Michele Di Giorgio | 7d61ff0 | 2021-01-18 21:15:59 +0000 | [diff] [blame] | 1 | /* |
| 2 | * Copyright (c) 2018-2021 Arm Limited. |
| 3 | * |
| 4 | * SPDX-License-Identifier: MIT |
| 5 | * |
| 6 | * Permission is hereby granted, free of charge, to any person obtaining a copy |
| 7 | * of this software and associated documentation files (the "Software"), to |
| 8 | * deal in the Software without restriction, including without limitation the |
| 9 | * rights to use, copy, modify, merge, publish, distribute, sublicense, and/or |
| 10 | * sell copies of the Software, and to permit persons to whom the Software is |
| 11 | * furnished to do so, subject to the following conditions: |
| 12 | * |
| 13 | * The above copyright notice and this permission notice shall be included in all |
| 14 | * copies or substantial portions of the Software. |
| 15 | * |
| 16 | * THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR |
| 17 | * IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY, |
| 18 | * FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE |
| 19 | * AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER |
| 20 | * LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM, |
| 21 | * OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE |
| 22 | * SOFTWARE. |
| 23 | */ |
Georgios Pinitas | 7891a73 | 2021-08-20 21:39:25 +0100 | [diff] [blame] | 24 | #include "src/gpu/cl/kernels/ClWidthConcatenate4TensorsKernel.h" |
Michele Di Giorgio | 7d61ff0 | 2021-01-18 21:15:59 +0000 | [diff] [blame] | 25 | |
| 26 | #include "arm_compute/core/CL/CLHelpers.h" |
| 27 | #include "arm_compute/core/CL/CLKernelLibrary.h" |
| 28 | #include "arm_compute/core/CL/ICLTensor.h" |
| 29 | #include "arm_compute/core/Helpers.h" |
| 30 | #include "arm_compute/core/Utils.h" |
| 31 | #include "src/core/CL/CLValidate.h" |
| 32 | #include "src/core/helpers/WindowHelpers.h" |
| 33 | #include "src/core/utils/helpers/tensor_info.h" |
| 34 | #include "support/Cast.h" |
| 35 | |
| 36 | #include "support/StringSupport.h" |
| 37 | |
| 38 | namespace arm_compute |
| 39 | { |
| 40 | namespace opencl |
| 41 | { |
| 42 | namespace kernels |
| 43 | { |
| 44 | namespace |
| 45 | { |
| 46 | Status validate_arguments(const ITensorInfo *src1, const ITensorInfo *src2, const ITensorInfo *src3, const ITensorInfo *src4, const ITensorInfo *dst) |
| 47 | { |
| 48 | ARM_COMPUTE_RETURN_ERROR_ON_NULLPTR(src1, src2, src3, src4, dst); |
| 49 | ARM_COMPUTE_RETURN_ERROR_ON_F16_UNSUPPORTED(src1); |
| 50 | ARM_COMPUTE_RETURN_ERROR_ON(src1->data_type() == DataType::UNKNOWN); |
| 51 | ARM_COMPUTE_RETURN_ERROR_ON_MISMATCHING_DATA_TYPES(src1, src2, src3, src4, dst); |
| 52 | ARM_COMPUTE_RETURN_ERROR_ON(src1->dimension(0) + src2->dimension(0) + src3->dimension(0) + src4->dimension(0) > dst->dimension(0)); |
| 53 | |
| 54 | for(size_t i = 1; i < Coordinates::num_max_dimensions; ++i) |
| 55 | { |
| 56 | ARM_COMPUTE_RETURN_ERROR_ON(src1->dimension(i) != dst->dimension(i)); |
| 57 | ARM_COMPUTE_RETURN_ERROR_ON(src2->dimension(i) != dst->dimension(i)); |
| 58 | ARM_COMPUTE_RETURN_ERROR_ON(src3->dimension(i) != dst->dimension(i)); |
| 59 | ARM_COMPUTE_RETURN_ERROR_ON(src4->dimension(i) != dst->dimension(i)); |
| 60 | } |
| 61 | ARM_COMPUTE_RETURN_ERROR_ON(src1->num_dimensions() > 4); |
| 62 | |
| 63 | return Status{}; |
| 64 | } |
| 65 | } // namespace |
| 66 | |
| 67 | ClWidthConcatenate4TensorsKernel::ClWidthConcatenate4TensorsKernel() |
| 68 | { |
Giorgio Arena | 4a95bba | 2021-06-28 11:00:27 +0100 | [diff] [blame] | 69 | _type = CLKernelType::ELEMENTWISE; |
Michele Di Giorgio | 7d61ff0 | 2021-01-18 21:15:59 +0000 | [diff] [blame] | 70 | } |
| 71 | |
| 72 | Status ClWidthConcatenate4TensorsKernel::validate(const ITensorInfo *src1, const ITensorInfo *src2, const ITensorInfo *src3, const ITensorInfo *src4, const ITensorInfo *dst) |
