Anthony Barbier | 6ff3b19 | 2017-09-04 18:44:23 +0100 | [diff] [blame] | 1 | /* |
Michele Di Giorgio | d9eaf61 | 2020-07-08 11:12:57 +0100 | [diff] [blame] | 2 | * Copyright (c) 2017-2020 Arm Limited. |
Anthony Barbier | 6ff3b19 | 2017-09-04 18:44:23 +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 | */ |
Giorgio Arena | 04a8f8c | 2017-11-23 11:45:24 +0000 | [diff] [blame] | 24 | #include "arm_compute/core/CL/kernels/CLDepthConcatenateLayerKernel.h" |
Anthony Barbier | 6ff3b19 | 2017-09-04 18:44:23 +0100 | [diff] [blame] | 25 | |
| 26 | #include "arm_compute/core/CL/CLHelpers.h" |
| 27 | #include "arm_compute/core/CL/CLKernelLibrary.h" |
Vidhya Sudhan Loganathan | f1f4906 | 2018-05-25 13:21:26 +0100 | [diff] [blame] | 28 | #include "arm_compute/core/CL/CLValidate.h" |
Anthony Barbier | 6ff3b19 | 2017-09-04 18:44:23 +0100 | [diff] [blame] | 29 | #include "arm_compute/core/CL/ICLTensor.h" |
Anthony Barbier | 6ff3b19 | 2017-09-04 18:44:23 +0100 | [diff] [blame] | 30 | #include "arm_compute/core/Helpers.h" |
Anthony Barbier | 6ff3b19 | 2017-09-04 18:44:23 +0100 | [diff] [blame] | 31 | #include "arm_compute/core/TensorInfo.h" |
| 32 | #include "arm_compute/core/Utils.h" |
Anthony Barbier | 6ff3b19 | 2017-09-04 18:44:23 +0100 | [diff] [blame] | 33 | #include "arm_compute/core/Window.h" |
| 34 | |
Matthew Bentham | 758b5ba | 2020-03-05 23:37:48 +0000 | [diff] [blame] | 35 | #include "support/StringSupport.h" |
Georgios Pinitas | ac4e873 | 2017-07-05 17:02:25 +0100 | [diff] [blame] | 36 | |
Michele Di Giorgio | f6f7876 | 2020-07-06 11:27:21 +0100 | [diff] [blame^] | 37 | namespace arm_compute |
| 38 | { |
Georgios Pinitas | e29acf1 | 2018-07-16 14:40:09 +0100 | [diff] [blame] | 39 | namespace |
| 40 | { |
| 41 | std::pair<Status, Window> validate_and_configure_window(ITensorInfo *input, unsigned int depth_offset, ITensorInfo *output) |
| 42 | { |
| 43 | ARM_COMPUTE_UNUSED(depth_offset); |
| 44 | |
Georgios Pinitas | e29acf1 | 2018-07-16 14:40:09 +0100 | [diff] [blame] | 45 | const unsigned int num_elems_processed_per_iteration = 16 / input->element_size(); |
Georgios Pinitas | e29acf1 | 2018-07-16 14:40:09 +0100 | [diff] [blame] | 46 | |
| 47 | // The window needs to be based on input as we copy all the depths of input |
| 48 | Window win = calculate_max_window(*output, Steps(num_elems_processed_per_iteration)); |
| 49 | win.set(Window::DimZ, Window::Dimension(0, input->tensor_shape().z(), 1)); |
| 50 | |
Michalis Spyrou | a9c4472 | 2019-04-05 17:18:36 +0100 | [diff] [blame] | 51 | AccessWindowHorizontal input_access(input, 0, num_elems_processed_per_iteration); |
Georgios Pinitas | e29acf1 | 2018-07-16 14:40:09 +0100 | [diff] [blame] | 52 | AccessWindowHorizontal output_access(output, 0, num_elems_processed_per_iteration); |
| 53 | bool window_changed = update_window_and_padding(win, input_access, output_access); |
