// RUN: mlir-opt %s -split-input-file --sparse-buffer-rewrite --canonicalize --cse | FileCheck %s // CHECK-LABEL: func @sparse_push_back( // CHECK-SAME: %[[A:.*]]: index, // CHECK-SAME: %[[B:.*]]: memref, // CHECK-SAME: %[[C:.*]]: f64) -> (memref, index) { // CHECK-DAG: %[[C1:.*]] = arith.constant 1 : index // CHECK-DAG: %[[C2:.*]] = arith.constant 2 : index // CHECK-DAG: %[[C0:.*]] = arith.constant 0 : index // CHECK: %[[P1:.*]] = memref.dim %[[B]], %[[C0]] // CHECK: %[[S2:.*]] = arith.addi %[[A]], %[[C1]] : index // CHECK: %[[T:.*]] = arith.cmpi ugt, %[[S2]], %[[P1]] // CHECK: %[[M:.*]] = scf.if %[[T]] -> (memref) { // CHECK: %[[P2:.*]] = arith.muli %[[P1]], %[[C2]] // CHECK: %[[M2:.*]] = memref.realloc %[[B]](%[[P2]]) // CHECK: scf.yield %[[M2]] : memref // CHECK: } else { // CHECK: scf.yield %[[B]] : memref // CHECK: } // CHECK: memref.store %[[C]], %[[M]]{{\[}}%[[A]]] // CHECK: return %[[M]], %[[S2]] func.func @sparse_push_back(%arg0: index, %arg1: memref, %arg2: f64) -> (memref, index) { %0:2 = sparse_tensor.push_back %arg0, %arg1, %arg2 : index, memref, f64 return %0#0, %0#1 : memref, index } // ----- // CHECK-LABEL: func @sparse_push_back_n( // CHECK-SAME: %[[S1:.*]]: index, // CHECK-SAME: %[[B:.*]]: memref, // CHECK-SAME: %[[C:.*]]: f64, // CHECK-SAME: %[[D:.*]]: index) -> (memref, index) { // CHECK-DAG: %[[C0:.*]] = arith.constant 0 : index // CHECK-DAG: %[[C2:.*]] = arith.constant 2 : index // CHECK: %[[P1:.*]] = memref.dim %[[B]], %[[C0]] // CHECK: %[[S2:.*]] = arith.addi %[[S1]], %[[D]] : index // CHECK: %[[T:.*]] = arith.cmpi ugt, %[[S2]], %[[P1]] // CHECK: %[[M:.*]] = scf.if %[[T]] -> (memref) { // CHECK: %[[P2:.*]] = scf.while (%[[I:.*]] = %[[P1]]) : (index) -> index { // CHECK: %[[P3:.*]] = arith.muli %[[I]], %[[C2]] : index // CHECK: %[[T2:.*]] = arith.cmpi ugt, %[[S2]], %[[P3]] : index // CHECK: scf.condition(%[[T2]]) %[[P3]] : index // CHECK: } do { // CHECK: ^bb0(%[[I2:.*]]: index): // CHECK: scf.yield %[[I2]] : index // CHECK: } // CHECK: %[[M2:.*]] = memref.realloc %[[B]](%[[P2]]) // CHECK: scf.yield %[[M2]] : memref // CHECK: } else { // CHECK: scf.yield %[[B]] : memref // CHECK: } // CHECK: %[[S:.*]] = memref.subview %[[M]]{{\[}}%[[S1]]] {{\[}}%[[D]]] [1] // CHECK: linalg.fill ins(%[[C]] : f64) outs(%[[S]] // CHECK: return %[[M]], %[[S2]] : memref, index func.func @sparse_push_back_n(%arg0: index, %arg1: memref, %arg2: f64, %arg3: index) -> (memref, index) { %0:2 = sparse_tensor.push_back %arg0, %arg1, %arg2, %arg3 : index, memref, f64, index return %0#0, %0#1 : memref, index } // ----- // CHECK-LABEL: func @sparse_push_back_inbound( // CHECK-SAME: %[[S1:.*]]: index, // CHECK-SAME: %[[B:.*]]: memref, // CHECK-SAME: %[[C:.*]]: f64) -> (memref, index) { // CHECK-DAG: %[[C1:.