| // RUN: mlir-opt --tosa-make-broadcastable %s | FileCheck %s |
| |
| // ----- |
| // CHECK-LABEL: broadcast0 |
| func.func @test_broadcast0(%arg0: tensor<1xf32>, %arg1: tensor<1xf32>) -> tensor<1xf32> { |
| // CHECK-NOT: reshape |
| %0 = tosa.add %arg0, %arg1 : (tensor<1xf32>, tensor<1xf32>) -> tensor<1xf32> |
| return %0 : tensor<1xf32> |
| } |
| |
| // ----- |
| // CHECK-LABEL: broadcast1 |
| func.func @test_broadcast1(%arg0: tensor<1xf32>, %arg1: tensor<2x1xf32>) -> tensor<2x1xf32> { |
| // CHECK-DAG: %[[VAR0:.*]] = tosa.reshape %arg0 {new_shape = array<i64: 1, 1>} |
| // CHECK: %[[VAR1:.*]] = tosa.add %[[VAR0]], %arg1 |
| %0 = tosa.add %arg0, %arg1 : (tensor<1xf32>, tensor<2x1xf32>) -> tensor<2x1xf32> |
| return %0 : tensor<2x1xf32> |
| } |
| |
| // ----- |
| // CHECK-LABEL: broadcast2 |
| func.func @test_broadcast2(%arg0: tensor<2x1xf32>, %arg1: tensor<1xf32>) -> tensor<2x1xf32> { |
| // CHECK-DAG: %[[VAR0:.*]] = tosa.reshape %arg1 {new_shape = array<i64: 1, 1>} |
| // CHECK: %[[VAR1:.*]] = tosa.add %arg0, %[[VAR0]] |
| %0 = tosa.add %arg0, %arg1 : (tensor<2x1xf32>, tensor<1xf32>) -> tensor<2x1xf32> |
| return %0 : tensor<2x1xf32> |
| } |
| |
| // ----- |
| // CHECK-LABEL: broadcast3 |
| func.func @test_broadcast3(%arg0: tensor<2x1x1x1xf32>, %arg1: tensor<1xf32>) -> tensor<2x1x1x1xf32> { |
| // CHECK-DAG: %[[VAR0:.*]] = tosa.reshape %arg1 {new_shape = array<i64: 1, 1, 1, 1>} |
| // CHECK: %[[VAR1:.*]] = tosa.add %arg0, %[[VAR0]] |
| %0 = tosa.add %arg0, %arg1 : (tensor<2x1x1x1xf32>, tensor<1xf32>) -> tensor<2x1x1x1xf32> |
| return %0 : tensor<2x1x1x1xf32> |
| } |
| |
| // ----- |
| // CHECK-LABEL: broadcast4 |
| func.func @test_broadcast4(%arg0: tensor<1x1x1x2xf32>, %arg1: tensor<1xf32>) -> tensor<1x1x1x2xf32> { |
| // CHECK-DAG: %[[VAR0:.*]] = tosa.reshape %arg1 {new_shape = array<i64: 1, 1, 1, 1>} |
| // CHECK: %[[VAR1:.*]] = tosa.add %arg0, %[[VAR0]] |
| %0 = tosa.add %arg0, %arg1 : (tensor<1x1x1x2xf32>, tensor<1xf32>) -> tensor<1x1x1x2xf32> |
| return %0 : tensor<1x1x1x2xf32> |
| } |
| |
| // ----- |
| // CHECK-LABEL: broadcast5 |
| func.func @test_broadcast5(%arg0: tensor<1x1x2x1xf32>, %arg1: tensor<1xf32>) -> tensor<1x1x2x1xf32> { |
| // CHECK-DAG: %[[VAR0:.*]] = tosa.reshape %arg1 {new_shape = array<i64: 1, 1, 1, 1>} |
| // CHECK: %[[VAR1:.*]] = tosa.add %arg0, %[[VAR0]] |
| %0 = tosa.add %arg0, %arg1 : (tensor<1x1x2x1xf32>, tensor<1xf32>) -> tensor<1x1x2x1xf32> |
| return %0 : tensor<1x1x2x1xf32> |
| } |
| |
| // ----- |
| // CHECK-LABEL: broadcast6 |
