John Richardson | dd715f2 | 2017-09-18 16:10:48 +0100 | [diff] [blame] | 1 | /* |
Michele Di Giorgio | d9eaf61 | 2020-07-08 11:12:57 +0100 | [diff] [blame] | 2 | * Copyright (c) 2017-2020 Arm Limited. |
John Richardson | dd715f2 | 2017-09-18 16:10:48 +0100 | [diff] [blame] | 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 | #ifndef ARM_COMPUTE_TEST_PIXEL_WISE_MULTIPLICATION_FIXTURE |
| 25 | #define ARM_COMPUTE_TEST_PIXEL_WISE_MULTIPLICATION_FIXTURE |
| 26 | |
| 27 | #include "arm_compute/core/TensorShape.h" |
| 28 | #include "arm_compute/core/Types.h" |
| 29 | #include "tests/AssetsLibrary.h" |
| 30 | #include "tests/Globals.h" |
| 31 | #include "tests/IAccessor.h" |
| 32 | #include "tests/framework/Asserts.h" |
| 33 | #include "tests/framework/Fixture.h" |
Giorgio Arena | 8b2a7d3 | 2020-02-11 17:21:31 +0000 | [diff] [blame] | 34 | #include "tests/validation/reference/ActivationLayer.h" |
Georgios Pinitas | 5a7e776 | 2017-12-01 16:27:29 +0000 | [diff] [blame] | 35 | #include "tests/validation/reference/PixelWiseMultiplication.h" |
John Richardson | dd715f2 | 2017-09-18 16:10:48 +0100 | [diff] [blame] | 36 | |
| 37 | namespace arm_compute |
| 38 | { |
| 39 | namespace test |
| 40 | { |
| 41 | namespace validation |
| 42 | { |
Michele Di Giorgio | 9428a18 | 2020-03-30 14:10:20 +0100 | [diff] [blame] | 43 | template <typename TensorType, typename AccessorType, typename FunctionType, typename T1, typename T2, typename T3 = T2> |
Georgios Pinitas | bf28a3c | 2018-09-18 14:34:48 +0100 | [diff] [blame] | 44 | class PixelWiseMultiplicationGenericValidationFixture : public framework::Fixture |
John Richardson | dd715f2 | 2017-09-18 16:10:48 +0100 | [diff] [blame] | 45 | { |
| 46 | public: |
| 47 | template <typename...> |
Michele Di Giorgio | 6259e5f | 2018-01-17 17:29:33 +0000 | [diff] [blame] | 48 | void setup(const TensorShape &shape0, |
| 49 | const TensorShape &shape1, |
Giorgio Arena | 8b2a7d3 | 2020-02-11 17:21:31 +0000 | [diff] [blame] | 50 | DataType dt_in1, |
| 51 | DataType dt_in2, |
| 52 | DataType dt_out, |
| 53 | float scale, |
| 54 | ConvertPolicy convert_policy, |
| 55 | RoundingPolicy rounding_policy, |
| 56 | QuantizationInfo qinfo0, |
| 57 | QuantizationInfo qinfo1, |
| 58 | QuantizationInfo qinfo_out, |
Sang-Hoon Park | 95a6f72 | 2020-06-19 15:31:29 +0100 | [diff] [blame] | 59 | ActivationLayerInfo act_info, |
| 60 | bool is_inplace) |
John Richardson | dd715f2 | 2017-09-18 16:10:48 +0100 | [diff] [blame] | 61 | { |
Sang-Hoon Park | 95a6f72 | 2020-06-19 15:31:29 +0100 | [diff] [blame] | 62 | _is_inplace = is_inplace; |
| 63 | _target = compute_target(shape0, shape1, dt_in1, dt_in2, dt_out, scale, convert_policy, rounding_policy, qinfo0, qinfo1, qinfo_out, act_info); |
| 64 | _reference = compute_reference(shape0, shape1, dt_in1, dt_in2, dt_out, scale, convert_policy, rounding_policy, qinfo0, qinfo1, qinfo_out, act_info); |
John Richardson | dd715f2 | 2017-09-18 16:10:48 +0100 | [diff] [blame] | 65 | } |
| 66 | |
| 67 | protected: |
| 68 | template <typename U> |
| 69 | void fill(U &&tensor, unsigned int seed_offset) |
| 70 | { |
| 71 | library->fill_tensor_uniform(tensor, seed_offset); |
| 72 | } |
| 73 | |
