xi64> {
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%c = constant 0 : index
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%0 = sparse_tensor.pointers %arg0, %c : tensor<128xf64, #SparseVector64> to memref<?xi64>
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return %0 : memref<?xi64>
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}
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// CHECK-LABEL: func @sparse_pointers32(
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// CHECK-SAME: %[[A:.*]]: !llvm.ptr<i8>)
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// CHECK: %[[C:.*]] = constant 0 : index
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// CHECK: %[[T:.*]] = call @sparsePointers32(%[[A]], %[[C]]) : (!llvm.ptr<i8>, index) -> memref<?xi32>
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// CHECK: return %[[T]] : memref<?xi32>
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func @sparse_pointers32(%arg0: tensor<128xf64, #SparseVector32>) -> memref<?xi32> {
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%c = constant 0 : index
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%0 = sparse_tensor.pointers %arg0, %c : tensor<128xf64, #SparseVector32> to memref<?xi32>
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return %0 : memref<?xi32>
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}
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// CHECK-LABEL: func @sparse_indices(
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// CHECK-SAME: %[[A:.*]]: !llvm.ptr<i8>)
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// CHECK: %[[C:.*]] = constant 0 : index
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// CHECK: %[[T:.*]] = call @sparseIndices(%[[A]], %[[C]]) : (!llvm.ptr<i8>, index) -> memref<?xindex>
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// CHECK: return %[[T]] : memref<?xindex>
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func @sparse_indices(%arg0: tensor<128xf64, #SparseVector>) -> memref<?xindex> {
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%c = constant 0 : index
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%0 = sparse_tensor.indices %arg0, %c : tensor<128xf64, #SparseVector> to memref<?xindex>
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return %0 : memref<?xindex>
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}
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// CHECK-LABEL: func @sparse_indices64(
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// CHECK-SAME: %[[A:.*]]: !llvm.ptr<i8>)
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// CHECK: %[[C:.*]] = constant 0 : index
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// CHECK: %[[T:.*]] = call @sparseIndices64(%[[A]], %[[C]]) : (!llvm.ptr<i8>, index) -> memref<?xi64>
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// CHECK: return %[[T]] : memref<?xi64>
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func @sparse_indices64(%arg0: tensor<128xf64, #SparseVector64>) -> memref<?xi64> {
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%c = constant 0 : index
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%0 = sparse_tensor.indices %arg0, %c : tensor<128xf64, #SparseVector64> to memref<?xi64>
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return %0 : memref<?xi64>
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}
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// CHECK-LABEL: func @sparse_indices32(
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// CHECK-SAME: %[[A:.*]]: !llvm.ptr<i8>)
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// CHECK: %[[C:.*]] = constant 0 : index
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// CHECK: %[[T:.*]] = call @sparseIndices32(%[[A]], %[[C]]) : (!llvm.ptr<i8>, index) -> memref<?xi32>
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// CHECK: return %[[T]] : memref<?xi32>
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func @sparse_indices32(%arg0: tensor<128xf64, #SparseVector32>) -> memref<?xi32> {
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%c = constant 0 : index
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%0 = sparse_tensor.indices %arg0, %c : tensor<128xf64, #SparseVector32> to memref<?xi32>
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return %0 : memref<?xi32>
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}
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// CHECK-LABEL: func @sparse_valuesf64(
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// CHECK-SAME: %[[A:.*]]: !llvm.ptr<i8>)
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// CHECK: %[[T:.*]] = call @sparseValuesF64(%[[A]]) : (!llvm.ptr<i8>) -> memref<?xf64>
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// CHECK: return %[[T]] : memref<?xf64>
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func @sparse_valuesf64(%arg0: tensor<128xf64, #SparseVector>) -> memref<?xf64> {
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%0 = sparse_tensor.values %arg0 : tensor<128xf64, #SparseVector> to memref<?xf64>
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return %0 : memref<?xf64>
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}
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// CHECK-LABEL: func @sparse_valuesf32(
