SiCong Li | 3e36369 | 2017-07-04 15:02:10 +0100 | [diff] [blame] | 1 | /* |
Michele Di Giorgio | d9eaf61 | 2020-07-08 11:12:57 +0100 | [diff] [blame] | 2 | * Copyright (c) 2017-2020 Arm Limited. |
SiCong Li | 3e36369 | 2017-07-04 15:02:10 +0100 | [diff] [blame] | 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 | */ |
| 24 | #include "arm_compute/core/CL/kernels/CLROIPoolingLayerKernel.h" |
| 25 | |
SiCong Li | 3e36369 | 2017-07-04 15:02:10 +0100 | [diff] [blame] | 26 | #include "arm_compute/core/CL/CLHelpers.h" |
| 27 | #include "arm_compute/core/CL/CLKernelLibrary.h" |
| 28 | #include "arm_compute/core/CL/ICLArray.h" |
| 29 | #include "arm_compute/core/CL/ICLTensor.h" |
| 30 | #include "arm_compute/core/CL/OpenCL.h" |
| 31 | #include "arm_compute/core/Helpers.h" |
| 32 | #include "arm_compute/core/TensorInfo.h" |
| 33 | #include "arm_compute/core/Utils.h" |
Sang-Hoon Park | 68dd25f | 2020-10-19 16:00:11 +0100 | [diff] [blame] | 34 | #include "src/core/AccessWindowStatic.h" |
| 35 | #include "src/core/CL/CLValidate.h" |
| 36 | #include "src/core/helpers/AutoConfiguration.h" |
| 37 | #include "src/core/helpers/WindowHelpers.h" |
Matthew Bentham | 758b5ba | 2020-03-05 23:37:48 +0000 | [diff] [blame] | 38 | #include "support/StringSupport.h" |
SiCong Li | 3e36369 | 2017-07-04 15:02:10 +0100 | [diff] [blame] | 39 | |
| 40 | #include <cmath> |
| 41 | #include <set> |
| 42 | #include <string> |
| 43 | |
Manuel Bottini | cc5171b | 2019-01-09 17:04:39 +0000 | [diff] [blame] | 44 | namespace arm_compute |
| 45 | { |
| 46 | namespace |
| 47 | { |
| 48 | std::pair<Status, Window> validate_and_configure_window(ITensorInfo *input, ITensorInfo *rois, ITensorInfo *output, const ROIPoolingLayerInfo &pool_info) |
| 49 | { |
| 50 | ARM_COMPUTE_ERROR_ON_NULLPTR(input, output); |
| 51 | |
| 52 | // Output auto initialization if not yet initialized |
| 53 | TensorShape output_shape(pool_info.pooled_width(), pool_info.pooled_height(), input->dimension(2), rois->dimension(1)); |
| 54 | auto_init_if_empty((*output), output_shape, 1, input->data_type()); |
| 55 | |
| 56 | // Configure kernel window |
Michele Di Giorgio | 4646d2e | 2019-06-19 12:28:47 +0100 | [diff] [blame] | 57 | constexpr unsigned int num_elems_processed_per_iteration = 1; |
| 58 | Window win = calculate_max_window(*output, Steps(num_elems_processed_per_iteration)); |
Manuel Bottini | cc5171b | 2019-01-09 17:04:39 +0000 | [diff] [blame] | 59 | |
| 60 | AccessWindowHorizontal output_access(output, 0, num_elems_processed_per_iteration); |
| 61 | AccessWindowHorizontal input_access(input, input->valid_region().start(0), num_elems_processed_per_iteration); |
| 62 | |
| 63 | bool window_changed = update_window_and_padding(win, input_access, output_access); |
| 64 | output_access.set_valid_region(win, ValidRegion(Coordinates(), output->tensor_shape())); |
| 65 | Status err = (window_changed) ? ARM_COMPUTE_CREATE_ERROR(ErrorCode::RUNTIME_ERROR, "Insufficient Padding!") : Status{}; |
| 66 | return std::make_pair(err, win); |
| 67 | } |
| 68 | } // namespace |
SiCong Li | 3e36369 | 2017-07-04 15:02:10 +0100 | [diff] [blame] | 69 | |
| 70 | CLROIPoolingLayerKernel::CLROIPoolingLayerKernel() |
| 71 | : _input(nullptr), _rois(nullptr), _output(nullptr), _pool_info(0, 0, 0.f) |
