Jakub Sujak | 7359a87 | 2023-01-05 14:24:13 +0000 | [diff] [blame] | 1 | /* |
| 2 | * Copyright (c) 2023 Arm Limited. |
| 3 | * |
| 4 | * SPDX-License-Identifier: MIT |
| 5 | * |
| 6 | * Permission is hereby granted, free of charge, to any person obtaining a copy |
| 7 | * of this software and associated documentation files (the "Software"), to |
| 8 | * deal in the Software without restriction, including without limitation the |
| 9 | * rights to use, copy, modify, merge, publish, distribute, sublicense, and/or |
| 10 | * sell copies of the Software, and to permit persons to whom the Software is |
| 11 | * furnished to do so, subject to the following conditions: |
| 12 | * |
| 13 | * The above copyright notice and this permission notice shall be included in all |
| 14 | * copies or substantial portions of the Software. |
| 15 | * |
| 16 | * THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR |
| 17 | * IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY, |
| 18 | * FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE |
| 19 | * AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER |
| 20 | * LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM, |
| 21 | * OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE |
| 22 | * SOFTWARE. |
| 23 | */ |
| 24 | |
| 25 | #include "arm_compute/dynamic_fusion/sketch/gpu/GpuWorkloadSketch.h" |
| 26 | #include "arm_compute/dynamic_fusion/sketch/gpu/operators/GpuMul.h" |
| 27 | |
| 28 | #include "tests/CL/CLAccessor.h" |
| 29 | #include "tests/framework/Fixture.h" |
| 30 | #include "tests/framework/Macros.h" |
| 31 | #include "tests/framework/datasets/Datasets.h" |
| 32 | #include "tests/validation/Validation.h" |
| 33 | |
| 34 | #include "tests/datasets/DynamicFusionDataset.h" |
| 35 | #include "tests/datasets/ShapeDatasets.h" |
| 36 | #include "tests/validation/fixtures/dynamic_fusion/operators/MulFixture.h" |
| 37 | |
| 38 | namespace arm_compute |
| 39 | { |
| 40 | namespace test |
| 41 | { |
| 42 | namespace validation |
| 43 | { |
| 44 | /* Synced with tests/validation/CL/PixelwiseMultiplication.cpp from the standard interface. |
| 45 | * |
| 46 | * Difference | Why the difference |
| 47 | * No integer tests | Not supported yet |
| 48 | * No quantized tests | Not supported yet |
| 49 | * No convert policy tests | Not needed as convert policy is ignored by floating types |
| 50 | * No scale tests | Not supported yet |
| 51 | * No rounding modes tests | Not supported yet |
| 52 | * No in place tests | Not supported yet |
| 53 | * No activation tests | Not needed in dynamic fusion interface |
| 54 | * |
| 55 | */ |
| 56 | namespace |
| 57 | { |
| 58 | constexpr AbsoluteTolerance<float> tolerance_f16(0.0001f); /**< Tolerance value for comparing reference's output against implementation's output for DataType::F16 */ |
| 59 | constexpr AbsoluteTolerance<float> tolerance_f32(0.0001f); /**< Tolerance value for comparing reference's output against implementation's output for DataType::F32 */ |
| 60 | } // namespace |
| 61 | TEST_SUITE(CL) |
| 62 | TEST_SUITE(DYNAMIC_FUSION) |
| 63 | TEST_SUITE(MUL) |
| 64 | |
| 65 | // *INDENT-OFF* |
| 66 | // clang-format off |
| 67 | DATA_TEST_CASE(Validate, framework::DatasetMode::ALL, zip(zip( |
| 68 | framework::dataset::make("LhsInfo", { TensorInfo(TensorShape(32U, 13U, 2U), 1, DataType::F32), |
| 69 | TensorInfo(TensorShape(32U, 13U, 2U), 1, DataType::F16), |
| 70 | TensorInfo(TensorShape(32U, 13U, 2U), 1, DataType::F32), // Invalid data type combination |
| 71 | TensorInfo(TensorShape(32U, 13U, 2U), 1, DataType::U8), // Unsupported data type U8 |
| 72 | TensorInfo(TensorShape(32U, 13U, 2U), 1, DataType::S8), // Unsupported data type S8 |
| 73 | TensorInfo(TensorShape(32U, 13U, 2U), 1, DataType::S16), // Unsupported data type S16 |
| 74 | TensorInfo(TensorShape(32U, 13U, 2U), 1, DataType::S32), // Unsupported data type S32 |
