Ryan OShea | 49ed0df | 2022-09-21 16:09:41 +0100 | [diff] [blame] | 1 | // |
Mike Kelly | 0e3fe10 | 2023-01-23 19:32:06 +0000 | [diff] [blame] | 2 | // Copyright © 2022-2023 Arm Ltd and Contributors. All rights reserved. |
Ryan OShea | 49ed0df | 2022-09-21 16:09:41 +0100 | [diff] [blame] | 3 | // SPDX-License-Identifier: MIT |
| 4 | // |
| 5 | |
| 6 | #include "BatchMatMulTestHelper.hpp" |
| 7 | |
Ryan OShea | 49ed0df | 2022-09-21 16:09:41 +0100 | [diff] [blame] | 8 | #include <flatbuffers/flatbuffers.h> |
Ryan OShea | 49ed0df | 2022-09-21 16:09:41 +0100 | [diff] [blame] | 9 | |
| 10 | #include <doctest/doctest.h> |
| 11 | |
| 12 | namespace armnnDelegate |
| 13 | { |
| 14 | |
Colm Donelan | eff204a | 2023-11-28 15:46:09 +0000 | [diff] [blame] | 15 | TEST_SUITE("BATCH_MATMUL_Tests") |
| 16 | { |
| 17 | TEST_CASE("BatchMatMul2DFp32SimpleTest") |
Ryan OShea | 49ed0df | 2022-09-21 16:09:41 +0100 | [diff] [blame] | 18 | { |
| 19 | // Set input data |
Colm Donelan | eff204a | 2023-11-28 15:46:09 +0000 | [diff] [blame] | 20 | std::vector<int32_t> LHSInputShape{ 2, 2 }; |
| 21 | std::vector<int32_t> RHSInputShape{ 2, 2 }; |
| 22 | std::vector<int32_t> outputShape{ 2, 2 }; |
Ryan OShea | 49ed0df | 2022-09-21 16:09:41 +0100 | [diff] [blame] | 23 | |
Colm Donelan | eff204a | 2023-11-28 15:46:09 +0000 | [diff] [blame] | 24 | std::vector<float> LHSInputValues = { 1, 2, 3, 4 }; |
Ryan OShea | 49ed0df | 2022-09-21 16:09:41 +0100 | [diff] [blame] | 25 | |
Colm Donelan | eff204a | 2023-11-28 15:46:09 +0000 | [diff] [blame] | 26 | std::vector<float> RHSInputValues = { 5, 6, 7, 8 }; |
Ryan OShea | 49ed0df | 2022-09-21 16:09:41 +0100 | [diff] [blame] | 27 | |
Colm Donelan | eff204a | 2023-11-28 15:46:09 +0000 | [diff] [blame] | 28 | std::vector<float> expectedOutputValues = { 19, 22, 43, 50 }; |
Ryan OShea | 49ed0df | 2022-09-21 16:09:41 +0100 | [diff] [blame] | 29 | |
Colm Donelan | eff204a | 2023-11-28 15:46:09 +0000 | [diff] [blame] | 30 | BatchMatMulTest<float>(tflite::BuiltinOperator_BATCH_MATMUL, ::tflite::TensorType_FLOAT32, LHSInputShape, |
| 31 | RHSInputShape, outputShape, LHSInputValues, RHSInputValues, expectedOutputValues, false, |
Ryan OShea | 49ed0df | 2022-09-21 16:09:41 +0100 | [diff] [blame] | 32 | false); |
| 33 | } |
| 34 | |
Colm Donelan | eff204a | 2023-11-28 15:46:09 +0000 | [diff] [blame] | 35 | TEST_CASE("BatchMatMul2DInt8SimpleTest") |
Ryan OShea | 49ed0df | 2022-09-21 16:09:41 +0100 | [diff] [blame] | 36 | { |
| 37 | // Set input data |
Colm Donelan | eff204a | 2023-11-28 15:46:09 +0000 | [diff] [blame] | 38 | std::vector<int32_t> LHSInputShape{ 2, 2 }; |
| 39 | std::vector<int32_t> RHSInputShape{ 2, 2 }; |
| 40 | std::vector<int32_t> outputShape{ 2, 2 }; |
Ryan OShea | 49ed0df | 2022-09-21 16:09:41 +0100 | [diff] [blame] | 41 | |
Colm Donelan | eff204a | 2023-11-28 15:46:09 +0000 | [diff] [blame] | 42 | std::vector<int8_t> LHSInputValues = { 1, 2, 3, 4 }; |
Ryan OShea | 49ed0df | 2022-09-21 16:09:41 +0100 | [diff] [blame] | 43 | |
Colm Donelan | eff204a | 2023-11-28 15:46:09 +0000 | [diff] [blame] | 44 | std::vector<int8_t> RHSInputValues = { 5, 6, 7, 8 }; |
Ryan OShea | 49ed0df | 2022-09-21 16:09:41 +0100 | [diff] [blame] | 45 | |
Colm Donelan | eff204a | 2023-11-28 15:46:09 +0000 | [diff] [blame] | 46 | std::vector<int8_t> expectedOutputValues = { 19, 22, 43, 50 }; |
Ryan OShea | 49ed0df | 2022-09-21 16:09:41 +0100 | [diff] [blame] | 47 | |
Colm Donelan | eff204a | 2023-11-28 15:46:09 +0000 | [diff] [blame] | 48 | BatchMatMulTest<int8_t>(tflite::BuiltinOperator_BATCH_MATMUL, ::tflite::TensorType_INT8, LHSInputShape, |