*]] = arith.constant 1 : index // CHECK: %[[S2:.*]] = arith.addi %[[S1]], %[[C1]] // CHECK: memref.store %[[C]], %[[B]]{{\[}}%[[S1]]] // CHECK: return %[[B]], %[[S2]] : memref, index func.func @sparse_push_back_inbound(%arg0: index, %arg1: memref, %arg2: f64) -> (memref, index) { %0:2 = sparse_tensor.push_back inbounds %arg0, %arg1, %arg2 : index, memref, f64 return %0#0, %0#1 : memref, index } // ----- // CHECK-LABEL: func.func private @_sparse_less_than_1_i8( // CHECK-SAME: %[[I:arg0]]: index, // CHECK-SAME: %[[J:.*]]: index, // CHECK-SAME: %[[X0:.*]]: memref) -> i1 { // CHECK: %[[VI:.*]] = memref.load %[[X0]]{{\[}}%[[I]]] // CHECK: %[[VJ:.*]] = memref.load %[[X0]]{{\[}}%[[J]]] // CHECK: %[[C:.*]] = arith.cmpi ult, %[[VI]], %[[VJ]] // CHECK: return %[[C]] // CHECK: } // CHECK-LABEL: func.func private @_sparse_compare_eq_1_i8( // CHECK-SAME: %[[I:arg0]]: index, // CHECK-SAME: %[[J:.*]]: index, // CHECK-SAME: %[[X0:.*]]: memref) -> i1 { // CHECK: %[[VI:.*]] = memref.load %[[X0]]{{\[}}%[[I]]] // CHECK: %[[VJ:.*]] = memref.load %[[X0]]{{\[}}%[[J]]] // CHECK: %[[C:.*]] = arith.cmpi eq, %[[VI]], %[[VJ]] // CHECK: return %[[C]] // CHECK: } // CHECK-LABEL: func.func private @_sparse_partition_1_i8_f32_index( // CHECK-SAME: %[[L:arg0]]: index, // CHECK-SAME: %[[H:.*]]: index, // CHECK-SAME: %[[X0:.*]]: memref, // CHECK-SAME: %[[Y0:.*]]: memref, // CHECK-SAME: %[[Y1:.*]]: memref) -> index { // CHECK: %[[C1:.*]] = arith.constant 1 // CHECK: %[[VAL_6:.*]] = arith.constant - // CHECK: %[[SUM:.*]] = arith.addi %[[L]], %[[H]] // CHECK: %[[P:.*]] = arith.shrui %[[SUM]], %[[C1]] // CHECK: %[[J:.*]] = arith.subi %[[H]], %[[C1]] // CHECK: %[[W:.*]]:3 = scf.while (%[[Ib:.*]] = %[[L]], %[[Jb:.*]] = %[[J]], %[[pb:.*]] = %[[P]]) : (index, index, index) -> (index, index, index) { // CHECK: %[[Cn:.*]] = arith.cmpi ult, %[[Ib]], %[[Jb]] // CHECK: scf.condition(%[[Cn]]) %[[Ib]], %[[Jb]], %[[pb]] // CHECK: } do { // CHECK: ^bb0(%[[Ia:.*]]: index, %[[Ja:.*]]: index, %[[Pa:.*]]: index): // CHECK: %[[I2:.*]] = scf.while // CHECK: %[[Ieq:.*]] = func.call @_sparse_compare_eq_1_i8(%[[I2:.*]], %[[Pa]], %[[X0]]) // CHECK: %[[J2:.*]] = scf.while // CHECK: %[[Jeq:.*]] = func.call @_sparse_compare_eq_1_i8(%[[J2:.*]], %[[Pa]], %[[X0]]) // CHECK: %[[Cn2:.*]] = arith.cmpi ult, %[[I2]], %[[J2]] // CHECK: %[[If:.*]]:3 = scf.if %[[Cn2]] -> (index, index, index) { // CHECK: } else { // CHECK: scf.yield %[[I2]], %[[J2]], %[[Pa]] // CHECK: } // CHECK: scf.yield %[[If:.*]]#0, %[[If]]#1, %[[If]]#2 // CHECK: } // CHECK: return %[[W:.*]]#2 // CHECK: } // CHECK-LABEL: func.func private @_sparse_sort_nonstable_1_i8_f32_index( // CHECK-SAME: %[[L:arg0]]: index, // CHECK-SAME: %[[H:.*]]: index, // CHECK-SAME: %[[X0:.*]]: memref, // CHECK-SAME: %[[Y0:.*]]: memref, // CHECK-SAME: %[[Y1:.