| func.func @test_broadcast6(%arg0: tensor<17x16x15x14xf32>, %arg1: tensor<1xf32>) -> tensor<17x16x15x14xf32> { |
| // CHECK-DAG: %[[VAR0:.*]] = tosa.reshape %arg1 {new_shape = array<i64: 1, 1, 1, 1>} |
| // CHECK: %[[VAR1:.*]] = tosa.add %arg0, %[[VAR0]] |
| %0 = tosa.add %arg0, %arg1 : (tensor<17x16x15x14xf32>, tensor<1xf32>) -> tensor<17x16x15x14xf32> |
| return %0 : tensor<17x16x15x14xf32> |
| } |
| |
| // ----- |
| // CHECK-LABEL: broadcast7 |
| func.func @test_broadcast7(%arg0: tensor<17x16x1x14xf32>, %arg1: tensor<1x1xf32>) -> tensor<17x16x1x14xf32> { |
| // CHECK-DAG: %[[VAR0:.*]] = tosa.reshape %arg1 {new_shape = array<i64: 1, 1, 1, 1>} |
| // CHECK: %[[VAR1:.*]] = tosa.add %arg0, %[[VAR0]] |
| %0 = tosa.add %arg0, %arg1 : (tensor<17x16x1x14xf32>, tensor<1x1xf32>) -> tensor<17x16x1x14xf32> |
| return %0 : tensor<17x16x1x14xf32> |
| } |
| |
| // ----- |
| // CHECK-LABEL: broadcast8 |
| func.func @test_broadcast8(%arg0: tensor<17x16x15x14xf32>, %arg1: tensor<1x1xf32>) -> tensor<17x16x15x14xf32> { |
| // CHECK-DAG: %[[VAR0:.*]] = tosa.reshape %arg1 {new_shape = array<i64: 1, 1, 1, 1>} |
| // CHECK: %[[VAR1:.*]] = tosa.add %arg0, %[[VAR0]] |
| %0 = tosa.add %arg0, %arg1 : (tensor<17x16x15x14xf32>, tensor<1x1xf32>) -> tensor<17x16x15x14xf32> |
| return %0 : tensor<17x16x15x14xf32> |
| } |
| |
| // ----- |
| // CHECK-LABEL: broadcast9 |
| func.func @test_broadcast9(%arg0: tensor<17x16x15x14xf32>, %arg1: tensor<15x1xf32>) -> tensor<17x16x15x14xf32> { |
| // CHECK-DAG: %[[VAR0:.*]] = tosa.reshape %arg1 {new_shape = array<i64: 1, 1, 15, 1>} |
| // CHECK: %[[VAR1:.*]] = tosa.add %arg0, %[[VAR0]] |
| %0 = tosa.add %arg0, %arg1 : (tensor<17x16x15x14xf32>, tensor<15x1xf32>) -> tensor<17x16x15x14xf32> |
| return %0 : tensor<17x16x15x14xf32> |
| } |
| |
| // ----- |
| // CHECK-LABEL: broadcast10 |
| func.func @test_broadcast10(%arg0: tensor<17x16x15x14xf32>, %arg1: tensor<15x14xf32>) -> tensor<17x16x15x14xf32> { |
| // CHECK-DAG: %[[VAR0:.*]] = tosa.reshape %arg1 {new_shape = array<i64: 1, 1, 15, 14>} |
| // CHECK: %[[VAR1:.*]] = tosa.add %arg0, %[[VAR0]] |
| %0 = tosa.add %arg0, %arg1 : (tensor<17x16x15x14xf32>, tensor<15x14xf32>) -> tensor<17x16x15x14xf32> |
| return %0 : tensor<17x16x15x14xf32> |
| } |
| |
| // ----- |
| // CHECK-LABEL: broadcast13 |
| func.func @test_broadcast13(%arg0: tensor<1xf32>, %arg1: tensor<17x16x15x14xf32>) -> tensor<17x16x15x14xf32> { |
| // CHECK-DAG: %[[VAR0:.*]] = tosa.reshape %arg0 {new_shape = array<i64: 1, 1, 1, 1>} |
| // CHECK: %[[VAR1:.*]] = tosa.add %[[VAR0]], %arg1 |