| 49 | RHSInputShape, outputShape, LHSInputValues, RHSInputValues, expectedOutputValues, false, |
| 50 | false); |
| 51 | } |
| 52 | |
| 53 | TEST_CASE("BatchMatMul3DFp32SimpleTest") |
| 54 | { |
| 55 | // Set input data |
| 56 | std::vector<int32_t> LHSInputShape{ 1, 2, 2 }; |
| 57 | std::vector<int32_t> RHSInputShape{ 1, 2, 2 }; |
| 58 | std::vector<int32_t> outputShape{ 1, 2, 2 }; |
| 59 | |
| 60 | std::vector<float> LHSInputValues = { 1, 2, 3, 4 }; |
| 61 | |
| 62 | std::vector<float> RHSInputValues = { 5, 6, 7, 8 }; |
| 63 | |
| 64 | std::vector<float> expectedOutputValues = { 19, 22, 43, 50 }; |
| 65 | |
| 66 | BatchMatMulTest<float>(tflite::BuiltinOperator_BATCH_MATMUL, ::tflite::TensorType_FLOAT32, LHSInputShape, |
| 67 | RHSInputShape, outputShape, LHSInputValues, RHSInputValues, expectedOutputValues, false, |
Ryan OShea | 49ed0df | 2022-09-21 16:09:41 +0100 | [diff] [blame] | 68 | false); |
| 69 | } |
| 70 | |
Colm Donelan | eff204a | 2023-11-28 15:46:09 +0000 | [diff] [blame] | 71 | TEST_CASE("BatchMatMul3DInt8SimpleTest") |
Ryan OShea | 49ed0df | 2022-09-21 16:09:41 +0100 | [diff] [blame] | 72 | { |
| 73 | // Set input data |
Colm Donelan | eff204a | 2023-11-28 15:46:09 +0000 | [diff] [blame] | 74 | std::vector<int32_t> LHSInputShape{ 1, 2, 2 }; |
| 75 | std::vector<int32_t> RHSInputShape{ 1, 2, 2 }; |
| 76 | std::vector<int32_t> outputShape{ 1, 2, 2 }; |
Ryan OShea | 49ed0df | 2022-09-21 16:09:41 +0100 | [diff] [blame] | 77 | |
Colm Donelan | eff204a | 2023-11-28 15:46:09 +0000 | [diff] [blame] | 78 | std::vector<int8_t> LHSInputValues = { 1, 2, 3, 4 }; |
Ryan OShea | 49ed0df | 2022-09-21 16:09:41 +0100 | [diff] [blame] | 79 | |
Colm Donelan | eff204a | 2023-11-28 15:46:09 +0000 | [diff] [blame] | 80 | std::vector<int8_t> RHSInputValues = { 5, 6, 7, 8 }; |
Ryan OShea | 49ed0df | 2022-09-21 16:09:41 +0100 | [diff] [blame] | 81 | |
Colm Donelan | eff204a | 2023-11-28 15:46:09 +0000 | [diff] [blame] | 82 | std::vector<int8_t> expectedOutputValues = { 19, 22, 43, 50 }; |
Ryan OShea | 49ed0df | 2022-09-21 16:09:41 +0100 | [diff] [blame] | 83 | |
Colm Donelan | eff204a | 2023-11-28 15:46:09 +0000 | [diff] [blame] | 84 | BatchMatMulTest<int8_t>(tflite::BuiltinOperator_BATCH_MATMUL, ::tflite::TensorType_INT8, LHSInputShape, |
| 85 | RHSInputShape, outputShape, LHSInputValues, RHSInputValues, expectedOutputValues, false, |
| 86 | false); |
| 87 | } |
| 88 | |
| 89 | TEST_CASE("BatchMatMul4DFp32SimpleTest") |
| 90 | { |
| 91 | // Set input data |
| 92 | std::vector<int32_t> LHSInputShape{ 1, 1, 2, 2 }; |
| 93 | std::vector<int32_t> RHSInputShape{ 1, 1, 2, 2 }; |
| 94 | std::vector<int32_t> outputShape{ 1, 1, 2, 2 }; |
| 95 | |
| 96 | std::vector<float> LHSInputValues = { 1, 2, 3, 4 }; |
| 97 | |
| 98 | std::vector<float> RHSInputValues = { 5, 6, 7, 8 }; |
| 99 | |
| 100 | std::vector<float> expectedOutputValues = { 19, 22, 43, 50 }; |
| 101 | |
| 102 | BatchMatMulTest<float>(tflite::BuiltinOperator_BATCH_MATMUL, ::tflite::TensorType_FLOAT32, LHSInputShape, |
| 103 | RHSInputShape, outputShape, LHSInputValues, RHSInputValues, expectedOutputValues, false, |
Ryan OShea | 49ed0df | 2022-09-21 16:09:41 +0100 | [diff] [blame] | 104 | false); |
| 105 | } |
| 106 | |
Colm Donelan | eff204a | 2023-11-28 15:46:09 +0000 | [diff] [blame] | 107 | TEST_CASE("BatchMatMul4DInt8SimpleTest") |
Ryan OShea | 49ed0df | 2022-09-21 16:09:41 +0100 | [diff] [blame] | 108 | { |
| 109 | // Set input data |
Colm Donelan | eff204a | 2023-11-28 15:46:09 +0000 | [diff] [blame] | 110 | std::vector<int32_t> LHSInputShape{ 1, 1, 2, 2 }; |