*]]: memref) { // CHECK: %[[C1:.*]] = arith.constant 1 // CHECK: %[[COND:.*]] = arith.cmpi ult, %[[L]], %[[H]] // CHECK: scf.if %[[COND]] { // CHECK: %[[P:.*]] = func.call @_sparse_partition_1_i8_f32_index(%[[L]], %[[H]], %[[X0]], %[[Y0]], %[[Y1]]) // CHECK: func.call @_sparse_sort_nonstable_1_i8_f32_index(%[[L]], %[[P]], %[[X0]], %[[Y0]], %[[Y1]]) // CHECK: %[[P2:.*]] = arith.addi %[[P]], %[[C1]] : index // CHECK: func.call @_sparse_sort_nonstable_1_i8_f32_index(%[[P2]], %[[H]], %[[X0]], %[[Y0]], %[[Y1]]) // CHECK: } // CHECK: return // CHECK: } // CHECK-LABEL: func.func @sparse_sort_1d2v( // CHECK-SAME: %[[N:.*]]: index, // CHECK-SAME: %[[X0:.*]]: memref<10xi8>, // CHECK-SAME: %[[Y0:.*]]: memref, // CHECK-SAME: %[[Y1:.*]]: memref<10xindex>) -> (memref<10xi8>, memref, memref<10xindex>) { // CHECK: %[[C0:.*]] = arith.constant 0 // CHECK: %[[DX0:.*]] = memref.cast %[[X0]] : memref<10xi8> to memref // CHECK: %[[DY1:.*]] = memref.cast %[[Y1]] : memref<10xindex> to memref // CHECK: call @_sparse_sort_nonstable_1_i8_f32_index(%[[C0]], %[[N]], %[[DX0]], %[[Y0]], %[[DY1]]) // CHECK: return %[[X0]], %[[Y0]], %[[Y1]] // CHECK: } func.func @sparse_sort_1d2v(%arg0: index, %arg1: memref<10xi8>, %arg2: memref, %arg3: memref<10xindex>) -> (memref<10xi8>, memref, memref<10xindex>) { sparse_tensor.sort %arg0, %arg1 jointly %arg2, %arg3 : memref<10xi8> jointly memref, memref<10xindex> return %arg1, %arg2, %arg3 : memref<10xi8>, memref, memref<10xindex> } // ----- // Only check the generated supporting function now. We have integration test // to verify correctness of the generated code. // // CHECK-DAG: func.func private @_sparse_less_than_3_index(%arg0: index, %arg1: index, %arg2: memref, %arg3: memref, %arg4: memref) -> i1 { // CHECK-DAG: func.func private @_sparse_compare_eq_3_index(%arg0: index, %arg1: index, %arg2: memref, %arg3: memref, %arg4: memref) -> i1 { // CHECK-DAG: func.func private @_sparse_partition_3_index(%arg0: index, %arg1: index, %arg2: memref, %arg3: memref, %arg4: memref) -> index { // CHECK-DAG: func.func private @_sparse_sort_nonstable_3_index(%arg0: index, %arg1: index, %arg2: memref, %arg3: memref, %arg4: memref) { // CHECK-LABEL: func.func @sparse_sort_3d func.func @sparse_sort_3d(%arg0: index, %arg1: memref<10xindex>, %arg2: memref, %arg3: memref<10xindex>) -> (memref<10xindex>, memref, memref<10xindex>) { sparse_tensor.sort %arg0, %arg1, %arg2, %arg3 : memref<10xindex>, memref, memref<10xindex> return %arg1, %arg2, %arg3 : memref<10xindex>, memref, memref<10xindex> } // ----- // Only check the generated supporting functions. We have integration test to // verify correctness of the generated code. // // CHECK-DAG: func.func private @_sparse_less_than_3_index(%arg0: index, %arg1: index, %arg2: memref, %arg3: memref, %arg4: