/* * Copyright (c) 2019-2022 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. */ #include "src/core/NEON/kernels/NEBoundingBoxTransformKernel.h" #include "arm_compute/core/Helpers.h" #include "arm_compute/core/TensorInfo.h" #include "arm_compute/core/Utils.h" #include "arm_compute/core/Window.h" #include "src/core/common/Registrars.h" #include "src/core/CPP/Validate.h" #include "src/core/helpers/AutoConfiguration.h" #include "src/core/helpers/WindowHelpers.h" #include "src/cpu/kernels/boundingboxtransform/list.h" #include namespace arm_compute { namespace { struct BoundingBoxTransformSelectorData { DataType dt; }; using BoundingBoxTransformSelctorPtr = std::add_pointer::type; using BoundingBoxTransformUKernelPtr = std::add_pointer::type; struct BoundingBoxTransformKernel { const char *name; const BoundingBoxTransformSelctorPtr is_selected; BoundingBoxTransformUKernelPtr ukernel; }; static const BoundingBoxTransformKernel available_kernels[] = { {"fp32_neon_boundingboxtransform", [](const BoundingBoxTransformSelectorData &data) { return data.dt == DataType::F32; }, REGISTER_FP32_NEON(arm_compute::cpu::neon_fp32_boundingboxtransform)}, #ifdef __ARM_FEATURE_FP16_VECTOR_ARITHMETIC {"fp16_neon_boundingboxtransform", [](const BoundingBoxTransformSelectorData &data) { return data.dt == DataType::F16; }, REGISTER_FP16_NEON(arm_compute::cpu::neon_fp16_boundingboxtransform)}, #endif // __ARM_FEATURE_FP16_VECTOR_ARITHMETIC #if defined(ARM_COMPUTE_ENABLE_NEON) {"qu16_neon_boundingboxtransform", [](const BoundingBoxTransformSelectorData &data) { return data.dt == DataType::QASYMM16; }, REGISTER_QSYMM16_NEON(arm_compute::cpu::neon_qu16_boundingboxtransform)}, #endif //defined(ARM_COMPUTE_ENABLE_NEON) }; /** Micro-kernel selector * * @param[in] data Selection data passed to help pick the appropriate micro-kernel * * @return A matching micro-kernel else nullptr */ const BoundingBoxTransformKernel *get_implementation(const BoundingBoxTransformSelectorData &data) { for (const auto &uk : available_kernels) { if (uk.is_selected(data)) { return &uk; } } return nullptr; } Status validate_arguments(const ITensorInfo *boxes, const ITensorInfo *pred_boxes, const ITensorInfo *deltas, const BoundingBoxTransformInfo &info) { ARM_COMPUTE_RETURN_ERROR_ON_NULLPTR(boxes, pred_boxes, deltas); ARM_COMPUTE_RETURN_ERROR_ON_CPU_F16_UNSUPPORTED(boxes); ARM_COMPUTE_RETURN_ERROR_ON_DATA_TYPE_NOT_IN(boxes, DataType::QASYMM16, DataType::F32, DataType::F16); ARM_COMPUTE_RETURN_ERROR_ON_DATA_TYPE_NOT_IN(deltas, DataType::QASYMM8, DataType::F32, DataType::F16); ARM_COMPUTE_RETURN_ERROR_ON(deltas->tensor_shape()[1] != boxes->tensor_shape()[1]); ARM_COMPUTE_RETURN_ERROR_ON(deltas->tensor_shape()[0] % 4 != 0); ARM_COMPUTE_RETURN_ERROR_ON(boxes->tensor_shape()[0] != 4); ARM_COMPUTE_RETURN_ERROR_ON(deltas->num_dimensions() > 2); ARM_COMPUTE_RETURN_ERROR_ON(boxes->num_dimensions() > 2); ARM_COMPUTE_RETURN_ERROR_ON(info.scale() <= 0); if (boxes->data_type() == DataType::QASYMM16) { ARM_COMPUTE_RETURN_ERROR_ON_DATA_TYPE_CHANNEL_NOT_IN(deltas, 1, DataType::QASYMM8); const UniformQuantizationInfo deltas_qinfo = deltas->quantization_info().uniform(); ARM_COMPUTE_RETURN_ERROR_ON(deltas_qinfo.scale != 0.125f); ARM_COMPUTE_RETURN_ERROR_ON(deltas_qinfo.offset != 0); } else { ARM_COMPUTE_RETURN_ERROR_ON_MISMATCHING_DATA_TYPES(boxes, deltas); } if (pred_boxes->total_size() > 0) { ARM_COMPUTE_RETURN_ERROR_ON_MISMATCHING_DIMENSIONS(pred_boxes->tensor_shape(), deltas->tensor_shape()); ARM_COMPUTE_RETURN_ERROR_ON_MISMATCHING_DATA_TYPES(pred_boxes, deltas); ARM_COMPUTE_RETURN_ERROR_ON(pred_boxes->num_dimensions() > 2); if (pred_boxes->data_type() == DataType::QASYMM16) { const UniformQuantizationInfo pred_qinfo = pred_boxes->quantization_info().uniform(); ARM_COMPUTE_RETURN_ERROR_ON(pred_qinfo.scale != 0.125f); ARM_COMPUTE_RETURN_ERROR_ON(pred_qinfo.offset != 0); } } return Status{}; } } // namespace NEBoundingBoxTransformKernel::NEBoundingBoxTransformKernel() : _boxes(nullptr), _pred_boxes(nullptr), _deltas(nullptr), _bbinfo(0, 0, 0) { } void NEBoundingBoxTransformKernel::configure(const ITensor *boxes, ITensor *pred_boxes, const ITensor *deltas, const BoundingBoxTransformInfo &info) { ARM_COMPUTE_ERROR_ON_NULLPTR(boxes, pred_boxes, deltas); ARM_COMPUTE_ERROR_THROW_ON(validate_arguments(boxes->info(), pred_boxes->info(), deltas->info(), info)); // Configure kernel window auto_init_if_empty(*pred_boxes->info(), deltas->info() ->clone() ->set_data_type(boxes->info()->data_type()) .set_quantization_info(boxes->info()->quantization_info())); // Set instance variables _boxes = boxes; _pred_boxes = pred_boxes; _deltas = deltas; _bbinfo = info; const unsigned int num_boxes = boxes->info()->dimension(1); Window win = calculate_max_window(*pred_boxes->info(), Steps()); win.set(Window::DimX, Window::Dimension(0, 1u)); win.set(Window::DimY, Window::Dimension(0, num_boxes)); INEKernel::configure(win); } Status NEBoundingBoxTransformKernel::validate(const ITensorInfo *boxes, const ITensorInfo *pred_boxes, const ITensorInfo *deltas, const BoundingBoxTransformInfo &info) { ARM_COMPUTE_RETURN_ON_ERROR(validate_arguments(boxes, pred_boxes, deltas, info)); return Status{}; } void NEBoundingBoxTransformKernel::run(const Window &window, const ThreadInfo &info) { ARM_COMPUTE_UNUSED(info); ARM_COMPUTE_ERROR_ON_UNCONFIGURED_KERNEL(this); ARM_COMPUTE_ERROR_ON_INVALID_SUBWINDOW(INEKernel::window(), window); const auto *uk = get_implementation(BoundingBoxTransformSelectorData{_boxes->info()->data_type()}); ARM_COMPUTE_ERROR_ON(uk == nullptr || uk->ukernel == nullptr); uk->ukernel(_boxes, _pred_boxes, _deltas, _bbinfo, window); } } // namespace arm_compute