| 111 | std::vector<int32_t> RHSInputShape{ 1, 1, 2, 2 }; |
| 112 | std::vector<int32_t> outputShape{ 1, 1, 2, 2 }; |
Ryan OShea | 49ed0df | 2022-09-21 16:09:41 +0100 | [diff] [blame] | 113 | |
Colm Donelan | eff204a | 2023-11-28 15:46:09 +0000 | [diff] [blame] | 114 | std::vector<int8_t> LHSInputValues = { 1, 2, 3, 4 }; |
Ryan OShea | 49ed0df | 2022-09-21 16:09:41 +0100 | [diff] [blame] | 115 | |
Colm Donelan | eff204a | 2023-11-28 15:46:09 +0000 | [diff] [blame] | 116 | std::vector<int8_t> RHSInputValues = { 5, 6, 7, 8 }; |
Ryan OShea | 49ed0df | 2022-09-21 16:09:41 +0100 | [diff] [blame] | 117 | |
Colm Donelan | eff204a | 2023-11-28 15:46:09 +0000 | [diff] [blame] | 118 | std::vector<int8_t> expectedOutputValues = { 19, 22, 43, 50 }; |
Ryan OShea | 49ed0df | 2022-09-21 16:09:41 +0100 | [diff] [blame] | 119 | |
Colm Donelan | eff204a | 2023-11-28 15:46:09 +0000 | [diff] [blame] | 120 | BatchMatMulTest<int8_t>(tflite::BuiltinOperator_BATCH_MATMUL, ::tflite::TensorType_INT8, LHSInputShape, |
| 121 | RHSInputShape, outputShape, LHSInputValues, RHSInputValues, expectedOutputValues, false, |
| 122 | false); |
| 123 | } |
| 124 | |
| 125 | TEST_CASE("BatchMatMul3DFp32BatchTest") |
| 126 | { |
| 127 | // Set input data |
| 128 | std::vector<int32_t> LHSInputShape{ 2, 2, 2 }; |
| 129 | std::vector<int32_t> RHSInputShape{ 2, 2, 2 }; |
| 130 | std::vector<int32_t> outputShape{ 2, 2, 2 }; |
| 131 | |
| 132 | std::vector<float> LHSInputValues = { 1, 2, 3, 4, |
| 133 | |
| 134 | 9, 10, 11, 12 }; |
| 135 | |
| 136 | std::vector<float> RHSInputValues = { 5, 6, 7, 8, |
| 137 | |
| 138 | 13, 14, 15, 16 }; |
| 139 | |
| 140 | std::vector<float> expectedOutputValues = { 19, 22, 43, 50, |
| 141 | |
| 142 | 267, 286, 323, 346 }; |
| 143 | |
| 144 | BatchMatMulTest<float>(tflite::BuiltinOperator_BATCH_MATMUL, ::tflite::TensorType_FLOAT32, LHSInputShape, |
| 145 | RHSInputShape, outputShape, LHSInputValues, RHSInputValues, expectedOutputValues, false, |
Ryan OShea | 49ed0df | 2022-09-21 16:09:41 +0100 | [diff] [blame] | 146 | false); |
| 147 | } |
| 148 | |
Colm Donelan | eff204a | 2023-11-28 15:46:09 +0000 | [diff] [blame] | 149 | TEST_CASE("BatchMatMul3DInt8BatchTest") |
Ryan OShea | 49ed0df | 2022-09-21 16:09:41 +0100 | [diff] [blame] | 150 | { |
| 151 | // Set input data |
Colm Donelan | eff204a | 2023-11-28 15:46:09 +0000 | [diff] [blame] | 152 | std::vector<int32_t> LHSInputShape{ 2, 2, 2 }; |
| 153 | std::vector<int32_t> RHSInputShape{ 2, 2, 2 }; |
| 154 | std::vector<int32_t> outputShape{ 2, 2, 2 }; |
Ryan OShea | 49ed0df | 2022-09-21 16:09:41 +0100 | [diff] [blame] | 155 | |
Colm Donelan | eff204a | 2023-11-28 15:46:09 +0000 | [diff] [blame] | 156 | std::vector<int8_t> LHSInputValues = { 1, 2, 3, 4, |
Ryan OShea | 49ed0df | 2022-09-21 16:09:41 +0100 | [diff] [blame] | 157 | |
Colm Donelan | eff204a | 2023-11-28 15:46:09 +0000 | [diff] [blame] | 158 | 9, 10, 11, 12 }; |
Ryan OShea | 49ed0df | 2022-09-21 16:09:41 +0100 | [diff] [blame] | 159 | |
Colm Donelan | eff204a | 2023-11-28 15:46:09 +0000 | [diff] [blame] | 160 | std::vector<int8_t> RHSInputValues = { 5, 6, 7, 8, |
Ryan OShea | 49ed0df | 2022-09-21 16:09:41 +0100 | [diff] [blame] | 161 | |
Colm Donelan | eff204a | 2023-11-28 15:46:09 +0000 | [diff] [blame] | 162 | 1, 2, 3, 4 }; |
| 163 | |
| 164 | std::vector<int8_t> expectedOutputValues = { 19, 22, 43, 50, |
| 165 | |
| 166 | 39, 58, 47, 70 }; |
| 167 | |
| 168 | BatchMatMulTest<int8_t>(tflite::BuiltinOperator_BATCH_MATMUL, ::tflite::TensorType_INT8, LHSInputShape, |
