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[mlir][vectorize] Support affine.apply in SuperVectorize #77968
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mlir/test/Dialect/Affine/SuperVectorize/vectorize_affine_apply.mlir
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| Original file line number | Diff line number | Diff line change |
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| @@ -0,0 +1,159 @@ | ||
| // RUN: mlir-opt %s -affine-super-vectorize="virtual-vector-size=8 test-fastest-varying=0" -split-input-file | FileCheck %s | ||
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| // CHECK-DAG: #[[$MAP_ID0:map[0-9a-zA-Z_]*]] = affine_map<(d0) -> (d0 mod 12)> | ||
| // CHECK-DAG: #[[$MAP_ID1:map[0-9a-zA-Z_]*]] = affine_map<(d0) -> (d0 mod 16)> | ||
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| // CHECK-LABEL: vec_affine_apply | ||
| // CHECK-SAME: (%[[ARG0:.*]]: memref<8x12x16xf32>, %[[ARG1:.*]]: memref<8x24x48xf32>) { | ||
| func.func @vec_affine_apply(%arg0: memref<8x12x16xf32>, %arg1: memref<8x24x48xf32>) { | ||
| // CHECK: affine.for %[[ARG2:.*]] = 0 to 8 { | ||
| // CHECK-NEXT: affine.for %[[ARG3:.*]] = 0 to 24 { | ||
| // CHECK-NEXT: affine.for %[[ARG4:.*]] = 0 to 48 step 8 { | ||
| // CHECK-NEXT: %[[S0:.*]] = affine.apply #[[$MAP_ID0]](%[[ARG3]]) | ||
| // CHECK-NEXT: %[[S1:.*]] = affine.apply #[[$MAP_ID1]](%[[ARG4]]) | ||
| // CHECK-NEXT: %[[CST:.*]] = arith.constant 0.000000e+00 : f32 | ||
| // CHECK-NEXT: %[[S2:.*]] = vector.transfer_read %[[ARG0]][%[[ARG2]], %[[S0]], %[[S1]]], %[[CST]] : memref<8x12x16xf32>, vector<8xf32> | ||
| // CHECK-NEXT: vector.transfer_write %[[S2]], %[[ARG1]][%[[ARG2]], %[[ARG3]], %[[ARG4]]] : vector<8xf32>, memref<8x24x48xf32> | ||
| // CHECK-NEXT: } | ||
| // CHECK-NEXT: } | ||
| // CHECK-NEXT: } | ||
| // CHECK-NEXT: return | ||
| affine.for %arg2 = 0 to 8 { | ||
| affine.for %arg3 = 0 to 24 { | ||
| affine.for %arg4 = 0 to 48 { | ||
| %0 = affine.apply affine_map<(d0) -> (d0 mod 12)>(%arg3) | ||
| %1 = affine.apply affine_map<(d0) -> (d0 mod 16)>(%arg4) | ||
| %2 = affine.load %arg0[%arg2, %0, %1] : memref<8x12x16xf32> | ||
| affine.store %2, %arg1[%arg2, %arg3, %arg4] : memref<8x24x48xf32> | ||
| } | ||
| } | ||
| } | ||
| return | ||
| } | ||
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| // ----- | ||
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| // CHECK-DAG: #[[$MAP_ID2:map[0-9a-zA-Z_]*]] = affine_map<(d0) -> (d0 mod 16 + 1)> | ||
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| // CHECK-LABEL: vec_affine_apply_2 | ||
| // CHECK-SAME: (%[[ARG0:.*]]: memref<8x12x16xf32>, %[[ARG1:.*]]: memref<8x24x48xf32>) { | ||
| func.func @vec_affine_apply_2(%arg0: memref<8x12x16xf32>, %arg1: memref<8x24x48xf32>) { | ||
| // CHECK: affine.for %[[ARG2:.*]] = 0 to 8 { | ||
| // CHECK-NEXT: affine.for %[[ARG3:.*]] = 0 to 12 { | ||
| // CHECK-NEXT: affine.for %[[ARG4:.*]] = 0 to 48 step 8 { | ||
| // CHECK-NEXT: %[[S0:.*]] = affine.apply #[[$MAP_ID2]](%[[ARG4]]) | ||