| 75 | TensorInfo(TensorShape(32U, 13U, 2U), 1, DataType::QASYMM8), // Unsupported data type QASYMM8 |
| 76 | TensorInfo(TensorShape(32U, 13U, 2U), 1, DataType::QASYMM8_SIGNED), // Unsupported data type QASYMM8_SIGNED |
| 77 | TensorInfo(TensorShape(32U, 13U, 2U), 1, DataType::F32), // Mismatching shapes |
| 78 | TensorInfo(TensorShape(32U, 1U, 1U), 1, DataType::F32), // Broadcasting allowed for lhs |
| 79 | TensorInfo(TensorShape(32U, 13U, 2U), 1, DataType::F32), |
| 80 | TensorInfo(TensorShape(15U, 23U, 3U), 1, DataType::F32), // Broadcast Y dimension is not allowed |
| 81 | TensorInfo(TensorShape( 3U, 8U, 9U), 1, DataType::F32), // Broadcast Z dimension is not allowed |
| 82 | TensorInfo(TensorShape(32U, 13U, 2U, 2), 1, DataType::F32), // Batching is allowed |
| 83 | }), |
| 84 | framework::dataset::make("RhsInfo",{ TensorInfo(TensorShape(32U, 13U, 2U), 1, DataType::F32), |
| 85 | TensorInfo(TensorShape(32U, 13U, 2U), 1, DataType::F16), |
| 86 | TensorInfo(TensorShape(32U, 13U, 2U), 1, DataType::F16), |
| 87 | TensorInfo(TensorShape(32U, 13U, 2U), 1, DataType::U8), |
| 88 | TensorInfo(TensorShape(32U, 13U, 2U), 1, DataType::S8), |
| 89 | TensorInfo(TensorShape(32U, 13U, 2U), 1, DataType::S16), |
| 90 | TensorInfo(TensorShape(32U, 13U, 2U), 1, DataType::S32), |
| 91 | TensorInfo(TensorShape(32U, 13U, 2U), 1, DataType::QASYMM8), |
| 92 | TensorInfo(TensorShape(32U, 13U, 2U), 1, DataType::QASYMM8_SIGNED), |
| 93 | TensorInfo(TensorShape(48U, 11U, 2U), 1, DataType::F32), |
| 94 | TensorInfo(TensorShape(32U, 13U, 2U), 1, DataType::F32), |
| 95 | TensorInfo(TensorShape(32U, 1U, 1U), 1, DataType::F32), // Broadcasting allowed for rhs |
| 96 | TensorInfo(TensorShape(15U, 1U, 3U), 1, DataType::F32), |
| 97 | TensorInfo(TensorShape( 3U, 8U, 1U), 1, DataType::F32), |
| 98 | TensorInfo(TensorShape(32U, 13U, 2U, 2), 1, DataType::F32), |
| 99 | })), |
| 100 | framework::dataset::make("Expected", { true, true, false, false, false, false, false, false, false, false, true, true, false, false, true })), |
| 101 | input1_info, input2_info, expected) |
| 102 | { |
| 103 | // Create a new workload sketch |
| 104 | auto cl_compile_ctx = CLKernelLibrary::get().get_compile_context(); |
Viet-Hoa Do | 3fcf3dc | 2023-05-17 15:17:48 +0100 | [diff] [blame^] | 105 | auto context = GpuWorkloadContext{ &cl_compile_ctx }; |
| 106 | GpuWorkloadSketch sketch{ &context }; |
Jakub Sujak | 7359a87 | 2023-01-05 14:24:13 +0000 | [diff] [blame] | 107 | |
| 108 | // Validate Elementwise Mul |
Viet-Hoa Do | 3fcf3dc | 2023-05-17 15:17:48 +0100 | [diff] [blame^] | 109 | auto lhs_info = context.create_tensor_info(input1_info); |
| 110 | auto rhs_info = context.create_tensor_info(input2_info); |
Jakub Sujak | 7359a87 | 2023-01-05 14:24:13 +0000 | [diff] [blame] | 111 | |
| 112 | bool res = bool(GpuMul::validate_op(sketch, &lhs_info, &rhs_info)); |
| 113 | ARM_COMPUTE_EXPECT(res == expected, framework::LogLevel::ERRORS); |
| 114 | } |
| 115 | // clang-format on |
| 116 | // *INDENT-ON* |
| 117 | |
| 118 | template <typename T> |
| 119 | using DynamicFusionCLMulFixture = DynamicFusionMulOneOpValidationFixture<CLTensor, CLAccessor, GpuMul, T>; |
| 120 | template <typename T> |
| 121 | using DynamicFusionCLMulBroadcastFixture = DynamicFusionMulBroadcastValidationFixture<CLTensor, CLAccessor, GpuMul, T>; |
| 122 | template <typename T> |
| 123 | using DynamicFusionCLMulTwoOpsFixture = DynamicFusionMulTwoOpsValidationFixture<CLTensor, CLAccessor, GpuMul, T>; |
| 124 | |
| 125 | TEST_SUITE(F16) |
| 126 | FIXTURE_DATA_TEST_CASE(RunSmallOneOp, |
| 127 | DynamicFusionCLMulFixture<half>, |
| 128 | framework::DatasetMode::ALL, |
| 129 | combine(combine(datasets::SmallShapes(), |
| 130 | framework::dataset::make("DataType", { DataType::F16 })), |
| 131 | framework::dataset::make("InPlace", { false }))) |