| %0 = tosa.add %arg0, %arg1 : (tensor<1xf32>, tensor<17x16x15x14xf32>) -> tensor<17x16x15x14xf32> |
| return %0 : tensor<17x16x15x14xf32> |
| } |
| |
| // ----- |
| // CHECK-LABEL: broadcast14 |
| func.func @test_broadcast14(%arg0: tensor<1x1xf32>, %arg1: tensor<17x16x1x14xf32>) -> tensor<17x16x1x14xf32> { |
| // CHECK-DAG: %[[VAR0:.*]] = tosa.reshape %arg0 {new_shape = array<i64: 1, 1, 1, 1>} |
| // CHECK: %[[VAR1:.*]] = tosa.add %[[VAR0]], %arg1 |
| %0 = tosa.add %arg0, %arg1 : (tensor<1x1xf32>, tensor<17x16x1x14xf32>) -> tensor<17x16x1x14xf32> |
| return %0 : tensor<17x16x1x14xf32> |
| } |
| |
| // ----- |
| // CHECK-LABEL: broadcast15 |
| func.func @test_broadcast15(%arg0: tensor<1x1xf32>, %arg1: tensor<17x16x15x14xf32>) -> tensor<17x16x15x14xf32> { |
| // CHECK-DAG: %[[VAR0:.*]] = tosa.reshape %arg0 {new_shape = array<i64: 1, 1, 1, 1>} |
| // CHECK: %[[VAR1:.*]] = tosa.add %[[VAR0]], %arg1 |
| %0 = tosa.add %arg0, %arg1 : (tensor<1x1xf32>, tensor<17x16x15x14xf32>) -> tensor<17x16x15x14xf32> |
| return %0 : tensor<17x16x15x14xf32> |
| } |
| |
| // ----- |
| // CHECK-LABEL: broadcast16 |
| func.func @test_broadcast16(%arg0: tensor<15x1xf32>, %arg1: tensor<17x16x15x14xf32>) -> tensor<17x16x15x14xf32> { |
| // CHECK-DAG: %[[VAR0:.*]] = tosa.reshape %arg0 {new_shape = array<i64: 1, 1, 15, 1>} |
| // CHECK: %[[VAR1:.*]] = tosa.add %[[VAR0]], %arg1 |
| %0 = tosa.add %arg0, %arg1 : (tensor<15x1xf32>, tensor<17x16x15x14xf32>) -> tensor<17x16x15x14xf32> |
| return %0 : tensor<17x16x15x14xf32> |
| } |
| |
| // ----- |
| // CHECK-LABEL: broadcast17 |
| func.func @test_broadcast17(%arg0: tensor<15x14xf32>, %arg1: tensor<17x16x15x14xf32>) -> tensor<17x16x15x14xf32> { |
| // CHECK-DAG: %[[VAR0:.*]] = tosa.reshape %arg0 {new_shape = array<i64: 1, 1, 15, 14>} |
| // CHECK: %[[VAR1:.*]] = tosa.add %[[VAR0]], %arg1 |
| %0 = tosa.add %arg0, %arg1 : (tensor<15x14xf32>, tensor<17x16x15x14xf32>) -> tensor<17x16x15x14xf32> |
| return %0 : tensor<17x16x15x14xf32> |
| } |
| |
| // ----- |
| // CHECK-LABEL: broadcast18 |
| func.func @test_broadcast18(%arg0: tensor<14x1xf32>, %arg1: tensor<1x15xf32>) -> tensor<14x15xf32> { |
| // CHECK: %[[VAR1:.*]] = tosa.add %arg0, %arg1 |
| %0 = tosa.add %arg0, %arg1 : (tensor<14x1xf32>, tensor<1x15xf32>) -> tensor<14x15xf32> |
| return %0 : tensor<14x15xf32> |
| } |
| |
| // ----- |
| // CHECK-LABEL: broadcast19 |
| func.func @test_broadcast19(%arg0: tensor<64x64x1xf32>, %arg1: tensor<1x17xf32>) -> (tensor<64x64x17xf32> ) { |
| // CHECK-DAG: %[[VAR0:.*]] = tosa.reshape %arg1 {new_shape = array<i64: 1, 1, 17>} |
