| /* |
| * Copyright (c) 2017-2021 Arm Limited. |
| * |
| * SPDX-License-Identifier: MIT |
| * |
| * Permission is hereby granted, free of charge, to any person obtaining a copy |
| * of this software and associated documentation files (the "Software"), to |
| * deal in the Software without restriction, including without limitation the |
| * rights to use, copy, modify, merge, publish, distribute, sublicense, and/or |
| * sell copies of the Software, and to permit persons to whom the Software is |
| * furnished to do so, subject to the following conditions: |
| * |
| * The above copyright notice and this permission notice shall be included in all |
| * copies or substantial portions of the Software. |
| * |
| * THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR |
| * IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY, |
| * FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE |
| * AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER |
| * LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM, |
| * OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE |
| * SOFTWARE. |
| */ |
| #ifndef ARM_COMPUTE_TEST_PIXEL_WISE_MULTIPLICATION_FIXTURE |
| #define ARM_COMPUTE_TEST_PIXEL_WISE_MULTIPLICATION_FIXTURE |
| |
| #include "arm_compute/core/TensorShape.h" |
| #include "arm_compute/core/Types.h" |
| #include "tests/AssetsLibrary.h" |
| #include "tests/Globals.h" |
| #include "tests/IAccessor.h" |
| #include "tests/framework/Asserts.h" |
| #include "tests/framework/Fixture.h" |
| #include "tests/validation/reference/ActivationLayer.h" |
| #include "tests/validation/reference/PixelWiseMultiplication.h" |
| |
| namespace arm_compute |
| { |
| namespace test |
| { |
| namespace validation |
| { |
| template <typename TensorType, typename AccessorType, typename FunctionType, typename T1, typename T2, typename T3 = T2> |
| class PixelWiseMultiplicationGenericValidationFixture : public framework::Fixture |
| { |
| public: |
| template <typename...> |
| 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, |
| QuantizationInfo qinfo0, |
| QuantizationInfo qinfo1, |
| QuantizationInfo qinfo_out, |
| ActivationLayerInfo act_info, |
| bool is_inplace) |
| { |
| _is_inplace = is_inplace; |
| _target = compute_target(shape0, shape1, dt_in1, dt_in2, dt_out, scale, convert_policy, rounding_policy, qinfo0, qinfo1, qinfo_out, act_info); |
| _reference = compute_reference(shape0, shape1, dt_in1, dt_in2, dt_out, scale, convert_policy, rounding_policy, qinfo0, qinfo1, qinfo_out, act_info); |
| } |
| |
| protected: |
| template <typename U> |
| void fill(U &&tensor, unsigned int seed_offset) |
| { |
| library->fill_tensor_uniform(tensor, seed_offset); |
| } |
| |
| TensorType compute_target(const TensorShape &shape0, const TensorShape &shape1, DataType dt_in1, DataType dt_in2, DataType dt_out, |
| float scale, ConvertPolicy convert_policy, RoundingPolicy rounding_policy, |
| QuantizationInfo qinfo0, QuantizationInfo qinfo1, QuantizationInfo qinfo_out, ActivationLayerInfo act_info) |
| { |
| // Create tensors |
| TensorType src1 = create_tensor<TensorType>(shape0, dt_in1, 1, qinfo0); |
| TensorType src2 = create_tensor<TensorType>(shape1, dt_in2, 1, qinfo1); |
| TensorType dst = create_tensor<TensorType>(TensorShape::broadcast_shape(shape0, shape1), dt_out, 1, qinfo_out); |
| |
| auto allocate_tensor = [](TensorType & t) |
| { |
| ARM_COMPUTE_ASSERT(t.info()->is_resizable()); |
| t.allocator()->allocate(); |
| ARM_COMPUTE_ASSERT(!t.info()->is_resizable()); |
| }; |
| |
| // Create and configure function |
