| /* |
| * Copyright (c) 2022-2024 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 ACL_TESTS_VALIDATION_FIXTURES_DYNAMIC_FUSION_OPERATORS_CASTFIXTURE_H |
| #define ACL_TESTS_VALIDATION_FIXTURES_DYNAMIC_FUSION_OPERATORS_CASTFIXTURE_H |
| |
| #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: |
| 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 context = GpuWorkloadContext{&cl_compile_ctx}; |
| GpuWorkloadSketch sketch{&context}; |
| |
| // Create sketch tensors |
| ITensorInfo *src_info = |
| context.create_tensor_info(TensorInfo(shape, 1, dt_in, DataLayout::NCHW)); // layout is not important |
| ITensorInfo *dst_info = context.create_tensor_info(); |
| |
| CastAttributes attributes; |
| attributes.convert_policy(policy).data_type(dt_out); |
| |
| ITensorInfo *ans_info = FunctionType::create_op(sketch, src_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()) |
| { |
| CLTensor *tensor = std::get<0>(data); |
| TensorInfo info = std::get<1>(data); |
| AuxMemoryInfo aux_mem_req = std::get<2>(data); |
| tensor->allocator()->init(info, aux_mem_req.alignment); |
| tensor->allocator()->allocate(); // Use ACL allocated memory |
| } |
| |
| // 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 // ACL_TESTS_VALIDATION_FIXTURES_DYNAMIC_FUSION_OPERATORS_CASTFIXTURE_H |