1f82bee13SPeiming Liu// RUN: mlir-opt %s --canonicalize --sparse-tensor-codegen -cse --canonicalize | FileCheck %s 2a41672e1SPeiming Liu 3a41672e1SPeiming Liu#COO = #sparse_tensor.encoding<{ 43dc62112SYinying Li map = (d0, d1) -> (d0 : compressed(nonunique), d1 : singleton), 584cd51bbSwren romano crdWidth=32 6a41672e1SPeiming Liu}> 7a41672e1SPeiming Liu 8a41672e1SPeiming Liu// CHECK-LABEL: func.func @sparse_pack( 9a41672e1SPeiming Liu// CHECK-SAME: %[[VAL_0:.*]]: tensor<6xf64>, 10de560888SPeiming Liu// CHECK-SAME: %[[VAL_1:.*]]: tensor<2xindex>, 11de560888SPeiming Liu// CHECK-SAME: %[[VAL_2:.*]]: tensor<6x2xi32>) 12f7b8b005SPeiming Liu// CHECK-DAG: %[[VAL_3:.*]] = arith.constant 2 : index 13f7b8b005SPeiming Liu// CHECK-DAG: %[[VAL_4:.*]] = arith.constant 100 : index 14f7b8b005SPeiming Liu// CHECK-DAG: %[[VAL_5:.*]] = arith.constant 1 : index 15*ced2fc78SChristopher Bate// CHECK-DAG: %[[VAL_6:.*]] = bufferization.to_memref %[[VAL_1]] : tensor<2xindex> to memref<2xindex> 16f7b8b005SPeiming Liu// CHECK-DAG: %[[VAL_7:.*]] = memref.cast %[[VAL_6]] : memref<2xindex> to memref<?xindex> 17*ced2fc78SChristopher Bate// CHECK-DAG: %[[VAL_8:.*]] = bufferization.to_memref %[[VAL_2]] : tensor<6x2xi32> to memref<6x2xi32> 18f7b8b005SPeiming Liu// CHECK-DAG: %[[VAL_9:.*]] = memref.collapse_shape %[[VAL_8]] {{\[\[}}0, 1]] : memref<6x2xi32> into memref<12xi32> 19f7b8b005SPeiming Liu// CHECK-DAG: %[[VAL_10:.*]] = memref.cast %[[VAL_9]] : memref<12xi32> to memref<?xi32> 20*ced2fc78SChristopher Bate// CHECK-DAG: %[[VAL_11:.*]] = bufferization.to_memref %[[VAL_0]] : tensor<6xf64> to memref<6xf64> 21f7b8b005SPeiming Liu// CHECK-DAG: %[[VAL_12:.*]] = memref.cast %[[VAL_11]] : memref<6xf64> to memref<?xf64> 22f7b8b005SPeiming Liu// CHECK: %[[VAL_13:.*]] = sparse_tensor.storage_specifier.init 23f7b8b005SPeiming Liu// CHECK: %[[VAL_14:.*]] = sparse_tensor.storage_specifier.set %[[VAL_13]] lvl_sz at 0 with %[[VAL_4]] 24f7b8b005SPeiming Liu// CHECK: %[[VAL_15:.*]] = sparse_tensor.storage_specifier.set %[[VAL_14]] pos_mem_sz at 0 with %[[VAL_3]] 25f7b8b005SPeiming Liu// CHECK: %[[VAL_16:.*]] = tensor.extract %[[VAL_1]]{{\[}}%[[VAL_5]]] : tensor<2xindex> 26f7b8b005SPeiming Liu// CHECK: %[[VAL_17:.*]] = arith.muli %[[VAL_16]], %[[VAL_3]] : index 27b2e6b735SPeiming Liu// CHECK: %[[VAL_18:.*]] = sparse_tensor.storage_specifier.set %[[VAL_15]] crd_mem_sz at 0 with %[[VAL_17]] 28f7b8b005SPeiming Liu// CHECK: %[[VAL_19:.*]] = sparse_tensor.storage_specifier.set %[[VAL_18]] lvl_sz at 1 with %[[VAL_4]] 29de560888SPeiming Liu// CHECK: %[[VAL_20:.*]] = sparse_tensor.storage_specifier.set %[[VAL_19]] val_mem_sz with %[[VAL_16]] 30f7b8b005SPeiming Liu// CHECK: return %[[VAL_7]], %[[VAL_10]], %[[VAL_12]], %[[VAL_20]] 31a41672e1SPeiming Liu// CHECK: } 32de560888SPeiming Liufunc.func @sparse_pack(%values: tensor<6xf64>, %pos:tensor<2xindex>, %coordinates: tensor<6x2xi32>) 33a41672e1SPeiming Liu -> tensor<100x100xf64, #COO> { 34fc9f1d49SPeiming Liu %0 = sparse_tensor.assemble (%pos, %coordinates), %values 35fc9f1d49SPeiming Liu : (tensor<2xindex>, tensor<6x2xi32>), tensor<6xf64> to tensor<100x100xf64, #COO> 36a41672e1SPeiming Liu return %0 : tensor<100x100xf64, #COO> 37a41672e1SPeiming Liu} 38dc6427d6SPeiming Liu 39dc6427d6SPeiming Liu// CHECK-LABEL: func.func @sparse_unpack( 40dc6427d6SPeiming Liu// CHECK-SAME: %[[VAL_0:.*]]: memref<?xindex>, 41dc6427d6SPeiming Liu// CHECK-SAME: %[[VAL_1:.*]]: memref<?xi32>, 42dc6427d6SPeiming Liu// CHECK-SAME: %[[VAL_2:.*]]: memref<?xf64>, 43c5a67e16SYinying Li// CHECK-SAME: %[[VAL_3:.