| // CHECK: %[[VAR1:.*]] = tosa.sub %arg0, %[[VAR0]] |
| %0 = tosa.sub %arg0, %arg1 : (tensor<64x64x1xf32>, tensor<1x17xf32>) -> tensor<64x64x17xf32> |
| return %0 : tensor<64x64x17xf32> |
| } |
| |
| // ----- |
| // CHECK-LABEL: broadcast20 |
| func.func @test_broadcast20(%arg0: tensor<3x3x4x1xf32>, %arg1: tensor<4x5xf32>) -> (tensor<3x3x4x5xf32> ) { |
| // CHECK-DAG: %[[VAR0:.*]] = tosa.reshape %arg1 {new_shape = array<i64: 1, 1, 4, 5>} |
| // CHECK: %[[VAR1:.*]] = tosa.add %arg0, %[[VAR0]] |
| %0 = tosa.add %arg0, %arg1 : (tensor<3x3x4x1xf32>, tensor<4x5xf32>) -> tensor<3x3x4x5xf32> |
| return %0 : tensor<3x3x4x5xf32> |
| } |
| |
| // ----- |
| // CHECK-LABEL: broadcast_mul |
| func.func @test_broadcast_mul(%arg0: tensor<15x14xi32>, %arg1: tensor<17x16x15x14xi32>) -> tensor<17x16x15x14xi32> { |
| // CHECK-DAG: %[[VAR0:.*]] = tosa.reshape %arg0 {new_shape = array<i64: 1, 1, 15, 14>} |
| // CHECK: %[[VAR1:.*]] = tosa.mul %[[VAR0]], %arg1 |
| %0 = tosa.mul %arg0, %arg1 {shift = 1 : i8 } : (tensor<15x14xi32>, tensor<17x16x15x14xi32>) -> tensor<17x16x15x14xi32> |
| return %0 : tensor<17x16x15x14xi32> |
| } |
| |
| // ----- |
| // CHECK-LABEL: broadcast_arithmetic_right_shift |
| func.func @test_broadcast_arithmetic_right_shift(%arg0: tensor<15x14xi32>, %arg1: tensor<17x16x15x14xi32>) -> tensor<17x16x15x14xi32> { |
| // CHECK-DAG: %[[VAR0:.*]] = tosa.reshape %arg0 {new_shape = array<i64: 1, 1, 15, 14>} |
| // CHECK: %[[VAR1:.*]] = tosa.arithmetic_right_shift %[[VAR0]], %arg1 |
| %0 = tosa.arithmetic_right_shift %arg0, %arg1 { round = true } : (tensor<15x14xi32>, tensor<17x16x15x14xi32>) -> tensor<17x16x15x14xi32> |
| return %0 : tensor<17x16x15x14xi32> |
| } |
| |
| // ----- |
| // CHECK-LABEL: broadcast_scalar |
| func.func @test_broadcast_scalar(%arg0: tensor<i32>, %arg1: tensor<17x16x15x14xi32>) -> tensor<17x16x15x14xi32> { |
| // CHECK-DAG: %[[VAR0:.*]] = tosa.reshape %arg0 {new_shape = array<i64: 1, 1, 1, 1>} |
| // CHECK: %[[VAR1:.*]] = tosa.add %[[VAR0]], %arg1 |
| %0 = tosa.add %arg0, %arg1 : (tensor<i32>, tensor<17x16x15x14xi32>) -> tensor<17x16x15x14xi32> |
| return %0 : tensor<17x16x15x14xi32> |
| } |
| |
| // ----- |
| // CHECK-LABEL: broadcast_select_both_input |
| func.func @test_broadcast_select_both_input(%arg0: tensor<1x16x16xi1>, %arg1: tensor<f32>, %arg2: tensor<f32>) -> tensor<1x16x16xf32> { |
| // CHECK-DAG: %[[VAL_0:.*]] = tosa.reshape %arg1 {new_shape = array<i64: 1, 1, 1>} |
| // CHECK-DAG: %[[VAL_1:.*]] = tosa.reshape %arg2 {new_shape = array<i64: 1, 1, 1>} |