Michele Di Giorgio | 9428a18 | 2020-03-30 14:10:20 +0100 | [diff] [blame] | 74 | TensorType compute_target(const TensorShape &shape0, const TensorShape &shape1, DataType dt_in1, DataType dt_in2, DataType dt_out, |
Georgios Pinitas | bf28a3c | 2018-09-18 14:34:48 +0100 | [diff] [blame] | 75 | float scale, ConvertPolicy convert_policy, RoundingPolicy rounding_policy, |
Giorgio Arena | 8b2a7d3 | 2020-02-11 17:21:31 +0000 | [diff] [blame] | 76 | QuantizationInfo qinfo0, QuantizationInfo qinfo1, QuantizationInfo qinfo_out, ActivationLayerInfo act_info) |
John Richardson | dd715f2 | 2017-09-18 16:10:48 +0100 | [diff] [blame] | 77 | { |
| 78 | // Create tensors |
Georgios Pinitas | bf28a3c | 2018-09-18 14:34:48 +0100 | [diff] [blame] | 79 | TensorType src1 = create_tensor<TensorType>(shape0, dt_in1, 1, qinfo0); |
| 80 | TensorType src2 = create_tensor<TensorType>(shape1, dt_in2, 1, qinfo1); |
Michele Di Giorgio | 9428a18 | 2020-03-30 14:10:20 +0100 | [diff] [blame] | 81 | TensorType dst = create_tensor<TensorType>(TensorShape::broadcast_shape(shape0, shape1), dt_out, 1, qinfo_out); |
John Richardson | dd715f2 | 2017-09-18 16:10:48 +0100 | [diff] [blame] | 82 | |
Manuel Bottini | 36b8f05 | 2020-06-23 12:22:15 +0100 | [diff] [blame] | 83 | auto allocate_tensor = [](TensorType & t) |
Sang-Hoon Park | 95a6f72 | 2020-06-19 15:31:29 +0100 | [diff] [blame] | 84 | { |
| 85 | ARM_COMPUTE_EXPECT(t.info()->is_resizable(), framework::LogLevel::ERRORS); |
| 86 | t.allocator()->allocate(); |
| 87 | ARM_COMPUTE_EXPECT(!t.info()->is_resizable(), framework::LogLevel::ERRORS); |
| 88 | }; |
| 89 | |
John Richardson | dd715f2 | 2017-09-18 16:10:48 +0100 | [diff] [blame] | 90 | // Create and configure function |
| 91 | FunctionType multiply; |
Sang-Hoon Park | 95a6f72 | 2020-06-19 15:31:29 +0100 | [diff] [blame] | 92 | multiply.configure(&src1, &src2, (_is_inplace ? &src1 : &dst), scale, convert_policy, rounding_policy, act_info); |
John Richardson | dd715f2 | 2017-09-18 16:10:48 +0100 | [diff] [blame] | 93 | |
Sang-Hoon Park | 95a6f72 | 2020-06-19 15:31:29 +0100 | [diff] [blame] | 94 | allocate_tensor(src1); |
| 95 | allocate_tensor(src2); |
John Richardson | dd715f2 | 2017-09-18 16:10:48 +0100 | [diff] [blame] | 96 | |
Sang-Hoon Park | 95a6f72 | 2020-06-19 15:31:29 +0100 | [diff] [blame] | 97 | if(!_is_inplace) |
| 98 | { |
| 99 | allocate_tensor(dst); |
| 100 | } |
John Richardson | dd715f2 | 2017-09-18 16:10:48 +0100 | [diff] [blame] | 101 | |
| 102 | // Fill tensors |
| 103 | fill(AccessorType(src1), 0); |
| 104 | fill(AccessorType(src2), 1); |
| 105 | |
| 106 | // Compute function |
| 107 | multiply.run(); |
| 108 | |
Sang-Hoon Park | 95a6f72 | 2020-06-19 15:31:29 +0100 | [diff] [blame] | 109 | if(_is_inplace) |
| 110 | { |
| 111 | return src1; |
| 112 | } |
| 113 | |
John Richardson | dd715f2 | 2017-09-18 16:10:48 +0100 | [diff] [blame] | 114 | return dst; |
| 115 | } |
| 116 | |
Michele Di Giorgio | 9428a18 | 2020-03-30 14:10:20 +0100 | [diff] [blame] | 117 | SimpleTensor<T3> compute_reference(const TensorShape &shape0, const TensorShape &shape1, DataType dt_in1, DataType dt_in2, DataType dt_out, |
Georgios Pinitas | bf28a3c | 2018-09-18 14:34:48 +0100 | [diff] [blame] | 118 | float scale, ConvertPolicy convert_policy, RoundingPolicy rounding_policy, |