| 169 | RHSInputShape, outputShape, LHSInputValues, RHSInputValues, expectedOutputValues, false, |
| 170 | false); |
Ryan OShea | 49ed0df | 2022-09-21 16:09:41 +0100 | [diff] [blame] | 171 | } |
| 172 | |
Colm Donelan | eff204a | 2023-11-28 15:46:09 +0000 | [diff] [blame] | 173 | TEST_CASE("BatchMatMul3DFp32BroadcastTest") |
Ryan OShea | 49ed0df | 2022-09-21 16:09:41 +0100 | [diff] [blame] | 174 | { |
| 175 | // Set input data |
Colm Donelan | eff204a | 2023-11-28 15:46:09 +0000 | [diff] [blame] | 176 | std::vector<int32_t> LHSInputShape{ 2, 2, 2 }; |
| 177 | std::vector<int32_t> RHSInputShape{ 2, 2 }; |
| 178 | std::vector<int32_t> outputShape{ 2, 2, 2 }; |
Ryan OShea | 49ed0df | 2022-09-21 16:09:41 +0100 | [diff] [blame] | 179 | |
Colm Donelan | eff204a | 2023-11-28 15:46:09 +0000 | [diff] [blame] | 180 | std::vector<float> LHSInputValues = { 1, 2, 3, 4, |
Ryan OShea | 49ed0df | 2022-09-21 16:09:41 +0100 | [diff] [blame] | 181 | |
Colm Donelan | eff204a | 2023-11-28 15:46:09 +0000 | [diff] [blame] | 182 | 9, 10, 11, 12 }; |
Ryan OShea | 49ed0df | 2022-09-21 16:09:41 +0100 | [diff] [blame] | 183 | |
Colm Donelan | eff204a | 2023-11-28 15:46:09 +0000 | [diff] [blame] | 184 | std::vector<float> RHSInputValues = { 13, 14, 15, 16 }; |
Ryan OShea | 49ed0df | 2022-09-21 16:09:41 +0100 | [diff] [blame] | 185 | |
Colm Donelan | eff204a | 2023-11-28 15:46:09 +0000 | [diff] [blame] | 186 | std::vector<float> expectedOutputValues = { 43, 46, 99, 106, |
Ryan OShea | 49ed0df | 2022-09-21 16:09:41 +0100 | [diff] [blame] | 187 | |
Colm Donelan | eff204a | 2023-11-28 15:46:09 +0000 | [diff] [blame] | 188 | 267, 286, 323, 346 }; |
Ryan OShea | 49ed0df | 2022-09-21 16:09:41 +0100 | [diff] [blame] | 189 | |
Colm Donelan | eff204a | 2023-11-28 15:46:09 +0000 | [diff] [blame] | 190 | // We know that this is only supported on CpuRef. To enable on all backends just remoev the last parameter. |
| 191 | BatchMatMulTest<float>(tflite::BuiltinOperator_BATCH_MATMUL, ::tflite::TensorType_FLOAT32, LHSInputShape, |
| 192 | RHSInputShape, outputShape, LHSInputValues, RHSInputValues, expectedOutputValues, false, |
| 193 | false, 1.0f, 0,{armnn::Compute::CpuRef}); |
Ryan OShea | 49ed0df | 2022-09-21 16:09:41 +0100 | [diff] [blame] | 194 | } |
| 195 | |
Colm Donelan | eff204a | 2023-11-28 15:46:09 +0000 | [diff] [blame] | 196 | TEST_CASE("BatchMatMul3DInt8BroadcastTest") |
Ryan OShea | 49ed0df | 2022-09-21 16:09:41 +0100 | [diff] [blame] | 197 | { |
| 198 | // Set input data |
Colm Donelan | eff204a | 2023-11-28 15:46:09 +0000 | [diff] [blame] | 199 | std::vector<int32_t> LHSInputShape{ 2, 2, 2 }; |
| 200 | std::vector<int32_t> RHSInputShape{ 2, 2 }; |
| 201 | std::vector<int32_t> outputShape{ 2, 2, 2 }; |
Ryan OShea | 49ed0df | 2022-09-21 16:09:41 +0100 | [diff] [blame] | 202 | |
Colm Donelan | eff204a | 2023-11-28 15:46:09 +0000 | [diff] [blame] | 203 | std::vector<int8_t> LHSInputValues = { 1, 2, 3, 4, |
Ryan OShea | 49ed0df | 2022-09-21 16:09:41 +0100 | [diff] [blame] | 204 | |
Colm Donelan | eff204a | 2023-11-28 15:46:09 +0000 | [diff] [blame] | 205 | 9, 10, 11, 12 }; |
Ryan OShea | 49ed0df | 2022-09-21 16:09:41 +0100 | [diff] [blame] | 206 | |
Colm Donelan | eff204a | 2023-11-28 15:46:09 +0000 | [diff] [blame] | 207 | std::vector<int8_t> RHSInputValues = { 1, 2, 3, 4 }; |
Ryan OShea | 49ed0df | 2022-09-21 16:09:41 +0100 | [diff] [blame] | 208 | |
Colm Donelan | eff204a | 2023-11-28 15:46:09 +0000 | [diff] [blame] | 209 | std::vector<int8_t> expectedOutputValues = { 7, 10, 15, 22, |
Ryan OShea | 49ed0df | 2022-09-21 16:09:41 +0100 | [diff] [blame] | 210 | |