| 54 | output_access.set_valid_region(win, ValidRegion(Coordinates(), output->tensor_shape())); |
| 55 | |
| 56 | Status err = (window_changed) ? ARM_COMPUTE_CREATE_ERROR(ErrorCode::RUNTIME_ERROR, "Insufficient Padding!") : Status{}; |
| 57 | return std::make_pair(err, win); |
| 58 | } |
| 59 | Status validate_arguments(const ITensorInfo *input, unsigned int depth_offset, const ITensorInfo *output) |
| 60 | { |
| 61 | ARM_COMPUTE_RETURN_ERROR_ON_NULLPTR(input, output); |
| 62 | ARM_COMPUTE_RETURN_ERROR_ON_F16_UNSUPPORTED(input); |
Manuel Bottini | 8481d83 | 2019-12-10 15:28:40 +0000 | [diff] [blame] | 63 | ARM_COMPUTE_RETURN_ERROR_ON_DATA_TYPE_CHANNEL_NOT_IN(input, 1, DataType::QASYMM8, DataType::QASYMM8_SIGNED, DataType::F16, DataType::F32); |
Georgios Pinitas | e29acf1 | 2018-07-16 14:40:09 +0100 | [diff] [blame] | 64 | ARM_COMPUTE_RETURN_ERROR_ON_MISMATCHING_DATA_TYPES(input, output); |
| 65 | |
Michalis Spyrou | a9c4472 | 2019-04-05 17:18:36 +0100 | [diff] [blame] | 66 | ARM_COMPUTE_RETURN_ERROR_ON(input->dimension(Window::DimX) != output->dimension(Window::DimX)); |
| 67 | ARM_COMPUTE_RETURN_ERROR_ON(input->dimension(Window::DimY) != output->dimension(Window::DimY)); |
Georgios Pinitas | e29acf1 | 2018-07-16 14:40:09 +0100 | [diff] [blame] | 68 | ARM_COMPUTE_RETURN_ERROR_ON(input->dimension(2) + depth_offset > output->dimension(2)); |
Georgios Pinitas | e29acf1 | 2018-07-16 14:40:09 +0100 | [diff] [blame] | 69 | ARM_COMPUTE_RETURN_ERROR_ON_MISMATCHING_SHAPES(3, input, output); |
| 70 | |
Georgios Pinitas | e29acf1 | 2018-07-16 14:40:09 +0100 | [diff] [blame] | 71 | return Status{}; |
| 72 | } |
| 73 | } // namespace |
| 74 | |
Giorgio Arena | 04a8f8c | 2017-11-23 11:45:24 +0000 | [diff] [blame] | 75 | CLDepthConcatenateLayerKernel::CLDepthConcatenateLayerKernel() |
Michalis Spyrou | a9c4472 | 2019-04-05 17:18:36 +0100 | [diff] [blame] | 76 | : _input(nullptr), _output(nullptr), _depth_offset(0) |
Anthony Barbier | 6ff3b19 | 2017-09-04 18:44:23 +0100 | [diff] [blame] | 77 | { |
| 78 | } |
| 79 | |
Giorgio Arena | 04a8f8c | 2017-11-23 11:45:24 +0000 | [diff] [blame] | 80 | void CLDepthConcatenateLayerKernel::configure(const ICLTensor *input, unsigned int depth_offset, ICLTensor *output) |
Anthony Barbier | 6ff3b19 | 2017-09-04 18:44:23 +0100 | [diff] [blame] | 81 | { |
Manuel Bottini | 4c6bd51 | 2020-04-08 10:15:51 +0100 | [diff] [blame] | 82 | configure(CLKernelLibrary::get().get_compile_context(), input, depth_offset, output); |
| 83 | } |
| 84 | |
Manuel Bottini | 256c0b9 | 2020-04-21 13:29:30 +0100 | [diff] [blame] | 85 | void CLDepthConcatenateLayerKernel::configure(const CLCompileContext &compile_context, const ICLTensor *input, unsigned int depth_offset, ICLTensor *output) |
Manuel Bottini | 4c6bd51 | 2020-04-08 10:15:51 +0100 | [diff] [blame] | 86 | { |
Georgios Pinitas | e29acf1 | 2018-07-16 14:40:09 +0100 | [diff] [blame] | 87 | ARM_COMPUTE_ERROR_ON_NULLPTR(input, output); |