Giorgio Arena | 8b2a7d3 | 2020-02-11 17:21:31 +0000 | [diff] [blame] | 119 | QuantizationInfo qinfo0, QuantizationInfo qinfo1, QuantizationInfo qinfo_out, ActivationLayerInfo act_info) |
John Richardson | dd715f2 | 2017-09-18 16:10:48 +0100 | [diff] [blame] | 120 | { |
| 121 | // Create reference |
Georgios Pinitas | bf28a3c | 2018-09-18 14:34:48 +0100 | [diff] [blame] | 122 | SimpleTensor<T1> src1{ shape0, dt_in1, 1, qinfo0 }; |
| 123 | SimpleTensor<T2> src2{ shape1, dt_in2, 1, qinfo1 }; |
John Richardson | dd715f2 | 2017-09-18 16:10:48 +0100 | [diff] [blame] | 124 | |
Sang-Hoon Park | 95a6f72 | 2020-06-19 15:31:29 +0100 | [diff] [blame] | 125 | // current in-place implementation only supports same metadata of input and output tensors. |
| 126 | // By ignoring output quantization information here, we can make test cases implementation much simpler. |
| 127 | QuantizationInfo output_qinfo = _is_inplace ? qinfo0 : qinfo_out; |
| 128 | |
John Richardson | dd715f2 | 2017-09-18 16:10:48 +0100 | [diff] [blame] | 129 | // Fill reference |
| 130 | fill(src1, 0); |
| 131 | fill(src2, 1); |
| 132 | |
Sang-Hoon Park | 95a6f72 | 2020-06-19 15:31:29 +0100 | [diff] [blame] | 133 | auto result = reference::pixel_wise_multiplication<T1, T2, T3>(src1, src2, scale, convert_policy, rounding_policy, dt_out, output_qinfo); |
| 134 | return act_info.enabled() ? reference::activation_layer(result, act_info, output_qinfo) : result; |
John Richardson | dd715f2 | 2017-09-18 16:10:48 +0100 | [diff] [blame] | 135 | } |
| 136 | |
| 137 | TensorType _target{}; |
Michele Di Giorgio | 9428a18 | 2020-03-30 14:10:20 +0100 | [diff] [blame] | 138 | SimpleTensor<T3> _reference{}; |
Sang-Hoon Park | 95a6f72 | 2020-06-19 15:31:29 +0100 | [diff] [blame] | 139 | bool _is_inplace{ false }; |
Manuel Bottini | 79fa9a2 | 2019-02-22 17:54:22 +0000 | [diff] [blame] | 140 | }; |
| 141 | |
Sheri Zhang | fcf6f4e | 2020-06-25 20:01:00 +0100 | [diff] [blame] | 142 | template <typename TensorType, typename AccessorType, typename FunctionType, typename T1, typename T2, typename T3 = T2> |
| 143 | class PixelWiseMultiplicationValidationFixture : public PixelWiseMultiplicationGenericValidationFixture<TensorType, AccessorType, FunctionType, T1, T2, T3> |
Michele Di Giorgio | 6259e5f | 2018-01-17 17:29:33 +0000 | [diff] [blame] | 144 | { |
| 145 | public: |
| 146 | template <typename...> |
Sheri Zhang | fcf6f4e | 2020-06-25 20:01:00 +0100 | [diff] [blame] | 147 | void setup(const TensorShape &shape, DataType dt_in1, DataType dt_in2, DataType dt_out, float scale, ConvertPolicy convert_policy, RoundingPolicy rounding_policy, bool is_inplace) |
Michele Di Giorgio | 6259e5f | 2018-01-17 17:29:33 +0000 | [diff] [blame] | 148 | { |
Sheri Zhang | fcf6f4e | 2020-06-25 20:01:00 +0100 | [diff] [blame] | 149 | PixelWiseMultiplicationGenericValidationFixture<TensorType, AccessorType, FunctionType, T1, T2, T3>::setup(shape, shape, dt_in1, dt_in2, dt_out, scale, convert_policy, rounding_policy, |
| 150 | QuantizationInfo(), QuantizationInfo(), QuantizationInfo(), ActivationLayerInfo(), is_inplace); |
Michele Di Giorgio | 6259e5f | 2018-01-17 17:29:33 +0000 | [diff] [blame] | 151 | } |
| 152 | }; |
| 153 | |
