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parallelize.mlir
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parallelize.mlir
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// RUN: mlir-opt %s -allow-unregistered-dialect -affine-parallelize| FileCheck %s
// For multiple nested for-loops.
// CHECK-DAG: [[MAP5:#map[0-9]+]] = affine_map<(d0, d1, d2, d3, d4, d5, d6, d7) -> (d0 + d1, d2 * 2 + d3, d4 * 2 + d5, d6 + d7)>
// CHECK-LABEL: func @reduce_window_max() {
func @reduce_window_max() {
%cst = constant 0.000000e+00 : f32
%0 = alloc() : memref<1x8x8x64xf32>
%1 = alloc() : memref<1x18x18x64xf32>
affine.for %arg0 = 0 to 1 {
affine.for %arg1 = 0 to 8 {
affine.for %arg2 = 0 to 8 {
affine.for %arg3 = 0 to 64 {
affine.store %cst, %0[%arg0, %arg1, %arg2, %arg3] : memref<1x8x8x64xf32>
}
}
}
}
affine.for %arg0 = 0 to 1 {
affine.for %arg1 = 0 to 8 {
affine.for %arg2 = 0 to 8 {
affine.for %arg3 = 0 to 64 {
affine.for %arg4 = 0 to 1 {
affine.for %arg5 = 0 to 3 {
affine.for %arg6 = 0 to 3 {
affine.for %arg7 = 0 to 1 {
%2 = affine.load %0[%arg0, %arg1, %arg2, %arg3] : memref<1x8x8x64xf32>
%3 = affine.load %1[%arg0 + %arg4, %arg1 * 2 + %arg5, %arg2 * 2 + %arg6, %arg3 + %arg7] : memref<1x18x18x64xf32>
%4 = cmpf "ogt", %2, %3 : f32
%5 = select %4, %2, %3 : f32
affine.store %5, %0[%arg0, %arg1, %arg2, %arg3] : memref<1x8x8x64xf32>
}
}
}
}
}
}
}
}
return
}
// CHECK: %[[cst:.*]] = constant 0.000000e+00 : f32
// CHECK: %[[v0:.*]] = alloc() : memref<1x8x8x64xf32>
// CHECK: %[[v1:.*]] = alloc() : memref<1x18x18x64xf32>
// CHECK: affine.parallel (%[[arg0:.*]]) = (0) to (1) {
// CHECK: affine.parallel (%[[arg1:.*]]) = (0) to (8) {
// CHECK: affine.parallel (%[[arg2:.*]]) = (0) to (8) {
// CHECK: affine.parallel (%[[arg3:.*]]) = (0) to (64) {
// CHECK: affine.store %[[cst]], %[[v0]][%[[arg0]], %[[arg1]], %[[arg2]], %[[arg3]]] : memref<1x8x8x64xf32>
// CHECK: }
// CHECK: }
// CHECK: }
// CHECK: }
// CHECK: affine.parallel (%[[a0:.*]]) = (0) to (1) {
// CHECK: affine.parallel (%[[a1:.*]]) = (0) to (8) {
// CHECK: affine.parallel (%[[a2:.*]]) = (0) to (8) {
// CHECK: affine.parallel (%[[a3:.*]]) = (0) to (64) {
// CHECK: affine.parallel (%[[a4:.*]]) = (0) to (1) {
// CHECK: affine.for %[[a5:.*]] = 0 to 3 {
// CHECK: affine.for %[[a6:.*]] = 0 to 3 {
// CHECK: affine.parallel (%[[a7:.*]]) = (0) to (1) {
// CHECK: %[[lhs:.*]] = affine.load %[[v0]][%[[a0]], %[[a1]], %[[a2]], %[[a3]]] : memref<1x8x8x64xf32>
// CHECK: %[[rhs:.*]] = affine.load %[[v1]][%[[a0]] + %[[a4]], %[[a1]] * 2 + %[[a5]], %[[a2]] * 2 + %[[a6]], %[[a3]] + %[[a7]]] : memref<1x18x18x64xf32>
// CHECK: %[[res:.*]] = cmpf "ogt", %[[lhs]], %[[rhs]] : f32
// CHECK: %[[sel:.*]] = select %[[res]], %[[lhs]], %[[rhs]] : f32
// CHECK: affine.store %[[sel]], %[[v0]][%[[a0]], %[[a1]], %[[a2]], %[[a3]]] : memref<1x8x8x64xf32>
// CHECK: }
// CHECK: }
// CHECK: }
// CHECK: }
// CHECK: }
// CHECK: }
// CHECK: }
// CHECK: }
// CHECK: }
func @loop_nest_3d_outer_two_parallel(%N : index) {
%0 = alloc() : memref<1024 x 1024 x vector<64xf32>>
%1 = alloc() : memref<1024 x 1024 x vector<64xf32>>
%2 = alloc() : memref<1024 x 1024 x vector<64xf32>>
affine.for %i = 0 to %N {
affine.for %j = 0 to %N {
%7 = affine.load %2[%i, %j] : memref<1024x1024xvector<64xf32>>
affine.for %k = 0 to %N {
%5 = affine.load %0[%i, %k] : memref<1024x1024xvector<64xf32>>
%6 = affine.load %1[%k, %j] : memref<1024x1024xvector<64xf32>>
%8 = mulf %5, %6 : vector<64xf32>
%9 = addf %7, %8 : vector<64xf32>
affine.store %9, %2[%i, %j] : memref<1024x1024xvector<64xf32>>
}
}
}
return
}
// CHECK: affine.parallel (%[[arg1:.*]]) = (0) to (symbol(%arg0)) {
// CHECK-NEXT: affine.parallel (%[[arg2:.*]]) = (0) to (symbol(%arg0)) {
// CHECK: affine.for %[[arg3:.*]] = 0 to %arg0 {
// CHECK-LABEL: unknown_op_conservative
func @unknown_op_conservative() {
affine.for %i = 0 to 10 {
// CHECK: affine.for %[[arg1:.*]] = 0 to 10 {
"unknown"() : () -> ()
}
return
}
// CHECK-LABEL: non_affine_load
func @non_affine_load() {
%0 = alloc() : memref<100 x f32>
affine.for %i = 0 to 100 {
// CHECK: affine.for %{{.*}} = 0 to 100 {
load %0[%i] : memref<100 x f32>
}
return
}