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