Colm Donelan | eff204a | 2023-11-28 15:46:09 +0000 | [diff] [blame] | 211 | 39, 58, 47, 70 }; |
Ryan OShea | 49ed0df | 2022-09-21 16:09:41 +0100 | [diff] [blame] | 212 | |
Colm Donelan | eff204a | 2023-11-28 15:46:09 +0000 | [diff] [blame] | 213 | // We know that this is only supported on CpuRef. To enable on all backends just remoev the last parameter. |
| 214 | BatchMatMulTest<int8_t>(tflite::BuiltinOperator_BATCH_MATMUL, ::tflite::TensorType_INT8, LHSInputShape, |
| 215 | RHSInputShape, outputShape, LHSInputValues, RHSInputValues, expectedOutputValues, false, |
| 216 | false, 1.0f, 0,{armnn::Compute::CpuRef}); |
Ryan OShea | 49ed0df | 2022-09-21 16:09:41 +0100 | [diff] [blame] | 217 | } |
| 218 | |
Colm Donelan | eff204a | 2023-11-28 15:46:09 +0000 | [diff] [blame] | 219 | TEST_CASE("BatchMatMul3D2DFp32BroadcastTest") |
Ryan OShea | 49ed0df | 2022-09-21 16:09:41 +0100 | [diff] [blame] | 220 | { |
| 221 | // Set input data |
Colm Donelan | eff204a | 2023-11-28 15:46:09 +0000 | [diff] [blame] | 222 | std::vector<int32_t> LHSInputShape{ 2, 2, 2 }; |
| 223 | std::vector<int32_t> RHSInputShape{ 2, 2 }; |
| 224 | std::vector<int32_t> outputShape{ 2, 2, 2 }; |
Ryan OShea | 49ed0df | 2022-09-21 16:09:41 +0100 | [diff] [blame] | 225 | |
Colm Donelan | eff204a | 2023-11-28 15:46:09 +0000 | [diff] [blame] | 226 | std::vector<float> LHSInputValues = { 1, 2, 3, 4, |
Ryan OShea | 49ed0df | 2022-09-21 16:09:41 +0100 | [diff] [blame] | 227 | |
Colm Donelan | eff204a | 2023-11-28 15:46:09 +0000 | [diff] [blame] | 228 | 9, 10, 11, 12 }; |
Ryan OShea | 49ed0df | 2022-09-21 16:09:41 +0100 | [diff] [blame] | 229 | |
Colm Donelan | eff204a | 2023-11-28 15:46:09 +0000 | [diff] [blame] | 230 | std::vector<float> RHSInputValues = { 13, 14, 15, 16 }; |
Ryan OShea | 49ed0df | 2022-09-21 16:09:41 +0100 | [diff] [blame] | 231 | |
Colm Donelan | eff204a | 2023-11-28 15:46:09 +0000 | [diff] [blame] | 232 | std::vector<float> expectedOutputValues = { 43, 46, 99, 106, |
Ryan OShea | 49ed0df | 2022-09-21 16:09:41 +0100 | [diff] [blame] | 233 | |
Colm Donelan | eff204a | 2023-11-28 15:46:09 +0000 | [diff] [blame] | 234 | 267, 286, 323, 346 }; |
Ryan OShea | 49ed0df | 2022-09-21 16:09:41 +0100 | [diff] [blame] | 235 | |
Colm Donelan | eff204a | 2023-11-28 15:46:09 +0000 | [diff] [blame] | 236 | // We know that this is only supported on CpuRef. To enable on all backends just remoev the last parameter. |
| 237 | BatchMatMulTest<float>(tflite::BuiltinOperator_BATCH_MATMUL, ::tflite::TensorType_FLOAT32, LHSInputShape, |
| 238 | RHSInputShape, outputShape, LHSInputValues, RHSInputValues, expectedOutputValues, false, |
| 239 | false, 1.0f, 0,{armnn::Compute::CpuRef}); |
Ryan OShea | 49ed0df | 2022-09-21 16:09:41 +0100 | [diff] [blame] | 240 | } |
| 241 | |
Colm Donelan | eff204a | 2023-11-28 15:46:09 +0000 | [diff] [blame] | 242 | TEST_CASE("BatchMatMul3D2DInt8BroadcastTest") |
Ryan OShea | 49ed0df | 2022-09-21 16:09:41 +0100 | [diff] [blame] | 243 | { |
| 244 | // Set input data |
Colm Donelan | eff204a | 2023-11-28 15:46:09 +0000 | [diff] [blame] | 245 | std::vector<int32_t> LHSInputShape{ 2, 2, 2 }; |
| 246 | std::vector<int32_t> RHSInputShape{ 2, 2 }; |
| 247 | std::vector<int32_t> outputShape{ 2, 2, 2 }; |
Ryan OShea | 49ed0df | 2022-09-21 16:09:41 +0100 | [diff] [blame] | 248 | |
Colm Donelan | eff204a | 2023-11-28 15:46:09 +0000 | [diff] [blame] | 249 | std::vector<int8_t> LHSInputValues = { 1, 2, 3, 4, |
Ryan OShea | 49ed0df | 2022-09-21 16:09:41 +0100 | [diff] [blame] | 250 | |