| // CHECK: %[[VAL_2:.*]] = tosa.select %arg0, %[[VAL_0]], %[[VAL_1]] |
| %0 = tosa.select %arg0, %arg1, %arg2 : (tensor<1x16x16xi1>, tensor<f32>, tensor<f32>) -> tensor<1x16x16xf32> |
| return %0 : tensor<1x16x16xf32> |
| } |
| |
| // ----- |
| // CHECK-LABEL: broadcast_select_one_input |
| func.func @test_broadcast_select_one_input(%arg0: tensor<17x16x15x14xi1>, %arg1: tensor<17x16x15x14xf32>, %arg2: tensor<f32>) -> tensor<17x16x15x14xf32> { |
| // CHECK-DAG: %[[VAL_0:.*]] = tosa.reshape %arg2 {new_shape = array<i64: 1, 1, 1, 1>} |
| // CHECK: %[[VAL_1:.*]] = tosa.select %arg0, %arg1, %[[VAL_0]] |
| %0 = tosa.select %arg0, %arg1, %arg2 : (tensor<17x16x15x14xi1>, tensor<17x16x15x14xf32>, tensor<f32>) -> tensor<17x16x15x14xf32> |
| return %0 : tensor<17x16x15x14xf32> |
| } |
| |
| // ----- |
| // CHECK-LABEL: broadcast_select_predicate |
| func.func @test_broadcast_select_predicate(%arg0: tensor<i1>, %arg1: tensor<1x32x32x8xf32>, %arg2: tensor<1x32x32x8xf32>) -> tensor<1x32x32x8xf32> { |
| // CHECK-DAG: %[[VAL_0:.*]] = tosa.reshape %arg0 {new_shape = array<i64: 1, 1, 1, 1>} |
| // CHECK: %[[VAL_1:.*]] = tosa.select %[[VAL_0]], %arg1, %arg2 |
| %0 = tosa.select %arg0, %arg1, %arg2 : (tensor<i1>, tensor<1x32x32x8xf32>, tensor<1x32x32x8xf32>) -> tensor<1x32x32x8xf32> |
| return %0 : tensor<1x32x32x8xf32> |
| } |
| |
| // ----- |
| // CHECK-LABEL: broadcast_select_abc |
| func.func @test_broadcast_select_abc(%arg0: tensor<i1>, %arg1: tensor<32x8xf32>, %arg2: tensor<1x32x32x8xf32>) -> tensor<1x32x32x8xf32> { |
| // CHECK-DAG: %[[VAL_0:.*]] = tosa.reshape %arg0 {new_shape = array<i64: 1, 1, 1, 1>} |
| // CHECK-DAG: %[[VAL_1:.*]] = tosa.reshape %arg1 {new_shape = array<i64: 1, 1, 32, 8>} |
| // CHECK: %[[VAL_2:.*]] = tosa.select %[[VAL_0]], %[[VAL_1]], %arg2 |
| %0 = tosa.select %arg0, %arg1, %arg2 : (tensor<i1>, tensor<32x8xf32>, tensor<1x32x32x8xf32>) -> tensor<1x32x32x8xf32> |
| return %0 : tensor<1x32x32x8xf32> |
| } |
| |
| // ----- |
| // CHECK-LABEL: broadcast_select_acb |
| func.func @test_broadcast_select_acb(%arg0: tensor<i1>, %arg1: tensor<1x32x32x8xf32>, %arg2: tensor<32x8xf32>) -> tensor<1x32x32x8xf32> { |
| // CHECK-DAG: %[[VAL_0:.*]] = tosa.reshape %arg0 {new_shape = array<i64: 1, 1, 1, 1>} |
| // CHECK-DAG: %[[VAL_1:.*]] = tosa.reshape %arg2 {new_shape = array<i64: 1, 1, 32, 8>} |
| // CHECK: %[[VAL_2:.*]] = tosa.select %[[VAL_0]], %arg1, %[[VAL_1]] |
| %0 = tosa.select %arg0, %arg1, %arg2 : (tensor<i1>, tensor<1x32x32x8xf32>, tensor<32x8xf32>) -> tensor<1x32x32x8xf32> |