memref) -> i1 { // CHECK-DAG: func.func private @_sparse_binary_search_3_index(%arg0: index, %arg1: index, %arg2: memref, %arg3: memref, %arg4: memref) -> index { // CHECK-DAG: func.func private @_sparse_sort_stable_3_index(%arg0: index, %arg1: index, %arg2: memref, %arg3: memref, %arg4: memref) { // CHECK-LABEL: func.func @sparse_sort_3d_stable func.func @sparse_sort_3d_stable(%arg0: index, %arg1: memref<10xindex>, %arg2: memref, %arg3: memref<10xindex>) -> (memref<10xindex>, memref, memref<10xindex>) { sparse_tensor.sort stable %arg0, %arg1, %arg2, %arg3 : memref<10xindex>, memref, memref<10xindex> return %arg1, %arg2, %arg3 : memref<10xindex>, memref, memref<10xindex> } // ----- // Only check the generated supporting functions. We have integration test to // verify correctness of the generated code. // // CHECK-DAG: func.func private @_sparse_less_than_2_index_coo_1(%arg0: index, %arg1: index, %arg2: memref) -> i1 { // CHECK-DAG: func.func private @_sparse_compare_eq_2_index_coo_1(%arg0: index, %arg1: index, %arg2: memref) -> i1 { // CHECK-DAG: func.func private @_sparse_partition_2_index_coo_1_f32_i32(%arg0: index, %arg1: index, %arg2: memref, %arg3: memref, %arg4: memref) -> index { // CHECK-DAG: func.func private @_sparse_sort_nonstable_2_index_coo_1_f32_i32(%arg0: index, %arg1: index, %arg2: memref, %arg3: memref, %arg4: memref) { // CHECK-LABEL: func.func @sparse_sort_coo func.func @sparse_sort_coo(%arg0: index, %arg1: memref<100xindex>, %arg2: memref, %arg3: memref<10xi32>) -> (memref<100xindex>, memref, memref<10xi32>) { sparse_tensor.sort_coo %arg0, %arg1 jointly %arg2, %arg3 {nx = 2 : index, ny = 1: index} : memref<100xindex> jointly memref, memref<10xi32> return %arg1, %arg2, %arg3 : memref<100xindex>, memref, memref<10xi32> } // ----- // Only check the generated supporting functions. We have integration test to // verify correctness of the generated code. // // CHECK-DAG: func.func private @_sparse_less_than_2_index_coo_1(%arg0: index, %arg1: index, %arg2: memref) -> i1 { // CHECK-DAG: func.func private @_sparse_binary_search_2_index_coo_1_f32_i32(%arg0: index, %arg1: index, %arg2: memref, %arg3: memref, %arg4: memref) -> index { // CHECK-DAG: func.func private @_sparse_sort_stable_2_index_coo_1_f32_i32(%arg0: index, %arg1: index, %arg2: memref, %arg3: memref, %arg4: memref) { // CHECK-LABEL: func.func @sparse_sort_coo_stable func.func @sparse_sort_coo_stable(%arg0: index, %arg1: memref<100xindex>, %arg2: memref, %arg3: memref<10xi32>) -> (memref<100xindex>, memref, memref<10xi32>) { sparse_tensor.sort_coo stable %arg0, %arg1 jointly %arg2, %arg3 {nx = 2 : index, ny = 1: index} : memref<100xindex> jointly memref, memref<10xi32> return %arg1, %arg2, %arg3 : memref<100xindex>, memref, memref<10xi32> }