Sheri Zhang | fcf6f4e | 2020-06-25 20:01:00 +0100 | [diff] [blame] | 154 | template <typename TensorType, typename AccessorType, typename FunctionType, typename T1, typename T2, typename T3 = T2> |
| 155 | class PixelWiseMultiplicationBroadcastValidationFixture : public PixelWiseMultiplicationGenericValidationFixture<TensorType, AccessorType, FunctionType, T1, T2, T3> |
Georgios Pinitas | bf28a3c | 2018-09-18 14:34:48 +0100 | [diff] [blame] | 156 | { |
| 157 | public: |
| 158 | template <typename...> |
Sheri Zhang | fcf6f4e | 2020-06-25 20:01:00 +0100 | [diff] [blame] | 159 | void setup(const TensorShape &shape0, const TensorShape &shape1, DataType dt_in1, DataType dt_in2, DataType dt_out, float scale, ConvertPolicy convert_policy, RoundingPolicy rounding_policy, |
| 160 | bool is_inplace) |
Georgios Pinitas | bf28a3c | 2018-09-18 14:34:48 +0100 | [diff] [blame] | 161 | { |
Sheri Zhang | fcf6f4e | 2020-06-25 20:01:00 +0100 | [diff] [blame] | 162 | PixelWiseMultiplicationGenericValidationFixture<TensorType, AccessorType, FunctionType, T1, T2, T3>::setup(shape0, shape1, dt_in1, dt_in2, dt_out, scale, convert_policy, rounding_policy, |
| 163 | QuantizationInfo(), QuantizationInfo(), QuantizationInfo(), ActivationLayerInfo(), is_inplace); |
Giorgio Arena | 8b2a7d3 | 2020-02-11 17:21:31 +0000 | [diff] [blame] | 164 | } |
| 165 | }; |
| 166 | |
| 167 | template <typename TensorType, typename AccessorType, typename FunctionType, typename T1, typename T2> |
| 168 | class PixelWiseMultiplicationValidationFloatFixture : public PixelWiseMultiplicationGenericValidationFixture<TensorType, AccessorType, FunctionType, T1, T2> |
| 169 | { |
| 170 | public: |
| 171 | template <typename...> |
Sang-Hoon Park | 95a6f72 | 2020-06-19 15:31:29 +0100 | [diff] [blame] | 172 | void setup(const TensorShape &shape, DataType dt_in1, DataType dt_in2, float scale, ConvertPolicy convert_policy, RoundingPolicy rounding_policy, ActivationLayerInfo act_info, bool is_inplace) |
Giorgio Arena | 8b2a7d3 | 2020-02-11 17:21:31 +0000 | [diff] [blame] | 173 | { |
| 174 | PixelWiseMultiplicationGenericValidationFixture<TensorType, AccessorType, FunctionType, T1, T2>::setup(shape, shape, dt_in1, dt_in2, dt_in2, scale, convert_policy, rounding_policy, |
Sang-Hoon Park | 95a6f72 | 2020-06-19 15:31:29 +0100 | [diff] [blame] | 175 | QuantizationInfo(), QuantizationInfo(), QuantizationInfo(), act_info, is_inplace); |
Giorgio Arena | 8b2a7d3 | 2020-02-11 17:21:31 +0000 | [diff] [blame] | 176 | } |
| 177 | }; |
| 178 | |
| 179 | template <typename TensorType, typename AccessorType, typename FunctionType, typename T1, typename T2> |
| 180 | class PixelWiseMultiplicationBroadcastValidationFloatFixture : public PixelWiseMultiplicationGenericValidationFixture<TensorType, AccessorType, FunctionType, T1, T2> |
| 181 | { |
| 182 | public: |
| 183 | template <typename...> |
| 184 | void setup(const TensorShape &shape0, const TensorShape &shape1, DataType dt_in1, DataType dt_in2, float scale, ConvertPolicy convert_policy, RoundingPolicy rounding_policy, |
Sang-Hoon Park | 95a6f72 | 2020-06-19 15:31:29 +0100 | [diff] [blame] | 185 | ActivationLayerInfo act_info, bool is_inplace) |
Giorgio Arena | 8b2a7d3 | 2020-02-11 17:21:31 +0000 | [diff] [blame] | 186 | { |
