TheRock/compiler/amd-llvm/mlir/test/Dialect/OpenACC/acc-compute-lowering-loop.mlir

// RUN: mlir-opt %s -acc-compute-lowering | FileCheck %s

// CHECK-LABEL: func.func @parallel_independent_loop
func.func @parallel_independent_loop(%buf: memref<16xi32>) {
  %c0 = arith.constant 0 : index
  %c1 = arith.constant 1 : index
  %c16 = arith.constant 16 : index

  %dev = acc.copyin varPtr(%buf : memref<16xi32>) -> memref<16xi32>
  // CHECK-NOT: acc.parallel
  // CHECK: acc.kernel_environment
  // CHECK-NOT: acc.par_width
  // CHECK: acc.compute_region
  // CHECK: scf.parallel
  acc.parallel dataOperands(%dev : memref<16xi32>) {
    acc.loop control(%i : index) = (%c0 : index) to (%c16 : index) step (%c1 : index) {
      %vi = arith.index_cast %i : index to i32
      memref.store %vi, %dev[%i] : memref<16xi32>
      acc.yield
    } attributes {independent = [#acc.device_type<none>]}
    acc.yield
  }
  acc.copyout accPtr(%dev : memref<16xi32>) to varPtr(%buf : memref<16xi32>)
  return
}

// -----

// CHECK-LABEL: func.func @parallel_loop_multi_block_body
func.func @parallel_loop_multi_block_body(%buf: memref<4xi32>) {
  %c0 = arith.constant 0 : index
  %c1 = arith.constant 1 : index
  %c4 = arith.constant 4 : index

  %dev = acc.copyin varPtr(%buf : memref<4xi32>) -> memref<4xi32>
  // CHECK-NOT: acc.parallel
  // CHECK: acc.kernel_environment
  // CHECK-NOT: acc.par_width
  // CHECK: acc.compute_region
  // CHECK: scf.parallel
  // CHECK: scf.execute_region
  acc.parallel dataOperands(%dev : memref<4xi32>) {
    acc.loop control(%i : index) = (%c0 : index) to (%c4 : index) step (%c1 : index) {
      %vi = arith.index_cast %i : index to i32
      memref.store %vi, %dev[%i] : memref<4xi32>
      cf.br ^bb1
    ^bb1:
      acc.yield
    } attributes {independent = [#acc.device_type<none>]}
    acc.yield
  }
  acc.copyout accPtr(%dev : memref<4xi32>) to varPtr(%buf : memref<4xi32>)
  return
}

// -----

// CHECK-LABEL: func.func @parallel_loop_auto_collapse
func.func @parallel_loop_auto_collapse(%buf: memref<1xi32>, %lb0 : index, %ub0 : index, %lb1 : index, %ub1 : index) {
  %c0 = arith.constant 0 : index
  %c1 = arith.constant 1 : index

  %dev = acc.copyin varPtr(%buf : memref<1xi32>) -> memref<1xi32>
  // CHECK-NOT: acc.parallel
  // CHECK: acc.kernel_environment
  // CHECK-NOT: acc.par_width
  // CHECK: acc.compute_region
  // CHECK: scf.for
  // CHECK-NOT: scf.for
  // CHECK-NOT: scf.parallel
  acc.parallel dataOperands(%dev : memref<1xi32>) {
    acc.loop control(%i : index, %j : index) = (%lb0, %lb1 : index, index) to (%ub0, %ub1 : index, index) step (%c1, %c1 : index, index) {
      %vi = arith.index_cast %i : index to i32
      memref.store %vi, %dev[%c0] : memref<1xi32>
      acc.yield
    } attributes {auto_ = [#acc.device_type<none>]}
    acc.yield
  }
  acc.copyout accPtr(%dev : memref<1xi32>) to varPtr(%buf : memref<1xi32>)
  return
}

// -----

// CHECK-LABEL: func.func @serial_loop_normalized
func.func @serial_loop_normalized(%buf: memref<1xi32>) {
  %c0 = arith.constant 0 : index
  %c2 = arith.constant 2 : index
  %c5 = arith.constant 5 : index
  %c9 = arith.constant 9 : index

  %dev = acc.copyin varPtr(%buf : memref<1xi32>) -> memref<1xi32>
  // CHECK-NOT: acc.serial
  // CHECK: acc.kernel_environment
  // CHECK: acc.par_width {par_dim = #acc.par_dim<sequential>}
  // CHECK: acc.compute_region launch(
  // CHECK: scf.parallel
  // CHECK-DAG: arith.muli
  // CHECK-DAG: arith.addi
  // CHECK: acc.par_dims = #acc<par_dims[sequential]>
  acc.serial dataOperands(%dev : memref<1xi32>) {
    acc.loop control(%i : index) = (%c5 : index) to (%c9 : index) step (%c2 : index) {
      %vi = arith.index_cast %i : index to i32
      memref.store %vi, %dev[%c0] : memref<1xi32>
      acc.yield
    } attributes {independent = [#acc.device_type<none>]}
    acc.yield
  }
  acc.copyout accPtr(%dev : memref<1xi32>) to varPtr(%buf : memref<1xi32>)
  return
}