| FunctionType multiply; |
| multiply.configure(&src1, &src2, (_is_inplace ? &src1 : &dst), scale, convert_policy, rounding_policy, act_info); |
| |
| allocate_tensor(src1); |
| allocate_tensor(src2); |
| |
| if(!_is_inplace) |
| { |
| allocate_tensor(dst); |
| } |
| |
| // Fill tensors |
| fill(AccessorType(src1), 0); |
| fill(AccessorType(src2), 1); |
| |
| // Compute function |
| multiply.run(); |
| |
| if(_is_inplace) |
| { |
| return src1; |
| } |
| |
| return dst; |
| } |
| |
| SimpleTensor<T3> compute_reference(const TensorShape &shape0, const TensorShape &shape1, DataType dt_in1, DataType dt_in2, DataType dt_out, |
| float scale, ConvertPolicy convert_policy, RoundingPolicy rounding_policy, |
| QuantizationInfo qinfo0, QuantizationInfo qinfo1, QuantizationInfo qinfo_out, ActivationLayerInfo act_info) |
| { |
| // Create reference |
| SimpleTensor<T1> src1{ shape0, dt_in1, 1, qinfo0 }; |
| SimpleTensor<T2> src2{ shape1, dt_in2, 1, qinfo1 }; |
| |
| // current in-place implementation only supports same metadata of input and output tensors. |
| // By ignoring output quantization information here, we can make test cases implementation much simpler. |
| QuantizationInfo output_qinfo = _is_inplace ? qinfo0 : qinfo_out; |
| |
| // Fill reference |
| fill(src1, 0); |
| fill(src2, 1); |
| |
| auto result = reference::pixel_wise_multiplication<T1, T2, T3>(src1, src2, scale, convert_policy, rounding_policy, dt_out, output_qinfo); |
| return act_info.enabled() ? reference::activation_layer(result, act_info, output_qinfo) : result; |
| } |
| |
| TensorType _target{}; |
| SimpleTensor<T3> _reference{}; |
| bool _is_inplace{ false }; |
| }; |
| |
| template <typename TensorType, typename AccessorType, typename FunctionType, typename T1, typename T2, typename T3 = T2> |
| class PixelWiseMultiplicationValidationFixture : public PixelWiseMultiplicationGenericValidationFixture<TensorType, AccessorType, FunctionType, T1, T2, T3> |
| { |
| public: |
| template <typename...> |
| 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) |
| { |
| PixelWiseMultiplicationGenericValidationFixture<TensorType, AccessorType, FunctionType, T1, T2, T3>::setup(shape, shape, dt_in1, dt_in2, dt_out, scale, convert_policy, rounding_policy, |
| QuantizationInfo(), QuantizationInfo(), QuantizationInfo(), ActivationLayerInfo(), is_inplace); |
| } |
| }; |
| |
| template <typename TensorType, typename AccessorType, typename FunctionType, typename T1, typename T2, typename T3 = T2> |
| class PixelWiseMultiplicationBroadcastValidationFixture : public PixelWiseMultiplicationGenericValidationFixture<TensorType, AccessorType, FunctionType, T1, T2, T3> |
| { |
| public: |
| template <typename...> |
| 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, |
| bool is_inplace) |
| { |
| PixelWiseMultiplicationGenericValidationFixture<TensorType, AccessorType, FunctionType, T1, T2, T3>::setup(shape0, shape1, dt_in1, dt_in2, dt_out, scale, convert_policy, rounding_policy, |
| QuantizationInfo(), QuantizationInfo(), QuantizationInfo(), ActivationLayerInfo(), is_inplace); |
| } |
| }; |
| |
| template <typename TensorType, typename AccessorType, typename FunctionType, typename T1, typename T2> |
| class PixelWiseMultiplicationValidationFloatFixture : public PixelWiseMultiplicationGenericValidationFixture<TensorType, AccessorType, FunctionType, T1, T2> |
| { |
| public: |
| template <typename...> |
| 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) |
| { |