| 187 | PixelWiseMultiplicationGenericValidationFixture<TensorType, AccessorType, FunctionType, T1, T2>::setup(shape0, shape1, dt_in1, dt_in2, dt_in2, scale, convert_policy, rounding_policy, |
Sang-Hoon Park | 95a6f72 | 2020-06-19 15:31:29 +0100 | [diff] [blame] | 188 | QuantizationInfo(), QuantizationInfo(), QuantizationInfo(), act_info, is_inplace); |
Georgios Pinitas | bf28a3c | 2018-09-18 14:34:48 +0100 | [diff] [blame] | 189 | } |
| 190 | }; |
| 191 | |
Michele Di Giorgio | 9428a18 | 2020-03-30 14:10:20 +0100 | [diff] [blame] | 192 | template <typename TensorType, typename AccessorType, typename FunctionType, typename T1, typename T2, typename T3 = T2> |
| 193 | class PixelWiseMultiplicationValidationQuantizedFixture : public PixelWiseMultiplicationGenericValidationFixture<TensorType, AccessorType, FunctionType, T1, T2, T3> |
Georgios Pinitas | bf28a3c | 2018-09-18 14:34:48 +0100 | [diff] [blame] | 194 | { |
| 195 | public: |
| 196 | template <typename...> |
Michele Di Giorgio | 9428a18 | 2020-03-30 14:10:20 +0100 | [diff] [blame] | 197 | void setup(const TensorShape &shape, DataType dt_in1, DataType dt_in2, DataType dt_out, float scale, ConvertPolicy convert_policy, RoundingPolicy rounding_policy, |
Sang-Hoon Park | 95a6f72 | 2020-06-19 15:31:29 +0100 | [diff] [blame] | 198 | QuantizationInfo qinfo0, QuantizationInfo qinfo1, QuantizationInfo qinfo_out, bool is_inplace) |
Georgios Pinitas | bf28a3c | 2018-09-18 14:34:48 +0100 | [diff] [blame] | 199 | { |
Giorgio Arena | 8b2a7d3 | 2020-02-11 17:21:31 +0000 | [diff] [blame] | 200 | PixelWiseMultiplicationGenericValidationFixture<TensorType, AccessorType, FunctionType, T1, T2, T3>::setup(shape, shape, dt_in1, dt_in2, dt_out, scale, convert_policy, rounding_policy, |
Sang-Hoon Park | 95a6f72 | 2020-06-19 15:31:29 +0100 | [diff] [blame] | 201 | qinfo0, qinfo1, qinfo_out, ActivationLayerInfo(), is_inplace); |
Georgios Pinitas | bf28a3c | 2018-09-18 14:34:48 +0100 | [diff] [blame] | 202 | } |
| 203 | }; |
Sheri Zhang | a449a36 | 2020-07-16 15:52:25 +0100 | [diff] [blame] | 204 | |
| 205 | template <typename TensorType, typename AccessorType, typename FunctionType, typename T1, typename T2, typename T3 = T2> |
| 206 | class PixelWiseMultiplicationBroadcastValidationQuantizedFixture : public PixelWiseMultiplicationGenericValidationFixture<TensorType, AccessorType, FunctionType, T1, T2, T3> |
| 207 | { |
| 208 | public: |
| 209 | template <typename...> |
| 210 | void setup(const TensorShape &shape0, const TensorShape &shape1, DataType dt_in1, DataType dt_in2, DataType dt_out, float scale, ConvertPolicy convert_policy, RoundingPolicy rounding_policy, |
| 211 | QuantizationInfo qinfo0, QuantizationInfo qinfo1, QuantizationInfo qinfo_out, bool is_inplace) |
| 212 | { |
| 213 | PixelWiseMultiplicationGenericValidationFixture<TensorType, AccessorType, FunctionType, T1, T2, T3>::setup(shape0, shape1, dt_in1, dt_in2, dt_out, scale, convert_policy, rounding_policy, |
| 214 | qinfo0, qinfo1, qinfo_out, ActivationLayerInfo(), is_inplace); |
| 215 | } |
| 216 | }; |
John Richardson | dd715f2 | 2017-09-18 16:10:48 +0100 | [diff] [blame] | 217 | } // namespace validation |
| 218 | } // namespace test |
| 219 | } // namespace arm_compute |
| 220 | #endif /* ARM_COMPUTE_TEST_PIXEL_WISE_MULTIPLICATION_FIXTURE */ |