| return %0 : tensor<1x32x32x8xf32> |
| } |
| |
| // ----- |
| // CHECK-LABEL: broadcast_select_bac |
| func.func @test_broadcast_select_bac(%arg0: tensor<32x8xi1>, %arg1: tensor<f32>, %arg2: tensor<1x32x32x8xf32>) -> tensor<1x32x32x8xf32> { |
| // CHECK-DAG: %[[VAL_0:.*]] = tosa.reshape %arg0 {new_shape = array<i64: 1, 1, 32, 8>} |
| // CHECK-DAG: %[[VAL_1:.*]] = tosa.reshape %arg1 {new_shape = array<i64: 1, 1, 1, 1>} |
| // CHECK: %[[VAL_2:.*]] = tosa.select %[[VAL_0]], %[[VAL_1]], %arg2 |
| %0 = tosa.select %arg0, %arg1, %arg2 : (tensor<32x8xi1>, tensor<f32>, tensor<1x32x32x8xf32>) -> tensor<1x32x32x8xf32> |
| return %0 : tensor<1x32x32x8xf32> |
| } |
| |
| // ----- |
| // CHECK-LABEL: broadcast_select_bca |
| func.func @test_broadcast_select_bca(%arg0: tensor<32x8xi1>, %arg1: tensor<1x32x32x8xf32>, %arg2: tensor<i1>) -> tensor<1x32x32x8xf32> { |
| // CHECK-DAG: %[[VAL_0:.*]] = tosa.reshape %arg0 {new_shape = array<i64: 1, 1, 32, 8>} |
| // CHECK-DAG: %[[VAL_1:.*]] = tosa.reshape %arg2 {new_shape = array<i64: 1, 1, 1, 1>} |
| // CHECK: %[[VAL_2:.*]] = tosa.select %[[VAL_0]], %arg1, %[[VAL_1]] |
| %0 = tosa.select %arg0, %arg1, %arg2 : (tensor<32x8xi1>, tensor<1x32x32x8xf32>, tensor<i1>) -> tensor<1x32x32x8xf32> |
| return %0 : tensor<1x32x32x8xf32> |
| } |
| |
| // ----- |
| // CHECK-LABEL: broadcast_select_cab |
| func.func @test_broadcast_select_cab(%arg0: tensor<1x32x32x8xi1>, %arg1: tensor<f32>, %arg2: tensor<32x8xf32>) -> tensor<1x32x32x8xf32> { |
| // CHECK-DAG: %[[VAL_0:.*]] = tosa.reshape %arg1 {new_shape = array<i64: 1, 1, 1, 1>} |
| // CHECK-DAG: %[[VAL_1:.*]] = tosa.reshape %arg2 {new_shape = array<i64: 1, 1, 32, 8>} |
| // CHECK: %[[VAL_2:.*]] = tosa.select %arg0, %[[VAL_0]], %[[VAL_1]] |
| %0 = tosa.select %arg0, %arg1, %arg2 : (tensor<1x32x32x8xi1>, tensor<f32>, tensor<32x8xf32>) -> tensor<1x32x32x8xf32> |
| return %0 : tensor<1x32x32x8xf32> |
| } |
| |
| // ----- |
| // CHECK-LABEL: broadcast_select_cba |
| func.func @test_broadcast_select_cba(%arg0: tensor<1x32x32x8xi1>, %arg1: tensor<32x8xf32>, %arg2: tensor<i1>) -> tensor<1x32x32x8xf32> { |
| // CHECK-DAG: %[[VAL_0:.*]] = tosa.reshape %arg1 {new_shape = array<i64: 1, 1, 32, 8>} |
| // CHECK-DAG: %[[VAL_1:.*]] = tosa.reshape %arg2 {new_shape = array<i64: 1, 1, 1, 1>} |
| // CHECK: %[[VAL_2:.*]] = tosa.select %arg0, %[[VAL_0]], %[[VAL_1]] |
| %0 = tosa.select %arg0, %arg1, %arg2 : (tensor<1x32x32x8xi1>, tensor<32x8xf32>, tensor<i1>) -> tensor<1x32x32x8xf32> |
| return %0 : tensor<1x32x32x8xf32> |
| } |