| 73 | { |
| 74 | ARM_COMPUTE_RETURN_ON_ERROR(validate_arguments(src1, src2, src3, src4, dst)); |
| 75 | return Status{}; |
| 76 | } |
| 77 | |
| 78 | void ClWidthConcatenate4TensorsKernel::configure(const CLCompileContext &compile_context, |
| 79 | ITensorInfo *src1, ITensorInfo *src2, |
| 80 | ITensorInfo *src3, ITensorInfo *src4, |
| 81 | ITensorInfo *dst) |
| 82 | { |
| 83 | ARM_COMPUTE_ERROR_ON_NULLPTR(src1, src2, src3, src4, dst); |
| 84 | ARM_COMPUTE_ERROR_THROW_ON(validate_arguments(src1, src2, src3, src4, dst)); |
| 85 | |
| 86 | auto padding_info = get_padding_info({ src1, src2, src3, src4, dst }); |
| 87 | const unsigned int min_dimension = std::min(std::min(src1->dimension(0), src2->dimension(0)), std::min(src3->dimension(0), src4->dimension(0))); |
| 88 | const unsigned int num_elems_processed_per_iteration = adjust_vec_size(8, min_dimension); |
| 89 | const unsigned int vec_size_leftover = dst->dimension(0) % num_elems_processed_per_iteration; |
| 90 | |
| 91 | // Add build options |
| 92 | CLBuildOptions build_opts; |
| 93 | build_opts.add_option("-DDATA_TYPE=" + get_cl_type_from_data_type(src1->data_type())); |
| 94 | build_opts.add_option("-DVEC_SIZE=" + support::cpp11::to_string(num_elems_processed_per_iteration)); |
| 95 | build_opts.add_option("-DVEC_SIZE_LEFTOVER=" + support::cpp11::to_string(vec_size_leftover)); |
| 96 | build_opts.add_option("-DDEPTH=" + support::cpp11::to_string(src1->dimension(2))); |
| 97 | build_opts.add_option("-DINPUT1_WIDTH=" + support::cpp11::to_string(src1->dimension(0))); |
| 98 | build_opts.add_option("-DINPUT2_WIDTH=" + support::cpp11::to_string(src2->dimension(0))); |
| 99 | build_opts.add_option("-DINPUT3_WIDTH=" + support::cpp11::to_string(src3->dimension(0))); |
| 100 | build_opts.add_option("-DINPUT4_WIDTH=" + support::cpp11::to_string(src4->dimension(0))); |
| 101 | build_opts.add_option("-DELEMENT_SIZE=" + support::cpp11::to_string(src1->element_size())); |
| 102 | build_opts.add_option("-DINPUT1_ROTATE_N=" + support::cpp11::to_string((src1->dimension(0) - vec_size_leftover) % num_elems_processed_per_iteration)); |
| 103 | build_opts.add_option("-DINPUT2_ROTATE_N=" + support::cpp11::to_string((src1->dimension(0) + src2->dimension(0) - vec_size_leftover) % num_elems_processed_per_iteration)); |
| 104 | build_opts.add_option("-DINPUT3_ROTATE_N=" + support::cpp11::to_string((src1->dimension(0) + src2->dimension(0) + src3->dimension(0) - vec_size_leftover) % num_elems_processed_per_iteration)); |
| 105 | |
| 106 | // If soources have different quantization info set quantization parameters needed for the re-quantization process |
| 107 | const bool have_different_qinfo = helpers::tensor_info::tensors_have_different_quantization_info(dst, src1, src2, src3, src4); |
| 108 | if(is_data_type_quantized_asymmetric(src1->data_type()) && have_different_qinfo) |
| 109 | { |
| 110 | const UniformQuantizationInfo iq1_info = src1->quantization_info().uniform(); |
| 111 | const UniformQuantizationInfo iq2_info = src2->quantization_info().uniform(); |
| 112 | const UniformQuantizationInfo iq3_info = src3->quantization_info().uniform(); |
| 113 | const UniformQuantizationInfo iq4_info = src4->quantization_info().uniform(); |
| 114 | const UniformQuantizationInfo oq_info = dst->quantization_info().uniform(); |
| 115 | |
| 116 | build_opts.add_option("-DOFFSET_IN1=" + float_to_string_with_full_precision(iq1_info.offset)); |
| 117 | build_opts.add_option("-DSCALE_IN1=" + float_to_string_with_full_precision(iq1_info.scale)); |
| 118 | build_opts.add_option("-DOFFSET_IN2=" + float_to_string_with_full_precision(iq2_info.offset)); |
| 119 | build_opts.add_option("-DSCALE_IN2=" + float_to_string_with_full_precision(iq2_info.scale)); |