// -----

// CHECK-LABEL: func.func @orphan_loop
func.func @orphan_loop(%buf: memref<8xi32>) {
  %c0 = arith.constant 0 : index
  %c1 = arith.constant 1 : index
  %c8 = arith.constant 8 : index
  %c0_i32 = arith.constant 0 : i32

  // CHECK-NOT: acc.loop
  // CHECK: scf.for
  // CHECK-NOT: scf.parallel
  acc.loop control(%i : index) = (%c0 : index) to (%c8 : index) step (%c1 : index) {
    memref.store %c0_i32, %buf[%i] : memref<8xi32>
    acc.yield
  } attributes {independent = [#acc.device_type<none>]}
  return
}

// -----

// Loop in specialized seq acc routine: not treated as orphan (scf.for).
acc.routine @routine_with_loop func(@device_routine_with_loop) seq
// CHECK-LABEL: func.func @device_routine_with_loop
// CHECK: attributes {acc.specialized_routine = #acc.specialized_routine<@routine_with_loop, <seq>, "host_routine_with_loop">}
// CHECK-NOT: acc.loop
// CHECK: scf.parallel
// CHECK: acc.par_dims = #acc<par_dims[sequential]>
// CHECK-NOT: scf.for
func.func @device_routine_with_loop(%buf: memref<8xi32>) attributes {acc.specialized_routine = #acc.specialized_routine<@routine_with_loop, <seq>, "host_routine_with_loop">} {
  %c0 = arith.constant 0 : index
  %c1 = arith.constant 1 : index
  %c8 = arith.constant 8 : index
  %c0_i32 = arith.constant 0 : i32

  acc.loop control(%i : index) = (%c0 : index) to (%c8 : index) step (%c1 : index) {
    memref.store %c0_i32, %buf[%i] : memref<8xi32>
    acc.yield
  } attributes {independent = [#acc.device_type<none>]}
  return
}

// -----

// Loop in specialized vector acc routine with vector loop.
acc.routine @routine_vector_with_loop func(@device_routine_vector_with_loop) vector
// CHECK-LABEL: func.func @device_routine_vector_with_loop
// CHECK: attributes {acc.specialized_routine = #acc.specialized_routine<@routine_vector_with_loop, <vector>, "host_routine_vector_with_loop">}
// CHECK-NOT: acc.loop
// CHECK: scf.parallel
// CHECK: acc.par_dims = #acc<par_dims[thread_x]>
// CHECK-NOT: scf.for
func.func @device_routine_vector_with_loop(%buf: memref<8xi32>) attributes {acc.specialized_routine = #acc.specialized_routine<@routine_vector_with_loop, <vector>, "host_routine_vector_with_loop">} {
  %c0 = arith.constant 0 : index
  %c1 = arith.constant 1 : index
  %c8 = arith.constant 8 : index
  %c0_i32 = arith.constant 0 : i32

  acc.loop control(%i : index) = (%c0 : index) to (%c8 : index) step (%c1 : index) {
    memref.store %c0_i32, %buf[%i] : memref<8xi32>
    acc.yield
  } attributes {independent = [#acc.device_type<none>], vector = [#acc.device_type<none>]}
  return
}

// -----

// Auto loop with gang: lowered to scf.for with predetermined par_dims.
// CHECK-LABEL: func.func @parallel_loop_auto_gang
func.func @parallel_loop_auto_gang(%buf: memref<1xi32>) {
  %c0 = arith.constant 0 : index
  %c1_i32 = arith.constant 1 : i32
  %c10_i32 = arith.constant 10 : i32
  %c100_i32 = arith.constant 100 : i32

  %dev = acc.copyin varPtr(%buf : memref<1xi32>) -> memref<1xi32>
  // CHECK-NOT: acc.parallel
  // CHECK: acc.kernel_environment
  // CHECK: acc.par_width {{.*}} {par_dim = #acc.par_dim<block_x>}
  // CHECK: acc.compute_region launch(
  // CHECK: scf.for
  // CHECK-NOT: scf.parallel
  // CHECK: acc.par_dims = #acc<par_dims[block_x]>
  acc.parallel num_gangs({%c10_i32 : i32}) dataOperands(%dev : memref<1xi32>) {
    acc.loop gang control(%arg0 : i32) = (%c1_i32 : i32) to (%c100_i32 : i32) step (%c1_i32 : i32) {
      memref.store %arg0, %dev[%c0] : memref<1xi32>
      acc.yield
    } attributes {auto_ = [#acc.device_type<none>]}
    acc.yield
  }
  acc.copyout accPtr(%dev : memref<1xi32>) to varPtr(%buf : memref<1xi32>)
  return
}