Colm Donelan | eff204a | 2023-11-28 15:46:09 +0000 | [diff] [blame] | 251 | 9, 10, 11, 12 }; |
Ryan OShea | 49ed0df | 2022-09-21 16:09:41 +0100 | [diff] [blame] | 252 | |
Colm Donelan | eff204a | 2023-11-28 15:46:09 +0000 | [diff] [blame] | 253 | std::vector<int8_t> RHSInputValues = { 1, 2, 3, 4 }; |
Ryan OShea | 49ed0df | 2022-09-21 16:09:41 +0100 | [diff] [blame] | 254 | |
Colm Donelan | eff204a | 2023-11-28 15:46:09 +0000 | [diff] [blame] | 255 | std::vector<int8_t> expectedOutputValues = { 7, 10, 15, 22, |
Ryan OShea | 49ed0df | 2022-09-21 16:09:41 +0100 | [diff] [blame] | 256 | |
Colm Donelan | eff204a | 2023-11-28 15:46:09 +0000 | [diff] [blame] | 257 | 39, 58, 47, 70 }; |
Ryan OShea | 49ed0df | 2022-09-21 16:09:41 +0100 | [diff] [blame] | 258 | |
Colm Donelan | eff204a | 2023-11-28 15:46:09 +0000 | [diff] [blame] | 259 | // We know that this is only supported on CpuRef. To enable on all backends just remoev the last parameter. |
| 260 | BatchMatMulTest<int8_t>(tflite::BuiltinOperator_BATCH_MATMUL, ::tflite::TensorType_INT8, LHSInputShape, |
| 261 | RHSInputShape, outputShape, LHSInputValues, RHSInputValues, expectedOutputValues, false, |
| 262 | false, 1.0f, 0,{armnn::Compute::CpuRef}); |
Ryan OShea | 49ed0df | 2022-09-21 16:09:41 +0100 | [diff] [blame] | 263 | } |
| 264 | |
Colm Donelan | eff204a | 2023-11-28 15:46:09 +0000 | [diff] [blame] | 265 | TEST_CASE("BatchMatMul2DFp32TinyTest") |
Ryan OShea | 49ed0df | 2022-09-21 16:09:41 +0100 | [diff] [blame] | 266 | { |
| 267 | // Set input data |
Colm Donelan | eff204a | 2023-11-28 15:46:09 +0000 | [diff] [blame] | 268 | std::vector<int32_t> LHSInputShape{ 1, 1 }; |
| 269 | std::vector<int32_t> RHSInputShape{ 1, 1 }; |
| 270 | std::vector<int32_t> outputShape{ 1, 1 }; |
Ryan OShea | 49ed0df | 2022-09-21 16:09:41 +0100 | [diff] [blame] | 271 | |
| 272 | std::vector<float> LHSInputValues = { 3 }; |
| 273 | |
| 274 | std::vector<float> RHSInputValues = { 5 }; |
| 275 | |
| 276 | std::vector<float> expectedOutputValues = { 15 }; |
| 277 | |
Colm Donelan | eff204a | 2023-11-28 15:46:09 +0000 | [diff] [blame] | 278 | BatchMatMulTest<float>(tflite::BuiltinOperator_BATCH_MATMUL, ::tflite::TensorType_FLOAT32, LHSInputShape, |
| 279 | RHSInputShape, outputShape, LHSInputValues, RHSInputValues, expectedOutputValues, false, |
Ryan OShea | 49ed0df | 2022-09-21 16:09:41 +0100 | [diff] [blame] | 280 | false); |
| 281 | } |
Colm Donelan | eff204a | 2023-11-28 15:46:09 +0000 | [diff] [blame] | 282 | |
| 283 | TEST_CASE("BatchMatMul2DInt8TinyTest") |
Ryan OShea | 49ed0df | 2022-09-21 16:09:41 +0100 | [diff] [blame] | 284 | { |
| 285 | // Set input data |
Colm Donelan | eff204a | 2023-11-28 15:46:09 +0000 | [diff] [blame] | 286 | std::vector<int32_t> LHSInputShape{ 1, 1 }; |
| 287 | std::vector<int32_t> RHSInputShape{ 1, 1 }; |
| 288 | std::vector<int32_t> outputShape{ 1, 1 }; |
Ryan OShea | 49ed0df | 2022-09-21 16:09:41 +0100 | [diff] [blame] | 289 | |
| 290 | std::vector<int8_t> LHSInputValues = { 3 }; |
| 291 | |
| 292 | std::vector<int8_t> RHSInputValues = { 5 }; |
| 293 | |
| 294 | std::vector<int8_t> expectedOutputValues = { 15 }; |
| 295 | |
Colm Donelan | eff204a | 2023-11-28 15:46:09 +0000 | [diff] [blame] | 296 | BatchMatMulTest<int8_t>(tflite::BuiltinOperator_BATCH_MATMUL, ::tflite::TensorType_INT8, LHSInputShape, |
| 297 | RHSInputShape, outputShape, LHSInputValues, RHSInputValues, expectedOutputValues, false, |
Ryan OShea | 49ed0df | 2022-09-21 16:09:41 +0100 | [diff] [blame] | 298 | false); |
| 299 | } |
| 300 | |
Colm Donelan | eff204a | 2023-11-28 15:46:09 +0000 | [diff] [blame] | 301 | TEST_CASE("BatchMatMulNonSquareFp32Test") |