| 88 | ARM_COMPUTE_ERROR_THROW_ON(validate_arguments(input->info(), depth_offset, output->info())); |
Anthony Barbier | 6ff3b19 | 2017-09-04 18:44:23 +0100 | [diff] [blame] | 89 | |
Gian Marco Iodice | 906443f | 2017-09-06 15:09:54 +0100 | [diff] [blame] | 90 | _input = input; |
| 91 | _output = output; |
| 92 | _depth_offset = depth_offset; |
Anthony Barbier | 6ff3b19 | 2017-09-04 18:44:23 +0100 | [diff] [blame] | 93 | |
Georgios Pinitas | e29acf1 | 2018-07-16 14:40:09 +0100 | [diff] [blame] | 94 | const unsigned int num_elems_processed_per_iteration = 16 / input->info()->element_size(); |
| 95 | |
Georgios Pinitas | ac4e873 | 2017-07-05 17:02:25 +0100 | [diff] [blame] | 96 | // Add build options |
Georgios Pinitas | e29acf1 | 2018-07-16 14:40:09 +0100 | [diff] [blame] | 97 | CLBuildOptions build_opts; |
Michele Di Giorgio | f6f7876 | 2020-07-06 11:27:21 +0100 | [diff] [blame^] | 98 | build_opts.add_option("-DDATA_TYPE=" + get_cl_type_from_data_type(input->info()->data_type())); |
Georgios Pinitas | e29acf1 | 2018-07-16 14:40:09 +0100 | [diff] [blame] | 99 | build_opts.add_option("-DVEC_SIZE=" + support::cpp11::to_string(num_elems_processed_per_iteration)); |
Pablo Tello | eb6c88a | 2019-02-07 15:53:19 +0000 | [diff] [blame] | 100 | if(is_data_type_quantized_asymmetric(input->info()->data_type()) && input->info()->quantization_info() != output->info()->quantization_info()) |
| 101 | { |
Georgios Pinitas | 4c5469b | 2019-05-21 13:32:43 +0100 | [diff] [blame] | 102 | const UniformQuantizationInfo iq_info = input->info()->quantization_info().uniform(); |
| 103 | const UniformQuantizationInfo oq_info = output->info()->quantization_info().uniform(); |
| 104 | |
| 105 | build_opts.add_option("-DOFFSET_IN1=" + float_to_string_with_full_precision(iq_info.offset)); |
| 106 | build_opts.add_option("-DOFFSET_OUT=" + float_to_string_with_full_precision(oq_info.offset)); |
| 107 | build_opts.add_option("-DSCALE_IN1=" + float_to_string_with_full_precision(iq_info.scale)); |
| 108 | build_opts.add_option("-DSCALE_OUT=" + float_to_string_with_full_precision(oq_info.scale)); |
Pablo Tello | eb6c88a | 2019-02-07 15:53:19 +0000 | [diff] [blame] | 109 | } |
Georgios Pinitas | ac4e873 | 2017-07-05 17:02:25 +0100 | [diff] [blame] | 110 | |
Anthony Barbier | 6ff3b19 | 2017-09-04 18:44:23 +0100 | [diff] [blame] | 111 | // Create kernel |
Manuel Bottini | 4c6bd51 | 2020-04-08 10:15:51 +0100 | [diff] [blame] | 112 | _kernel = create_kernel(compile_context, "concatenate", build_opts.options()); |
Anthony Barbier | 6ff3b19 | 2017-09-04 18:44:23 +0100 | [diff] [blame] | 113 | |
| 114 | // Configure kernel window |
Georgios Pinitas | e29acf1 | 2018-07-16 14:40:09 +0100 | [diff] [blame] | 115 | auto win_config = validate_and_configure_window(input->info(), depth_offset, output->info()); |
| 116 | ARM_COMPUTE_ERROR_THROW_ON(std::get<0>(win_config)); |
Anthony Barbier | 6ff3b19 | 2017-09-04 18:44:23 +0100 | [diff] [blame] | 117 | |