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// CHECK-SAME: %[[A:.*]]: !llvm.ptr<i8>)
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// CHECK: %[[T:.*]] = call @sparseValuesF32(%[[A]]) : (!llvm.ptr<i8>) -> memref<?xf32>
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// CHECK: return %[[T]] : memref<?xf32>
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func @sparse_valuesf32(%arg0: tensor<128xf32, #SparseVector>) -> memref<?xf32> {
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%0 = sparse_tensor.values %arg0: tensor<128xf32, #SparseVector> to memref<?xf32>
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return %0 : memref<?xf32>
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}
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// CHECK-LABEL: func @sparse_valuesi32(
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// CHECK-SAME: %[[A:.*]]: !llvm.ptr<i8>)
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// CHECK: %[[T:.*]] = call @sparseValuesI32(%[[A]]) : (!llvm.ptr<i8>) -> memref<?xi32>
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// CHECK: return %[[T]] : memref<?xi32>
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func @sparse_valuesi32(%arg0: tensor<128xi32, #SparseVector>) -> memref<?xi32> {
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%0 = sparse_tensor.values %arg0: tensor<128xi32, #SparseVector> to memref<?xi32>
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return %0 : memref<?xi32>
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}
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// CHECK-LABEL: func @sparse_valuesi16(
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// CHECK-SAME: %[[A:.*]]: !llvm.ptr<i8>)
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// CHECK: %[[T:.*]] = call @sparseValuesI16(%[[A]]) : (!llvm.ptr<i8>) -> memref<?xi16>
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// CHECK: return %[[T]] : memref<?xi16>
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func @sparse_valuesi16(%arg0: tensor<128xi16, #SparseVector>) -> memref<?xi16> {
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%0 = sparse_tensor.values %arg0: tensor<128xi16, #SparseVector> to memref<?xi16>
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return %0 : memref<?xi16>
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}
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// CHECK-LABEL: func @sparse_valuesi8(
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// CHECK-SAME: %[[A:.*]]: !llvm.ptr<i8>)
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// CHECK: %[[T:.*]] = call @sparseValuesI8(%[[A]]) : (!llvm.ptr<i8>) -> memref<?xi8>
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// CHECK: return %[[T]] : memref<?xi8>
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func @sparse_valuesi8(%arg0: tensor<128xi8, #SparseVector>) -> memref<?xi8> {
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%0 = sparse_tensor.values %arg0: tensor<128xi8, #SparseVector> to memref<?xi8>
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return %0 : memref<?xi8>
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}
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// CHECK-LABEL: func @sparse_reconstruct_1(
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// CHECK-SAME: %[[A:.*]]: !llvm.ptr<i8>
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// CHECK: return %[[A]] : !llvm.ptr<i8>
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func @sparse_reconstruct_1(%arg0: tensor<128xf32, #DenseVector> {linalg.inplaceable = true}) -> tensor<128xf32, #DenseVector> {
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%0 = sparse_tensor.values %arg0 : tensor<128xf32, #DenseVector> to memref<?xf32>
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%1 = sparse_tensor.tensor %0 : memref<?xf32> to tensor<128xf32, #DenseVector>
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return %1 : tensor<128xf32, #DenseVector>
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}
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// CHECK-LABEL: func @sparse_reconstruct_n(
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// CHECK-SAME: %[[A:.*]]: !llvm.ptr<i8>
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// CHECK: return %[[A]] : !llvm.ptr<i8>
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func @sparse_reconstruct_n(%arg0: tensor<128xf32, #SparseVector> {linalg.inplaceable = true}) -> tensor<128xf32, #SparseVector> {
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%c = constant 0 : index
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%0 = sparse_tensor.pointers %arg0, %c : tensor<128xf32, #SparseVector> to memref<?xindex>
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%1 = sparse_tensor.indices %arg0, %c : tensor<128xf32, #SparseVector> to memref<?xindex>
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%2 = sparse_tensor.values %arg0 : tensor<128xf32, #SparseVector> to memref<?xf32>
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%3 = sparse_tensor.tensor %0, %1, %2 : memref<?xindex>, memref<?xindex>, memref<?xf32> to tensor<128xf32, #SparseVector>
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return %3 : tensor<128xf32, #SparseVector>
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}
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