| 120 | build_opts.add_option("-DOFFSET_IN3=" + float_to_string_with_full_precision(iq3_info.offset)); |
| 121 | build_opts.add_option("-DSCALE_IN3=" + float_to_string_with_full_precision(iq3_info.scale)); |
| 122 | build_opts.add_option("-DOFFSET_IN4=" + float_to_string_with_full_precision(iq4_info.offset)); |
| 123 | build_opts.add_option("-DSCALE_IN4=" + float_to_string_with_full_precision(iq4_info.scale)); |
| 124 | build_opts.add_option("-DOFFSET_OUT=" + float_to_string_with_full_precision(oq_info.offset)); |
| 125 | build_opts.add_option("-DSCALE_OUT=" + float_to_string_with_full_precision(oq_info.scale)); |
| 126 | } |
| 127 | |
| 128 | // Create kernel |
| 129 | _kernel = create_kernel(compile_context, "concatenate_width_x4", build_opts.options()); |
| 130 | |
| 131 | // Configure kernel window |
| 132 | Window win = calculate_max_window(*dst, Steps(num_elems_processed_per_iteration)); |
| 133 | ICLKernel::configure_internal(win.collapse(win, Window::DimZ)); |
| 134 | |
Michele Di Giorgio | 7d61ff0 | 2021-01-18 21:15:59 +0000 | [diff] [blame] | 135 | ARM_COMPUTE_ERROR_ON(has_padding_changed(padding_info)); |
| 136 | |
| 137 | // Set config_id for enabling LWS tuning |
| 138 | _config_id = "concatenate_width_x4_"; |
| 139 | _config_id += lower_string(string_from_data_type(src1->data_type())); |
| 140 | _config_id += "_"; |
| 141 | _config_id += support::cpp11::to_string(src1->dimension(0)); |
| 142 | _config_id += "_"; |
| 143 | _config_id += support::cpp11::to_string(src1->dimension(1)); |
| 144 | _config_id += "_"; |
| 145 | _config_id += support::cpp11::to_string(src2->dimension(0)); |
| 146 | _config_id += "_"; |
| 147 | _config_id += support::cpp11::to_string(src2->dimension(1)); |
| 148 | _config_id += "_"; |
| 149 | _config_id += support::cpp11::to_string(src3->dimension(0)); |
| 150 | _config_id += "_"; |
| 151 | _config_id += support::cpp11::to_string(src3->dimension(1)); |
| 152 | _config_id += "_"; |
| 153 | _config_id += support::cpp11::to_string(src4->dimension(0)); |
| 154 | _config_id += "_"; |
| 155 | _config_id += support::cpp11::to_string(src4->dimension(1)); |
| 156 | } |
| 157 | |
| 158 | void ClWidthConcatenate4TensorsKernel::run_op(ITensorPack &tensors, const Window &window, ::cl::CommandQueue &queue) |
| 159 | { |
| 160 | ARM_COMPUTE_ERROR_ON_UNCONFIGURED_KERNEL(this); |
| 161 | ARM_COMPUTE_ERROR_ON_INVALID_SUBWINDOW(ICLKernel::window(), window); |
| 162 | |
| 163 | const auto src0 = utils::cast::polymorphic_downcast<const ICLTensor *>(tensors.get_const_tensor(TensorType::ACL_SRC_VEC)); |
| 164 | const auto src1 = utils::cast::polymorphic_downcast<const ICLTensor *>(tensors.get_const_tensor(TensorType::ACL_SRC_VEC + 1)); |
| 165 | const auto src2 = utils::cast::polymorphic_downcast<const ICLTensor *>(tensors.get_const_tensor(TensorType::ACL_SRC_VEC + 2)); |
| 166 | const auto src3 = utils::cast::polymorphic_downcast<const ICLTensor *>(tensors.get_const_tensor(TensorType::ACL_SRC_VEC + 3)); |
| 167 | auto dst = utils::cast::polymorphic_downcast<ICLTensor *>(tensors.get_tensor(TensorType::ACL_DST)); |
| 168 | |
| 169 | Window slice = window.first_slice_window_4D(); |
| 170 | |
| 171 | do |
| 172 | { |
| 173 | unsigned int idx = 0; |
| 174 | add_4D_tensor_argument(idx, src0, slice); |
| 175 | add_4D_tensor_argument(idx, src1, slice); |
| 176 | add_4D_tensor_argument(idx, src2, slice); |
| 177 | add_4D_tensor_argument(idx, src3, slice); |
| 178 | add_4D_tensor_argument(idx, dst, slice); |
| 179 | enqueue(queue, *this, window, lws_hint()); |
| 180 | } |
| 181 | while(window.slide_window_slice_4D(slice)); |
| 182 | } |
| 183 | } // namespace kernels |
| 184 | } // namespace opencl |
| 185 | } // namespace arm_compute |