Anthony Barbier | b6eb353 | 2018-08-08 13:20:04 +0100 | [diff] [blame] | 118 | ICLKernel::configure_internal(std::get<1>(win_config)); |
Isabella Gottardi | f59b16f | 2019-07-25 12:03:39 +0100 | [diff] [blame] | 119 | |
| 120 | // Set output valid region |
| 121 | output->info()->set_valid_region(ValidRegion(Coordinates(), output->info()->tensor_shape())); |
Georgios Pinitas | e29acf1 | 2018-07-16 14:40:09 +0100 | [diff] [blame] | 122 | } |
Anthony Barbier | 6ff3b19 | 2017-09-04 18:44:23 +0100 | [diff] [blame] | 123 | |
Georgios Pinitas | e29acf1 | 2018-07-16 14:40:09 +0100 | [diff] [blame] | 124 | Status CLDepthConcatenateLayerKernel::validate(const arm_compute::ITensorInfo *input, |
| 125 | unsigned int depth_offset, |
| 126 | const arm_compute::ITensorInfo *output) |
| 127 | { |
| 128 | ARM_COMPUTE_RETURN_ON_ERROR(validate_arguments(input, depth_offset, output)); |
| 129 | ARM_COMPUTE_RETURN_ON_ERROR(validate_and_configure_window(input->clone().get(), depth_offset, output->clone().get()).first); |
| 130 | return Status{}; |
Gian Marco Iodice | 906443f | 2017-09-06 15:09:54 +0100 | [diff] [blame] | 131 | } |
| 132 | |
Giorgio Arena | 04a8f8c | 2017-11-23 11:45:24 +0000 | [diff] [blame] | 133 | void CLDepthConcatenateLayerKernel::run(const Window &window, cl::CommandQueue &queue) |
Gian Marco Iodice | 906443f | 2017-09-06 15:09:54 +0100 | [diff] [blame] | 134 | { |
| 135 | ARM_COMPUTE_ERROR_ON_UNCONFIGURED_KERNEL(this); |
| 136 | ARM_COMPUTE_ERROR_ON_INVALID_SUBWINDOW(ICLKernel::window(), window); |
| 137 | |
| 138 | Window slice = window.first_slice_window_3D(); |
| 139 | |
| 140 | const int offset_to_first_elements_in_bytes = _depth_offset * _output->info()->strides_in_bytes()[2]; |
| 141 | |
Michalis Spyrou | a9c4472 | 2019-04-05 17:18:36 +0100 | [diff] [blame] | 142 | unsigned int idx = 2 * num_arguments_per_3D_tensor(); // Skip the input and output parameters |
| 143 | _kernel.setArg<cl_int>(idx, offset_to_first_elements_in_bytes); |
Anthony Barbier | 6ff3b19 | 2017-09-04 18:44:23 +0100 | [diff] [blame] | 144 | |
Anthony Barbier | 6ff3b19 | 2017-09-04 18:44:23 +0100 | [diff] [blame] | 145 | do |
| 146 | { |
| 147 | unsigned int idx = 0; |
Georgios Pinitas | ac4e873 | 2017-07-05 17:02:25 +0100 | [diff] [blame] | 148 | add_3D_tensor_argument(idx, _input, slice); |
| 149 | add_3D_tensor_argument(idx, _output, slice); |
Georgios Pinitas | 275f99c | 2019-08-23 12:44:11 +0100 | [diff] [blame] | 150 | enqueue(queue, *this, slice, lws_hint()); |
Anthony Barbier | 6ff3b19 | 2017-09-04 18:44:23 +0100 | [diff] [blame] | 151 | } |
Georgios Pinitas | ac4e873 | 2017-07-05 17:02:25 +0100 | [diff] [blame] | 152 | while(window.slide_window_slice_3D(slice)); |
Anthony Barbier | 6ff3b19 | 2017-09-04 18:44:23 +0100 | [diff] [blame] | 153 | } |
Michele Di Giorgio | f6f7876 | 2020-07-06 11:27:21 +0100 | [diff] [blame^] | 154 | } // namespace arm_compute |