/* * Copyright (c) 2018 Samsung Electronics Co., Ltd. All Rights Reserved * Copyright (c) 2017 ARM Limited. * * Licensed under the Apache License, Version 2.0 (the "License"); * you may not use this file except in compliance with the License. * You may obtain a copy of the License at * * http://www.apache.org/licenses/LICENSE-2.0 * * Unless required by applicable law or agreed to in writing, software * distributed under the License is distributed on an "AS IS" BASIS, * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. * See the License for the specific language governing permissions and * limitations under the License. */ #include "helpers.h" #if defined(DATA_TYPE) && defined(DEPTH_OUT) && defined(OP_CODE) /** Perform arg_max/arg_min * * @note Datatype should be given as a preprocessor argument using -DDATA_TYPE=type. * e.g. -DDATA_TYPE=short * @attention Output tensor depth should be given as a preprocessor argument using -DDEPTH_OUT=size. * e.g. -DDEPTH_OUT=16 * @attention Operation type(code) specifying which operation to perform should be passed as * preprocessor argument using -DOP_CODE = number. e.g. -DOP_CODE=1 * * @param[in] input_ptr Pointer to the source image. Supported data * types: * U8/QASYMM8/S8/U16/S16/F16/U32/S32/F32 * @param[in] input_stride_x Stride of the source image in X dimension * (in bytes) * @param[in] input_step_x input_stride_x * number of elements along X * processed per workitem(in bytes) * @param[in] input_stride_y Stride of the source image in Y dimension * (in bytes) * @param[in] input_step_y input_stride_y * number of elements along Y * processed per workitem(in bytes) * @param[in] input_stride_z Stride of the source tensor in Z dimension * (in bytes) * @param[in] input_step_z input_stride_z * number of elements along Z * processed per workitem(in bytes) * @param[in] input_offset_first_element_in_bytes The offset of the first element * in the source image * @param[in] input_stride_w Stride of the source tensor in W dimension * (in bytes) * @param[in] input_step_w output_stride_w * number of elements along W * processed per workitem(in bytes) * @param[out] output_ptr Pointer to the destination image. * Supported data types: U32 * @param[in] output_stride_x Stride of the destination image in X dimension * (in bytes) * @param[in] output_step_x output_stride_x * number of elements along X * processed per workitem(in bytes) * @param[in] output_stride_y Stride of the destination image in Y dimension * (in bytes) * @param[in] output_step_y output_stride_y * number of elements along Y * processed per workitem(in bytes) * @param[in] output_stride_z Stride of the source tensor in Z dimension * (in bytes) * @param[in] output_step_z output_stride_z * number of elements along Z * processed per workitem(in bytes) * @param[in] output_stride_w Stride of the source tensor in W dimension * (in bytes) * @param[in] output_step_w output_stride_w * number of elements along W * processed per workitem(in bytes) * @param[in] output_offset_first_element_in_bytes The offset of the first element in the * destination image * @param[in] axis Axis through which reduction occurs * @param[in] dim Dimension across the axis to be reduced. */ __kernel void arg_op(TENSOR4D_DECLARATION(input), TENSOR4D_DECLARATION(output), const int axis, const int dim) { Tensor4D in = CONVERT_TO_TENSOR4D_STRUCT(input, 0); Tensor4D out = CONVERT_TO_TENSOR4D_STRUCT(output, DEPTH_OUT); int indices[4] = { get_global_id(0), get_global_id(1), get_global_id(2) % DEPTH_OUT, get_global_id(2) / DEPTH_OUT, }; DATA_TYPE value = *((__global DATA_TYPE *)tensor4D_offset(&in, indices[0], indices[1], indices[2], indices[3])); DATA_TYPE tval = value; int idx = 0; for (int i = 1; i < dim; ++i) { indices[axis] = i; #if OP_CODE == 1 // ArgMax value = max(value, *((__global DATA_TYPE *)tensor4D_offset(&in, indices[0], indices[1], indices[2], indices[3]))); #elif OP_CODE == 2 // ArgMin value = min(value, *((__global DATA_TYPE *)tensor4D_offset(&in, indices[0], indices[1], indices[2], indices[3]))); #else return; #endif if (tval != value) { idx = indices[axis]; tval = value; } } *((__global uint *)out.ptr) = idx; } #endif // defined(DATA_TYPE) && defined(DEPTH_OUT) && defined(OP_CODE)