| 132 | { |
| 133 | // Validate output |
| 134 | validate(CLAccessor(_target), _reference, tolerance_f16); |
| 135 | } |
| 136 | |
| 137 | FIXTURE_DATA_TEST_CASE(RunSmallBroadcastOneOp, |
| 138 | DynamicFusionCLMulBroadcastFixture<half>, |
| 139 | framework::DatasetMode::PRECOMMIT, |
| 140 | combine(combine(datasets::TemporaryLimitedSmallShapesBroadcast(), |
| 141 | framework::dataset::make("DataType", { DataType::F16 })), |
| 142 | framework::dataset::make("InPlace", { false }))) |
| 143 | { |
| 144 | // Validate output |
| 145 | validate(CLAccessor(_target), _reference, tolerance_f16); |
| 146 | } |
| 147 | |
| 148 | FIXTURE_DATA_TEST_CASE(RunLargeBroadcastOneOp, |
| 149 | DynamicFusionCLMulBroadcastFixture<half>, |
| 150 | framework::DatasetMode::NIGHTLY, |
| 151 | combine(combine(datasets::TemporaryLimitedLargeShapesBroadcast(), |
| 152 | framework::dataset::make("DataType", { DataType::F16 })), |
| 153 | framework::dataset::make("InPlace", { false }))) |
| 154 | { |
| 155 | // Validate output |
| 156 | validate(CLAccessor(_target), _reference, tolerance_f16); |
| 157 | } |
| 158 | TEST_SUITE_END() // F16 |
| 159 | |
| 160 | TEST_SUITE(F32) |
| 161 | FIXTURE_DATA_TEST_CASE(RunSmallOneOp, |
| 162 | DynamicFusionCLMulFixture<float>, |
| 163 | framework::DatasetMode::PRECOMMIT, |
| 164 | combine(combine(datasets::SmallShapes(), |
| 165 | framework::dataset::make("DataType", { DataType::F32 })), |
| 166 | framework::dataset::make("InPlace", { false }))) |
| 167 | { |
| 168 | // Validate output |
| 169 | validate(CLAccessor(_target), _reference, tolerance_f32); |
| 170 | } |
| 171 | |
| 172 | FIXTURE_DATA_TEST_CASE(RunLargeOneOp, |
| 173 | DynamicFusionCLMulFixture<float>, |
| 174 | framework::DatasetMode::NIGHTLY, |
| 175 | combine(combine(datasets::LargeShapes(), |
| 176 | framework::dataset::make("DataType", { DataType::F32 })), |
| 177 | framework::dataset::make("InPlace", { false }))) |
| 178 | { |
| 179 | // Validate output |
| 180 | validate(CLAccessor(_target), _reference, tolerance_f32); |
| 181 | } |
| 182 | |
| 183 | FIXTURE_DATA_TEST_CASE(RunSmallBroadcastOneOp, |
| 184 | DynamicFusionCLMulBroadcastFixture<float>, |
| 185 | framework::DatasetMode::PRECOMMIT, |
| 186 | combine(combine(datasets::TemporaryLimitedSmallShapesBroadcast(), |
| 187 | framework::dataset::make("DataType", { DataType::F32 })), |
| 188 | framework::dataset::make("InPlace", { false }))) |
| 189 | { |
| 190 | // Validate output |
| 191 | validate(CLAccessor(_target), _reference, tolerance_f32); |
| 192 | } |
| 193 | |
| 194 | FIXTURE_DATA_TEST_CASE(RunLargeBroadcastOneOp, |
| 195 | DynamicFusionCLMulBroadcastFixture<float>, |
| 196 | framework::DatasetMode::NIGHTLY, |
| 197 | combine(combine(datasets::TemporaryLimitedLargeShapesBroadcast(), |
| 198 | framework::dataset::make("DataType", { DataType::F32 })), |
| 199 | framework::dataset::make("InPlace", { false }))) |
| 200 | { |
| 201 | // Validate output |
| 202 | validate(CLAccessor(_target), _reference, tolerance_f32); |
| 203 | } |
| 204 | |
| 205 | FIXTURE_DATA_TEST_CASE(RunSmallTwoOps, |
| 206 | DynamicFusionCLMulTwoOpsFixture<float>, |
| 207 | framework::DatasetMode::PRECOMMIT, |
| 208 | combine(combine(combine(datasets::DynamicFusionElementwiseBinaryTwoOpsSmallShapes(), |
| 209 | framework::dataset::make("DataType", { DataType::F32 })), |
| 210 | framework::dataset::make("InPlace", { false })), |
| 211 | framework::dataset::make("FuseTwoOps", { true }))) |
| 212 | { |
| 213 | // Validate output |
| 214 | validate(CLAccessor(_target), _reference, tolerance_f32); |
| 215 | } |
| 216 | TEST_SUITE_END() // F32 |
| 217 | |
| 218 | TEST_SUITE_END() // MUL |
| 219 | TEST_SUITE_END() // DYNAMIC_FUSION |
| 220 | TEST_SUITE_END() // CL |
| 221 | } // namespace validation |
| 222 | } // namespace test |
| 223 | } // namespace arm_compute |