| PixelWiseMultiplicationGenericValidationFixture<TensorType, AccessorType, FunctionType, T1, T2>::setup(shape, shape, dt_in1, dt_in2, dt_in2, scale, convert_policy, rounding_policy, |
| QuantizationInfo(), QuantizationInfo(), QuantizationInfo(), act_info, is_inplace); |
| } |
| }; |
| |
| template <typename TensorType, typename AccessorType, typename FunctionType, typename T1, typename T2> |
| class PixelWiseMultiplicationValidationIntegerFixture : public PixelWiseMultiplicationGenericValidationFixture<TensorType, AccessorType, FunctionType, T1, T2> |
| { |
| public: |
| template <typename...> |
| 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) |
| { |
| PixelWiseMultiplicationGenericValidationFixture<TensorType, AccessorType, FunctionType, T1, T2>::setup(shape, shape, dt_in1, dt_in2, dt_in2, scale, convert_policy, rounding_policy, |
| QuantizationInfo(), QuantizationInfo(), QuantizationInfo(), act_info, is_inplace); |
| } |
| }; |
| |
| template <typename TensorType, typename AccessorType, typename FunctionType, typename T1, typename T2> |
| class PixelWiseMultiplicationBroadcastValidationFloatFixture : public PixelWiseMultiplicationGenericValidationFixture<TensorType, AccessorType, FunctionType, T1, T2> |
| { |
| public: |
| template <typename...> |
| void setup(const TensorShape &shape0, const TensorShape &shape1, DataType dt_in1, DataType dt_in2, float scale, ConvertPolicy convert_policy, RoundingPolicy rounding_policy, |
| ActivationLayerInfo act_info, bool is_inplace) |
| { |
| PixelWiseMultiplicationGenericValidationFixture<TensorType, AccessorType, FunctionType, T1, T2>::setup(shape0, shape1, dt_in1, dt_in2, dt_in2, scale, convert_policy, rounding_policy, |
| QuantizationInfo(), QuantizationInfo(), QuantizationInfo(), act_info, is_inplace); |
| } |
| }; |
| |
| template <typename TensorType, typename AccessorType, typename FunctionType, typename T1, typename T2, typename T3 = T2> |
| class PixelWiseMultiplicationValidationQuantizedFixture : public PixelWiseMultiplicationGenericValidationFixture<TensorType, AccessorType, FunctionType, T1, T2, T3> |
| { |
| public: |
| template <typename...> |
| void setup(const TensorShape &shape, DataType dt_in1, DataType dt_in2, DataType dt_out, float scale, ConvertPolicy convert_policy, RoundingPolicy rounding_policy, |
| QuantizationInfo qinfo0, QuantizationInfo qinfo1, QuantizationInfo qinfo_out, bool is_inplace) |
| { |
| PixelWiseMultiplicationGenericValidationFixture<TensorType, AccessorType, FunctionType, T1, T2, T3>::setup(shape, shape, dt_in1, dt_in2, dt_out, scale, convert_policy, rounding_policy, |
| qinfo0, qinfo1, qinfo_out, ActivationLayerInfo(), is_inplace); |
| } |
| }; |
| |
| template <typename TensorType, typename AccessorType, typename FunctionType, typename T1, typename T2, typename T3 = T2> |
| class PixelWiseMultiplicationBroadcastValidationQuantizedFixture : public PixelWiseMultiplicationGenericValidationFixture<TensorType, AccessorType, FunctionType, T1, T2, T3> |
| { |
| public: |
| template <typename...> |
| 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, |
| QuantizationInfo qinfo0, QuantizationInfo qinfo1, QuantizationInfo qinfo_out, bool is_inplace) |
| { |
| PixelWiseMultiplicationGenericValidationFixture<TensorType, AccessorType, FunctionType, T1, T2, T3>::setup(shape0, shape1, dt_in1, dt_in2, dt_out, scale, convert_policy, rounding_policy, |
| qinfo0, qinfo1, qinfo_out, ActivationLayerInfo(), is_inplace); |
| } |
| }; |
| } // namespace validation |
| } // namespace test |
| } // namespace arm_compute |
| #endif /* ARM_COMPUTE_TEST_PIXEL_WISE_MULTIPLICATION_FIXTURE */ |