| /* |
| * Copyright (c) 2022 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 TESTS_VALIDATION_FIXTURES_DYNAMIC_FUSION_OPERATORS_CASTFIXTURE |
| #define TESTS_VALIDATION_FIXTURES_DYNAMIC_FUSION_OPERATORS_CASTFIXTURE |
| |
| #include "arm_compute/core/CL/CLKernelLibrary.h" |
| #include "arm_compute/core/TensorInfo.h" |
| #include "arm_compute/core/Types.h" |
| #include "arm_compute/dynamic_fusion/runtime/gpu/cl/ClWorkloadRuntime.h" |
| #include "arm_compute/dynamic_fusion/sketch/attributes/CastAttributes.h" |
| #include "arm_compute/dynamic_fusion/sketch/gpu/GpuWorkloadSketch.h" |
| #include "arm_compute/dynamic_fusion/sketch/gpu/operators/GpuOutput.h" |
| |
| #include "tests/framework/Fixture.h" |
| #include "tests/validation/reference/DepthConvertLayer.h" |
| |
| using namespace arm_compute::experimental::dynamic_fusion; |
| |
| namespace arm_compute |
| { |
| namespace test |
| { |
| namespace validation |
| { |
| template <typename TensorType, typename AccessorType, typename FunctionType, typename T1, typename T2> |
| class DynamicFusionCastValidationFixture : public framework::Fixture |
| { |
| public: |
| template <typename...> |
| void setup(TensorShape shape, DataType dt_in, DataType dt_out, ConvertPolicy policy) |
| { |
| _target = compute_target(shape, dt_in, dt_out, policy); |
| _reference = compute_reference(shape, dt_in, dt_out, policy); |
| } |
| |
| protected: |
| template <typename U> |
| void fill(U &&tensor, int i, DataType dt_in, DataType dt_out) |
| { |
| // Restricting range to avoid inf values |
| if(dt_out == DataType::F16) |
| { |
| constexpr int signed_min = -32000; |
| constexpr int signed_max = 32000; |
| constexpr int unsigned_min = 0; |
| constexpr int unsigned_max = 65000; |
| |
| switch(dt_in) |
| { |
| case DataType::U8: |
| case DataType::QASYMM8: |
| case DataType::QASYMM8_SIGNED: |
| case DataType::S8: |
| case DataType::F32: |
| { |
| library->fill_tensor_uniform(tensor, i); |
| break; |
| } |
| case DataType::U16: |
| { |
| library->fill_tensor_uniform(tensor, i, static_cast<uint16_t>(unsigned_min), static_cast<uint16_t>(unsigned_max)); |
| break; |
| } |
| case DataType::S16: |
| { |
| library->fill_tensor_uniform(tensor, i, static_cast<int16_t>(signed_min), static_cast<int16_t>(signed_max)); |
| break; |
| } |
| case DataType::U32: |
| { |
| library->fill_tensor_uniform(tensor, i, static_cast<uint32_t>(unsigned_min), static_cast<uint32_t>(unsigned_max)); |
| break; |
| } |
| case DataType::S32: |
| { |
| library->fill_tensor_uniform(tensor, i, static_cast<int32_t>(signed_min), static_cast<int32_t>(signed_max)); |
| break; |
| } |
| default: |
| ARM_COMPUTE_ERROR("NOT SUPPORTED!"); |
| } |
| } |
| else |
| { |
| library->fill_tensor_uniform(tensor, i); |
| } |
| } |
| |
| // Given input is in nchw format |
| TensorType compute_target(const TensorShape &shape, const DataType dt_in, const DataType dt_out, const ConvertPolicy policy) |
| { |
| // Create a new workload sketch |
| auto cl_compile_ctx = CLKernelLibrary::get().get_compile_context(); |
| auto gpu_ctx = GpuWorkloadContext{ &cl_compile_ctx }; |
| GpuWorkloadSketch sketch{ &gpu_ctx }; |
| |
| // Create sketch tensors |
| TensorInfo src_info = sketch.create_tensor_info(TensorInfo(shape, 1, dt_in, DataLayout::NCHW)); // layout is not important |
| TensorInfo dst_info = sketch.create_tensor_info(); |
| |
| CastAttributes attributes; |
| attributes.convert_policy(policy).data_type(dt_out); |
| |
| auto ans_info = sketch.create_tensor_info(); |
| |
| FunctionType::create_op(sketch, &src_info, &ans_info, attributes); |
| GpuOutput::create_op(sketch, &ans_info, &dst_info); |
| |
| // Configure runtime |
| ClWorkloadRuntime runtime; |
| runtime.configure(sketch); |
| |
| // (Important) Allocate auxiliary tensor memory if there are any |
| for(auto &data : runtime.get_auxiliary_tensors()) |
| { |
| auto tensor = data.first; |
| const auto aux_mem_req = data.second; |
| tensor->allocator()->init(*data.first->info(), aux_mem_req.alignment); |
| tensor->allocator()->allocate(); |
| } |
| |
| // Construct user tensors |
| TensorType t_src{}; |
| TensorType t_dst{}; |
| |
| // Initialize user tensors |
| t_src.allocator()->init(src_info); |
| t_dst.allocator()->init(dst_info); |
| |
| // Allocate and fill user tensors |
| t_src.allocator()->allocate(); |
| t_dst.allocator()->allocate(); |
| |
| fill(AccessorType(t_src), 0, dt_in, dt_out); |
| |
| // Run runtime |
| runtime.run({ &t_src, &t_dst }); |
| return t_dst; |
| } |
| |
| SimpleTensor<T2> compute_reference(const TensorShape &shape, const DataType dt_in, const DataType dt_out, const ConvertPolicy policy) |
| { |
| // Create reference |
| SimpleTensor<T1> src{ shape, dt_in, 1 }; |
| |
| // Fill reference |
| fill(src, 0, dt_in, dt_out); |
| |
| return reference::depth_convert<T1, T2>(src, dt_out, policy, 0); |
| } |
| |
| TensorType _target{}; |
| SimpleTensor<T2> _reference{}; |
| }; |
| } // namespace validation |
| } // namespace test |
| } // namespace arm_compute |
| #endif /* TESTS_VALIDATION_FIXTURES_DYNAMIC_FUSION_OPERATORS_CASTFIXTURE */ |