| // CHECK-NEXT: %[[CST:.*]] = arith.constant 0.000000e+00 : f32 | ||
| // CHECK-NEXT: %[[S1:.*]] = vector.transfer_read %[[ARG0]][%[[ARG2]], %[[ARG3]], %[[S0]]], %[[CST]] : memref<8x12x16xf32>, vector<8xf32> | ||
| // CHECK-NEXT: vector.transfer_write %[[S1]], %[[ARG1]][%[[ARG2]], %[[ARG3]], %[[ARG4]]] : vector<8xf32>, memref<8x24x48xf32> | ||
| // CHECK-NEXT: } | ||
| // CHECK-NEXT: } | ||
| // CHECK-NEXT: } | ||
| affine.for %arg2 = 0 to 8 { | ||
| affine.for %arg3 = 0 to 12 { | ||
| affine.for %arg4 = 0 to 48 { | ||
| %1 = affine.apply affine_map<(d0) -> (d0 mod 16 + 1)>(%arg4) | ||
| %2 = affine.load %arg0[%arg2, %arg3, %1] : memref<8x12x16xf32> | ||
| affine.store %2, %arg1[%arg2, %arg3, %arg4] : memref<8x24x48xf32> | ||
| } | ||
| } | ||
| } | ||
| return | ||
| } | ||
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| // ----- | ||
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| // CHECK-LABEL: no_vec_affine_apply | ||
| // CHECK-SAME: (%[[ARG0:.*]]: memref<8x12x16xi32>, %[[ARG1:.*]]: memref<8x24x48xi32>) { | ||
| func.func @no_vec_affine_apply(%arg0: memref<8x12x16xi32>, %arg1: memref<8x24x48xi32>) { | ||
| // CHECK: affine.for %[[ARG2:.*]] = 0 to 8 { | ||
| // CHECK-NEXT: affine.for %[[ARG3:.*]] = 0 to 24 { | ||
| // CHECK-NEXT: affine.for %[[ARG4:.*]] = 0 to 48 { | ||
| // CHECK-NEXT: %[[S0:.*]] = affine.apply #[[$MAP_ID0]](%[[ARG3]]) | ||
| // CHECK-NEXT: %[[S1:.*]] = affine.apply #[[$MAP_ID1]](%[[ARG4]]) | ||
| // CHECK-NEXT: %[[S2:.*]] = affine.load %[[ARG0]][%[[ARG2]], %[[S0]], %[[S1]]] : memref<8x12x16xi32> | ||
| // CHECK-NEXT: %[[S3:.*]] = arith.index_cast %[[S2]] : i32 to index | ||
| // CHECK-NEXT: %[[S4:.*]] = affine.apply #[[$MAP_ID1]](%[[S3]]) | ||
| // CHECK-NEXT: %[[S5:.*]] = arith.index_cast %[[S4]] : index to i32 | ||
| // CHECK-NEXT: affine.store %[[S5]], %[[ARG1]][%[[ARG2]], %[[ARG3]], %[[ARG4]]] : memref<8x24x48xi32> | ||
| // CHECK-NEXT: } | ||
| // CHECK-NEXT: } | ||
| // CHECK-NEXT: } | ||
| // CHECK-NEXT: return | ||
| affine.for %arg2 = 0 to 8 { | ||
| affine.for %arg3 = 0 to 24 { | ||
| affine.for %arg4 = 0 to 48 { | ||
| %0 = affine.apply affine_map<(d0) -> (d0 mod 12)>(%arg3) | ||
| %1 = affine.apply affine_map<(d0) -> (d0 mod 16)>(%arg4) | ||
| %2 = affine.load %arg0[%arg2, %0, %1] : memref<8x12x16xi32> | ||
| %3 = arith.index_cast %2 : i32 to index | ||
| %4 = affine.apply affine_map<(d0) -> (d0 mod 16)>(%3) | ||
| %5 = arith.index_cast %4 : index to i32 | ||
| affine.store %5, %arg1[%arg2, %arg3, %arg4] : memref<8x24x48xi32> | ||
| } | ||
| } | ||
| } | ||
| return | ||
| } | ||
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| // ----- | ||
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| // CHECK-DAG: #[[$MAP_ID1:map[0-9a-zA-Z_]*]] = affine_map<(d0) -> (d0 mod 16)> | ||
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| // CHECK-LABEL: affine_map_with_expr | ||
| // CHECK-SAME: (%[[ARG0:.*]]: memref<8x12x16xf32>, %[[ARG1:.*]]: memref<8x24x48xf32>) { | ||
| func.func @affine_map_with_expr(%arg0: memref<8x12x16xf32>, %arg1: memref<8x24x48xf32>) { | ||