Ryan OShea | 49ed0df | 2022-09-21 16:09:41 +0100 | [diff] [blame] | 302 | { |
| 303 | // Set input data |
Colm Donelan | eff204a | 2023-11-28 15:46:09 +0000 | [diff] [blame] | 304 | std::vector<int32_t> LHSInputShape{ 2, 5, 3 }; |
| 305 | std::vector<int32_t> RHSInputShape{ 2, 3, 4 }; |
| 306 | std::vector<int32_t> outputShape{ 2, 5, 4 }; |
Ryan OShea | 49ed0df | 2022-09-21 16:09:41 +0100 | [diff] [blame] | 307 | |
Colm Donelan | eff204a | 2023-11-28 15:46:09 +0000 | [diff] [blame] | 308 | std::vector<float> LHSInputValues = { 8, 8, 4, 6, 1, 3, 8, 8, 3, 8, 9, 8, 5, 4, 4, |
Ryan OShea | 49ed0df | 2022-09-21 16:09:41 +0100 | [diff] [blame] | 309 | |
Colm Donelan | eff204a | 2023-11-28 15:46:09 +0000 | [diff] [blame] | 310 | 1, 8, 5, 7, 1, 1, 8, 7, 9, 3, 2, 7, 8, 5, 3 }; |
Ryan OShea | 49ed0df | 2022-09-21 16:09:41 +0100 | [diff] [blame] | 311 | |
Colm Donelan | eff204a | 2023-11-28 15:46:09 +0000 | [diff] [blame] | 312 | std::vector<float> RHSInputValues = { 6, 2, 3, 2, 6, 2, 2, 8, 3, 7, 8, 1, |
Ryan OShea | 49ed0df | 2022-09-21 16:09:41 +0100 | [diff] [blame] | 313 | |
Colm Donelan | eff204a | 2023-11-28 15:46:09 +0000 | [diff] [blame] | 314 | 7, 2, 9, 5, 2, 3, 1, 3, 2, 7, 7, 5 }; |
Ryan OShea | 49ed0df | 2022-09-21 16:09:41 +0100 | [diff] [blame] | 315 | |
Colm Donelan | eff204a | 2023-11-28 15:46:09 +0000 | [diff] [blame] | 316 | std::vector<float> expectedOutputValues = { 108, 60, 72, 84, 51, 35, 44, 23, 105, 53, |
| 317 | 64, 83, 126, 90, 106, 96, 66, 46, 55, 46, |
Ryan OShea | 49ed0df | 2022-09-21 16:09:41 +0100 | [diff] [blame] | 318 | |
Colm Donelan | eff204a | 2023-11-28 15:46:09 +0000 | [diff] [blame] | 319 | 33, 61, 52, 54, 53, 24, 71, 43, 88, 100, |
| 320 | 142, 106, 39, 61, 78, 56, 72, 52, 98, 70 }; |
Ryan OShea | 49ed0df | 2022-09-21 16:09:41 +0100 | [diff] [blame] | 321 | |
Colm Donelan | eff204a | 2023-11-28 15:46:09 +0000 | [diff] [blame] | 322 | BatchMatMulTest<float>(tflite::BuiltinOperator_BATCH_MATMUL, ::tflite::TensorType_FLOAT32, LHSInputShape, |
| 323 | RHSInputShape, outputShape, LHSInputValues, RHSInputValues, expectedOutputValues, false, |
Ryan OShea | 49ed0df | 2022-09-21 16:09:41 +0100 | [diff] [blame] | 324 | false); |
| 325 | } |
| 326 | |
Colm Donelan | eff204a | 2023-11-28 15:46:09 +0000 | [diff] [blame] | 327 | TEST_CASE("BatchMatMulNonSquareInt8Test") |
Ryan OShea | 49ed0df | 2022-09-21 16:09:41 +0100 | [diff] [blame] | 328 | { |
| 329 | // Set input data |
Colm Donelan | eff204a | 2023-11-28 15:46:09 +0000 | [diff] [blame] | 330 | std::vector<int32_t> LHSInputShape{ 2, 5, 3 }; |
| 331 | std::vector<int32_t> RHSInputShape{ 2, 3, 4 }; |
| 332 | std::vector<int32_t> outputShape{ 2, 5, 4 }; |
Ryan OShea | 49ed0df | 2022-09-21 16:09:41 +0100 | [diff] [blame] | 333 | |
Colm Donelan | eff204a | 2023-11-28 15:46:09 +0000 | [diff] [blame] | 334 | std::vector<int8_t> LHSInputValues = { 8, 8, 4, 6, 1, 3, 8, 8, 3, 8, 9, 8, 5, 4, 4, |
Ryan OShea | 49ed0df | 2022-09-21 16:09:41 +0100 | [diff] [blame] | 335 | |
Colm Donelan | eff204a | 2023-11-28 15:46:09 +0000 | [diff] [blame] | 336 | 1, 8, 5, 7, 1, 1, 8, 7, 9, 3, 2, 7, 8, 5, 3 }; |
Ryan OShea | 49ed0df | 2022-09-21 16:09:41 +0100 | [diff] [blame] | 337 | |
Colm Donelan | eff204a | 2023-11-28 15:46:09 +0000 | [diff] [blame] | 338 | std::vector<int8_t> RHSInputValues = { 6, 2, 3, 2, 6, 2, 2, 8, 3, 7, 8, 1, |
Ryan OShea | 49ed0df | 2022-09-21 16:09:41 +0100 | [diff] [blame] | 339 | |
Colm Donelan | eff204a | 2023-11-28 15:46:09 +0000 | [diff] [blame] | 340 | 7, 2, 3, 5, 2, 3, 1, 3, 2, 7, 7, 5 }; |