| 72 | { |
| 73 | } |
| 74 | |
Manuel Bottini | cc5171b | 2019-01-09 17:04:39 +0000 | [diff] [blame] | 75 | void CLROIPoolingLayerKernel::configure(const ICLTensor *input, const ICLTensor *rois, ICLTensor *output, const ROIPoolingLayerInfo &pool_info) |
SiCong Li | 3e36369 | 2017-07-04 15:02:10 +0100 | [diff] [blame] | 76 | { |
Manuel Bottini | 4c6bd51 | 2020-04-08 10:15:51 +0100 | [diff] [blame] | 77 | configure(CLKernelLibrary::get().get_compile_context(), input, rois, output, pool_info); |
| 78 | } |
| 79 | |
Manuel Bottini | 2803f70 | 2020-04-21 16:20:03 +0100 | [diff] [blame] | 80 | void CLROIPoolingLayerKernel::configure(const CLCompileContext &compile_context, const ICLTensor *input, const ICLTensor *rois, ICLTensor *output, const ROIPoolingLayerInfo &pool_info) |
Manuel Bottini | 4c6bd51 | 2020-04-08 10:15:51 +0100 | [diff] [blame] | 81 | { |
SiCong Li | 3e36369 | 2017-07-04 15:02:10 +0100 | [diff] [blame] | 82 | ARM_COMPUTE_ERROR_ON_NULLPTR(input, rois, output); |
Manuel Bottini | cc5171b | 2019-01-09 17:04:39 +0000 | [diff] [blame] | 83 | |
| 84 | //Validate arguments |
| 85 | ARM_COMPUTE_ERROR_ON_NULLPTR(input->info(), rois->info(), output->info()); |
| 86 | ARM_COMPUTE_ERROR_ON_DATA_TYPE_CHANNEL_NOT_IN(rois, 1, DataType::U16); |
| 87 | ARM_COMPUTE_ERROR_ON(rois->info()->dimension(0) != 5); |
| 88 | ARM_COMPUTE_ERROR_ON(rois->info()->num_dimensions() > 2); |
Vidhya Sudhan Loganathan | f1f4906 | 2018-05-25 13:21:26 +0100 | [diff] [blame] | 89 | ARM_COMPUTE_ERROR_ON_F16_UNSUPPORTED(input); |
Manuel Bottini | cc5171b | 2019-01-09 17:04:39 +0000 | [diff] [blame] | 90 | ARM_COMPUTE_ERROR_ON_DATA_TYPE_CHANNEL_NOT_IN(input, 1, DataType::F32, DataType::F16); |
SiCong Li | 3e36369 | 2017-07-04 15:02:10 +0100 | [diff] [blame] | 91 | ARM_COMPUTE_ERROR_ON((pool_info.pooled_width() == 0) || (pool_info.pooled_height() == 0)); |
SiCong Li | 3e36369 | 2017-07-04 15:02:10 +0100 | [diff] [blame] | 92 | |
Manuel Bottini | cc5171b | 2019-01-09 17:04:39 +0000 | [diff] [blame] | 93 | if(output->info()->total_size() != 0) |
| 94 | { |
| 95 | ARM_COMPUTE_ERROR_ON_MISMATCHING_DATA_TYPES(input, output); |
| 96 | ARM_COMPUTE_ERROR_ON((output->info()->dimension(0) != pool_info.pooled_width()) || (output->info()->dimension(1) != pool_info.pooled_height())); |
| 97 | ARM_COMPUTE_ERROR_ON(input->info()->dimension(2) != output->info()->dimension(2)); |
| 98 | ARM_COMPUTE_ERROR_ON(rois->info()->dimension(1) != output->info()->dimension(3)); |
| 99 | } |
SiCong Li | 3e36369 | 2017-07-04 15:02:10 +0100 | [diff] [blame] | 100 | |
Manuel Bottini | cc5171b | 2019-01-09 17:04:39 +0000 | [diff] [blame] | 101 | // Configure kernel window |
| 102 | auto win_config = validate_and_configure_window(input->info(), rois->info(), output->info(), pool_info); |
| 103 | ARM_COMPUTE_ERROR_THROW_ON(win_config.first); |
SiCong Li | 3e36369 | 2017-07-04 15:02:10 +0100 | [diff] [blame] | 104 | |
| 105 | // Set instance variables |
| 106 | _input = input; |
| 107 | _rois = rois; |
| 108 | _output = output; |
| 109 | _pool_info = pool_info; |
| 110 | |
| 111 | // Set build options |
| 112 | std::set<std::string> build_opts; |
| 113 | build_opts.emplace(("-DDATA_TYPE=" + get_cl_type_from_data_type(input->info()->data_type()))); |