*]]: !sparse_tensor.storage_specifier<#sparse{{[0-9]*}}>, 44b2e6b735SPeiming Liu// CHECK-SAME: %[[VAL_4:.*]]: tensor<6xf64>, 45b2e6b735SPeiming Liu// CHECK-SAME: %[[VAL_5:.*]]: tensor<2xindex>, 46b2e6b735SPeiming Liu// CHECK-SAME: %[[VAL_6:.*]]: tensor<6x2xi32>) -> (tensor<6xf64>, tensor<2xindex>, tensor<6x2xi32>) { 47b2e6b735SPeiming Liu// CHECK: %[[VAL_7:.*]] = sparse_tensor.storage_specifier.get %[[VAL_3]] pos_mem_sz at 0 48*ced2fc78SChristopher Bate// CHECK: %[[VAL_8:.*]] = bufferization.to_memref %[[VAL_5]] : tensor<2xindex> to memref<2xindex> 49b2e6b735SPeiming Liu// CHECK: %[[VAL_9:.*]] = memref.subview %[[VAL_8]][0] {{\[}}%[[VAL_7]]] [1] : memref<2xindex> to memref<?xindex> 50b2e6b735SPeiming Liu// CHECK: %[[VAL_10:.*]] = memref.subview %[[VAL_0]][0] {{\[}}%[[VAL_7]]] [1] : memref<?xindex> to memref<?xindex> 51b2e6b735SPeiming Liu// CHECK: memref.copy %[[VAL_10]], %[[VAL_9]] : memref<?xindex> to memref<?xindex> 52b2e6b735SPeiming Liu// CHECK: %[[VAL_11:.*]] = sparse_tensor.storage_specifier.get %[[VAL_3]] crd_mem_sz at 0 53*ced2fc78SChristopher Bate// CHECK: %[[VAL_12:.*]] = bufferization.to_memref %[[VAL_6]] : tensor<6x2xi32> to memref<6x2xi32> 54b2e6b735SPeiming Liu// CHECK: %[[VAL_13:.*]] = memref.collapse_shape %[[VAL_12]] {{\[\[}}0, 1]] : memref<6x2xi32> into memref<12xi32> 55b2e6b735SPeiming Liu// CHECK: %[[VAL_14:.*]] = memref.subview %[[VAL_13]][0] {{\[}}%[[VAL_11]]] [1] : memref<12xi32> to memref<?xi32> 56b2e6b735SPeiming Liu// CHECK: %[[VAL_15:.*]] = memref.subview %[[VAL_1]][0] {{\[}}%[[VAL_11]]] [1] : memref<?xi32> to memref<?xi32> 57b2e6b735SPeiming Liu// CHECK: memref.copy %[[VAL_15]], %[[VAL_14]] : memref<?xi32> to memref<?xi32> 58b2e6b735SPeiming Liu// CHECK: %[[VAL_16:.*]] = sparse_tensor.storage_specifier.get %[[VAL_3]] val_mem_sz 59*ced2fc78SChristopher Bate// CHECK: %[[VAL_17:.*]] = bufferization.to_memref %[[VAL_4]] : tensor<6xf64> to memref<6xf64> 60b2e6b735SPeiming Liu// CHECK: %[[VAL_18:.*]] = memref.subview %[[VAL_17]][0] {{\[}}%[[VAL_16]]] [1] : memref<6xf64> to memref<?xf64> 61b2e6b735SPeiming Liu// CHECK: %[[VAL_19:.*]] = memref.subview %[[VAL_2]][0] {{\[}}%[[VAL_16]]] [1] : memref<?xf64> to memref<?xf64> 62b2e6b735SPeiming Liu// CHECK: memref.copy %[[VAL_19]], %[[VAL_18]] : memref<?xf64> to memref<?xf64> 63fc9f1d49SPeiming Liu// CHECK-DAG: %[[VAL_20:.*]] = bufferization.to_tensor %[[VAL_17]] : memref<6xf64> 64fc9f1d49SPeiming Liu// CHECK-DAG: %[[VAL_21:.*]] = bufferization.to_tensor %[[VAL_8]] : memref<2xindex> 65fc9f1d49SPeiming Liu// CHECK-DAG: %[[VAL_22:.*]] = bufferization.to_tensor %[[VAL_12]] : memref<6x2xi32> 66b2e6b735SPeiming Liu// CHECK: return %[[VAL_20]], %[[VAL_21]], %[[VAL_22]] : tensor<6xf64>, tensor<2xindex>, tensor<6x2xi32> 6781cb70e4SPeiming Liu// CHECK: } 68b2e6b735SPeiming Liufunc.func @sparse_unpack(%sp : tensor<100x100xf64, #COO>, 69b2e6b735SPeiming Liu %od : tensor<6xf64>, 70b2e6b735SPeiming Liu %op : tensor<2xindex>, 71b2e6b735SPeiming Liu %oi : tensor<6x2xi32>) 72b2e6b735SPeiming Liu -> (tensor<6xf64>, tensor<2xindex>, tensor<6x2xi32>) { 73fc9f1d49SPeiming Liu %rp, %ri, %rd, %dl, %pl, %il = sparse_tensor.disassemble %sp : tensor<100x100xf64, #COO> 74fc9f1d49SPeiming Liu out_lvls(%op, %oi : tensor<2xindex>, tensor<6x2xi32>) 75fc9f1d49SPeiming Liu out_vals(%od : tensor<6xf64>) 76fc9f1d49SPeiming Liu -> (tensor<2xindex>, tensor<6x2xi32>), tensor<6xf64>, (index, index), index 77b2e6b735SPeiming Liu return %rd, %rp, %ri : tensor<6xf64>, tensor<2xindex>, tensor<6x2xi32> 78dc6427d6SPeiming Liu} 79