Ryan OShea | 49ed0df | 2022-09-21 16:09:41 +0100 | [diff] [blame] | 341 | |
Colm Donelan | eff204a | 2023-11-28 15:46:09 +0000 | [diff] [blame] | 342 | std::vector<int8_t> expectedOutputValues = { 108, 60, 72, 84, 51, 35, 44, 23, 105, 53, |
| 343 | 64, 83, 126, 90, 106, 96, 66, 46, 55, 46, |
Ryan OShea | 49ed0df | 2022-09-21 16:09:41 +0100 | [diff] [blame] | 344 | |
Colm Donelan | eff204a | 2023-11-28 15:46:09 +0000 | [diff] [blame] | 345 | 33, 61, 46, 54, 53, 24, 29, 43, 88, 100, |
| 346 | 94, 106, 39, 61, 60, 56, 72, 52, 50, 70 }; |
Ryan OShea | 49ed0df | 2022-09-21 16:09:41 +0100 | [diff] [blame] | 347 | |
Colm Donelan | eff204a | 2023-11-28 15:46:09 +0000 | [diff] [blame] | 348 | BatchMatMulTest<int8_t>(tflite::BuiltinOperator_BATCH_MATMUL, ::tflite::TensorType_INT8, LHSInputShape, |
| 349 | RHSInputShape, outputShape, LHSInputValues, RHSInputValues, expectedOutputValues, false, |
| 350 | false); |
| 351 | } |
| 352 | |
| 353 | TEST_CASE("BatchMatMul2DFp32SimpleAdjointTest") |
| 354 | { |
| 355 | // Set input data |
| 356 | std::vector<int32_t> LHSInputShape{ 3, 3 }; |
| 357 | std::vector<int32_t> RHSInputShape{ 3, 3 }; |
| 358 | std::vector<int32_t> outputShape{ 3, 3 }; |
| 359 | |
| 360 | std::vector<float> LHSInputValues = { 3, 1, 1, 1, 3, -1, 2, 4, 1 }; |
| 361 | |
| 362 | std::vector<float> RHSInputValues = { 1, 0, 0, 0, 1, 0, 0, 0, 1 }; |
| 363 | |
| 364 | std::vector<float> expectedOutputValues = { 3, 1, 2, 1, 3, 4, 1, -1, 1 }; |
| 365 | |
| 366 | BatchMatMulTest<float>(tflite::BuiltinOperator_BATCH_MATMUL, ::tflite::TensorType_FLOAT32, LHSInputShape, |
| 367 | RHSInputShape, outputShape, LHSInputValues, RHSInputValues, expectedOutputValues, true, |
Ryan OShea | 49ed0df | 2022-09-21 16:09:41 +0100 | [diff] [blame] | 368 | false); |
| 369 | } |
| 370 | |
Colm Donelan | eff204a | 2023-11-28 15:46:09 +0000 | [diff] [blame] | 371 | TEST_CASE("BatchMatMul2DInt8SimpleAdjointTest") |
Ryan OShea | 49ed0df | 2022-09-21 16:09:41 +0100 | [diff] [blame] | 372 | { |
| 373 | // Set input data |
Colm Donelan | eff204a | 2023-11-28 15:46:09 +0000 | [diff] [blame] | 374 | std::vector<int32_t> LHSInputShape{ 3, 3 }; |
| 375 | std::vector<int32_t> RHSInputShape{ 3, 3 }; |
| 376 | std::vector<int32_t> outputShape{ 3, 3 }; |
Ryan OShea | 49ed0df | 2022-09-21 16:09:41 +0100 | [diff] [blame] | 377 | |
Colm Donelan | eff204a | 2023-11-28 15:46:09 +0000 | [diff] [blame] | 378 | std::vector<int8_t> LHSInputValues = { 3, 1, 1, 1, 3, -1, 2, 4, 1 }; |
Ryan OShea | 49ed0df | 2022-09-21 16:09:41 +0100 | [diff] [blame] | 379 | |
Colm Donelan | eff204a | 2023-11-28 15:46:09 +0000 | [diff] [blame] | 380 | std::vector<int8_t> RHSInputValues = { 1, 0, 0, 0, 1, 0, 0, 0, 1 }; |
Ryan OShea | 49ed0df | 2022-09-21 16:09:41 +0100 | [diff] [blame] | 381 | |
Colm Donelan | eff204a | 2023-11-28 15:46:09 +0000 | [diff] [blame] | 382 | std::vector<int8_t> expectedOutputValues = { 3, 1, 2, 1, 3, 4, 1, -1, 1 }; |
Ryan OShea | 49ed0df | 2022-09-21 16:09:41 +0100 | [diff] [blame] | 383 | |
Colm Donelan | eff204a | 2023-11-28 15:46:09 +0000 | [diff] [blame] | 384 | BatchMatMulTest<int8_t>(tflite::BuiltinOperator_BATCH_MATMUL, ::tflite::TensorType_INT8, LHSInputShape, |
| 385 | RHSInputShape, outputShape, LHSInputValues, RHSInputValues, expectedOutputValues, true, |
| 386 | false); |
Teresa Charlin | 94916a5 | 2022-10-19 08:48:07 +0100 | [diff] [blame] | 387 | } |
Ryan OShea | 49ed0df | 2022-09-21 16:09:41 +0100 | [diff] [blame] | 388 | } |
Colm Donelan | eff204a | 2023-11-28 15:46:09 +0000 | [diff] [blame] | 389 | } |