| 114 | build_opts.emplace(("-DDATA_SIZE=" + get_data_size_from_data_type(input->info()->data_type()))); |
| 115 | build_opts.emplace(("-DMAX_DIM_X=" + support::cpp11::to_string(_input->info()->dimension(Window::DimX)))); |
| 116 | build_opts.emplace(("-DMAX_DIM_Y=" + support::cpp11::to_string(_input->info()->dimension(Window::DimY)))); |
| 117 | build_opts.emplace(("-DMAX_DIM_Z=" + support::cpp11::to_string(_input->info()->dimension(Window::DimZ)))); |
| 118 | build_opts.emplace(("-DPOOLED_DIM_X=" + support::cpp11::to_string(pool_info.pooled_width()))); |
| 119 | build_opts.emplace(("-DPOOLED_DIM_Y=" + support::cpp11::to_string(pool_info.pooled_height()))); |
| 120 | build_opts.emplace(("-DSPATIAL_SCALE=" + support::cpp11::to_string(pool_info.spatial_scale()))); |
| 121 | |
| 122 | // Create kernel |
| 123 | std::string kernel_name = "roi_pooling_layer"; |
Manuel Bottini | 4c6bd51 | 2020-04-08 10:15:51 +0100 | [diff] [blame] | 124 | _kernel = create_kernel(compile_context, kernel_name, build_opts); |
SiCong Li | 3e36369 | 2017-07-04 15:02:10 +0100 | [diff] [blame] | 125 | |
| 126 | // Set static kernel arguments |
| 127 | unsigned int idx = 2 * num_arguments_per_3D_tensor() + num_arguments_per_1D_array(); |
| 128 | add_argument<cl_uint>(idx, _input->info()->strides_in_bytes()[3]); |
| 129 | add_argument<cl_uint>(idx, _output->info()->strides_in_bytes()[3]); |
| 130 | |
Manuel Bottini | cc5171b | 2019-01-09 17:04:39 +0000 | [diff] [blame] | 131 | ICLKernel::configure_internal(win_config.second); |
SiCong Li | 3e36369 | 2017-07-04 15:02:10 +0100 | [diff] [blame] | 132 | } |
| 133 | |
| 134 | void CLROIPoolingLayerKernel::run(const Window &window, cl::CommandQueue &queue) |
| 135 | { |
| 136 | ARM_COMPUTE_ERROR_ON_UNCONFIGURED_KERNEL(this); |
| 137 | ARM_COMPUTE_ERROR_ON_INVALID_SUBWINDOW(IKernel::window(), window); |
| 138 | |
Manuel Bottini | cc5171b | 2019-01-09 17:04:39 +0000 | [diff] [blame] | 139 | Window slice = window.first_slice_window_3D(); |
| 140 | Window slice_rois = slice; |
| 141 | // Parallelize spatially and across the fourth dimension of the output tensor (also across ROITensor) |
| 142 | slice_rois.set_dimension_step(Window::DimX, _rois->info()->dimension(0)); |
SiCong Li | 3e36369 | 2017-07-04 15:02:10 +0100 | [diff] [blame] | 143 | slice.set(Window::DimZ, window[3]); |
| 144 | |
| 145 | // Set arguments |
| 146 | unsigned int idx = 0; |
| 147 | add_3D_tensor_argument(idx, _input, slice); |
Manuel Bottini | cc5171b | 2019-01-09 17:04:39 +0000 | [diff] [blame] | 148 | add_2D_tensor_argument(idx, _rois, slice_rois); |
SiCong Li | 3e36369 | 2017-07-04 15:02:10 +0100 | [diff] [blame] | 149 | add_3D_tensor_argument(idx, _output, slice); |
Manuel Bottini | cc5171b | 2019-01-09 17:04:39 +0000 | [diff] [blame] | 150 | add_argument<cl_uint>(idx, _input->info()->strides_in_bytes()[3]); |
| 151 | add_argument<cl_uint>(idx, _output->info()->strides_in_bytes()[3]); |
| 152 | |
Georgios Pinitas | 275f99c | 2019-08-23 12:44:11 +0100 | [diff] [blame] | 153 | enqueue(queue, *this, slice, lws_hint()); |
SiCong Li | 3e36369 | 2017-07-04 15:02:10 +0100 | [diff] [blame] | 154 | } |
Michele Di Giorgio | 4646d2e | 2019-06-19 12:28:47 +0100 | [diff] [blame] | 155 | } // namespace arm_compute |