| // CHECK: affine.for %[[ARG2:.*]] = 0 to 8 { | ||
| // CHECK-NEXT: affine.for %[[ARG3:.*]] = 0 to 12 { | ||
| // CHECK-NEXT: affine.for %[[ARG4:.*]] = 0 to 48 { | ||
| // CHECK-NEXT: %[[S0:.*]] = affine.apply #[[$MAP_ID1]](%[[ARG4]]) | ||
| // CHECK-NEXT: %[[S1:.*]] = affine.load %[[ARG0]][%[[ARG2]], %[[ARG3]], %[[S0]] + 1] : memref<8x12x16xf32> | ||
| // CHECK-NEXT: affine.store %[[S1]], %[[ARG1]][%[[ARG2]], %[[ARG3]], %[[ARG4]]] : memref<8x24x48xf32> | ||
| // CHECK-NEXT: } | ||
| // CHECK-NEXT: } | ||
| // CHECK-NEXT: } | ||
| // CHECK-NEXT: return | ||
| affine.for %arg2 = 0 to 8 { | ||
| affine.for %arg3 = 0 to 12 { | ||
| affine.for %arg4 = 0 to 48 { | ||
| %1 = affine.apply affine_map<(d0) -> (d0 mod 16)>(%arg4) | ||
| %2 = affine.load %arg0[%arg2, %arg3, %1 + 1] : memref<8x12x16xf32> | ||
| affine.store %2, %arg1[%arg2, %arg3, %arg4] : memref<8x24x48xf32> | ||
| } | ||
| } | ||
| } | ||
| return | ||
| } | ||
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| // ----- | ||
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| // CHECK-DAG: #[[$MAP_ID3:map[0-9a-zA-Z_]*]] = affine_map<(d0, d1, d2) -> (d0)> | ||
| // CHECK-DAG: #[[$MAP_ID4:map[0-9a-zA-Z_]*]] = affine_map<(d0, d1, d2) -> (d1)> | ||
| // CHECK-DAG: #[[$MAP_ID5:map[0-9a-zA-Z_]*]] = affine_map<(d0, d1, d2) -> (d2 + 1)> | ||
| // CHECK-DAG: #[[$MAP_ID6:map[0-9a-zA-Z_]*]] = affine_map<(d0, d1, d2) -> (0)> | ||
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| // CHECK-LABEL: affine_map_with_expr_2 | ||
| // CHECK-SAME: (%[[ARG0:.*]]: memref<8x12x16xf32>, %[[ARG1:.*]]: memref<8x24x48xf32>, %[[I0:.*]]: index) { | ||
| func.func @affine_map_with_expr_2(%arg0: memref<8x12x16xf32>, %arg1: memref<8x24x48xf32>, %i: index) { | ||
| // CHECK: affine.for %[[ARG3:.*]] = 0 to 8 { | ||
| // CHECK-NEXT: affine.for %[[ARG4:.*]] = 0 to 12 { | ||
| // CHECK-NEXT: affine.for %[[ARG5:.*]] = 0 to 48 step 8 { | ||
| // CHECK-NEXT: %[[S0:.*]] = affine.apply #[[$MAP_ID3]](%[[ARG3]], %[[ARG4]], %[[I0]]) | ||
| // CHECK-NEXT: %[[S1:.*]] = affine.apply #[[$MAP_ID4]](%[[ARG3]], %[[ARG4]], %[[I0]]) | ||
| // CHECK-NEXT: %[[S2:.*]] = affine.apply #[[$MAP_ID5]](%[[ARG3]], %[[ARG4]], %[[I0]]) | ||
| // CHECK-NEXT: %[[CST:.*]] = arith.constant 0.000000e+00 : f32 | ||
| // CHECK-NEXT: %[[S3:.*]] = vector.transfer_read %[[ARG0]][%[[S0]], %[[S1]], %[[S2]]], %[[CST]] {permutation_map = #[[$MAP_ID6]]} : memref<8x12x16xf32>, vector<8xf32> | ||
| // CHECK-NEXT: vector.transfer_write %[[S3]], %[[ARG1]][%[[ARG3]], %[[ARG4]], %[[ARG5]]] : vector<8xf32>, memref<8x24x48xf32> | ||
| // CHECK-NEXT: } | ||
| // CHECK-NEXT: } | ||
| // CHECK-NEXT: } | ||
| // CHECK-NEXT: return | ||
| affine.for %arg2 = 0 to 8 { | ||
| affine.for %arg3 = 0 to 12 { | ||
| affine.for %arg4 = 0 to 48 { | ||
| %2 = affine.load %arg0[%arg2, %arg3, %i + 1] : memref<8x12x16xf32> | ||
| affine.store %2, %arg1[%arg2, %arg3, %arg4] : memref<8x24x48xf32> | ||
| } | ||
| } | ||
| } | ||
| return | ||
| } | ||
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