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 | */ |
| 24 | #include "arm_compute/core/CL/kernels/CLGEMMMatrixAccumulateBiasesKernel.h" |
| 25 | |
| 26 | #include "arm_compute/core/AccessWindowStatic.h" |
| 27 | #include "arm_compute/core/CL/CLHelpers.h" |
| 28 | #include "arm_compute/core/CL/CLKernelLibrary.h" |
Vidhya Sudhan Loganathan | f1f4906 | 2018-05-25 13:21:26 +0100 | [diff] [blame] | 29 | #include "arm_compute/core/CL/CLValidate.h" |
Anthony Barbier | 6ff3b19 | 2017-09-04 18:44:23 +0100 | [diff] [blame] | 30 | #include "arm_compute/core/CL/ICLTensor.h" |
| 31 | #include "arm_compute/core/CL/OpenCL.h" |
| 32 | #include "arm_compute/core/Error.h" |
| 33 | #include "arm_compute/core/Helpers.h" |
| 34 | #include "arm_compute/core/Types.h" |
| 35 | #include "arm_compute/core/Utils.h" |
Matthew Bentham | 758b5ba | 2020-03-05 23:37:48 +0000 | [diff] [blame] | 36 | #include "support/StringSupport.h" |
Anthony Barbier | 6ff3b19 | 2017-09-04 18:44:23 +0100 | [diff] [blame] | 37 | |
| 38 | using namespace arm_compute; |
| 39 | |
Georgios Pinitas | 358ca20 | 2017-12-07 16:47:52 +0000 | [diff] [blame] | 40 | namespace |
| 41 | { |
| 42 | Status validate_arguments(const ITensorInfo *accum, const ITensorInfo *biases) |
| 43 | { |
Vidhya Sudhan Loganathan | f1f4906 | 2018-05-25 13:21:26 +0100 | [diff] [blame] | 44 | ARM_COMPUTE_RETURN_ERROR_ON_F16_UNSUPPORTED(accum); |
Vidhya Sudhan Loganathan | 7485d5a | 2018-07-04 09:34:00 +0100 | [diff] [blame] | 45 | ARM_COMPUTE_RETURN_ERROR_ON_DATA_TYPE_CHANNEL_NOT_IN(accum, 1, DataType::F16, DataType::F32); |
Georgios Pinitas | 358ca20 | 2017-12-07 16:47:52 +0000 | [diff] [blame] | 46 | ARM_COMPUTE_RETURN_ERROR_ON_MISMATCHING_DATA_TYPES(biases, accum); |
Georgios Pinitas | 358ca20 | 2017-12-07 16:47:52 +0000 | [diff] [blame] | 47 | ARM_COMPUTE_RETURN_ERROR_ON(biases->num_dimensions() != 1); |
| 48 | |
| 49 | return Status{}; |
| 50 | } |
| 51 | |
| 52 | std::pair<Status, Window> validate_and_configure_window(ITensorInfo *accum, ITensorInfo *biases, GPUTarget gpu_target, |
| 53 | unsigned int &num_elems_processed_per_iteration) |
| 54 | { |
| 55 | // Select the vector size to use (8 for Bifrost; 16 for Midgard). |
Georgios Pinitas | a34286e | 2018-09-04 12:18:50 +0100 | [diff] [blame] | 56 | bool is_gpu_bifrost = gpu_target_is_in(gpu_target, |
| 57 | GPUTarget::G71, GPUTarget::G72, GPUTarget::G76, |
| 58 | GPUTarget::G51, GPUTarget::G51BIG, GPUTarget::G51LIT, |
| 59 | GPUTarget::G52, GPUTarget::G52LIT); |
| 60 | num_elems_processed_per_iteration = is_gpu_bifrost ? 8 : 16; |
Georgios Pinitas | 358ca20 | 2017-12-07 16:47:52 +0000 | [diff] [blame] | 61 | |
| 62 | // Configure kernel window |
| 63 | Window win = calculate_max_window(*accum, Steps(num_elems_processed_per_iteration)); |
| 64 | |
| 65 | AccessWindowStatic biases_access(biases, 0, 0, ceil_to_multiple(biases->dimension(0), num_elems_processed_per_iteration), biases->dimension(1)); |
| 66 | AccessWindowHorizontal accum_access(accum, 0, num_elems_processed_per_iteration); |
| 67 | |
| 68 | bool window_changed = update_window_and_padding(win, biases_access, accum_access); |
| 69 | |
| 70 | Status err = (window_changed) ? ARM_COMPUTE_CREATE_ERROR(ErrorCode::RUNTIME_ERROR, "Insufficient Padding!") : Status{}; |
| 71 | return std::make_pair(err, win); |
| 72 | } |
| 73 | } // namespace |
| 74 | |
Anthony Barbier | 6ff3b19 | 2017-09-04 18:44:23 +0100 | [diff] [blame] | 75 | CLGEMMMatrixAccumulateBiasesKernel::CLGEMMMatrixAccumulateBiasesKernel() |
| 76 | : _accum(nullptr), _biases(nullptr) |
| 77 | { |
| 78 | } |
| 79 | |
| 80 | void CLGEMMMatrixAccumulateBiasesKernel::configure(ICLTensor *accum, const ICLTensor *biases) |
| 81 | { |
Manuel Bottini | 4c6bd51 | 2020-04-08 10:15:51 +0100 | [diff] [blame] | 82 | configure(CLKernelLibrary::get().get_compile_context(), accum, biases); |
| 83 | } |
| 84 | |
Manuel Bottini | 679fc96 | 2020-04-21 16:08:53 +0100 | [diff] [blame] | 85 | void CLGEMMMatrixAccumulateBiasesKernel::configure(const CLCompileContext &compile_context, ICLTensor *accum, const ICLTensor *biases) |
Manuel Bottini | 4c6bd51 | 2020-04-08 10:15:51 +0100 | [diff] [blame] | 86 | { |
Georgios Pinitas | 358ca20 | 2017-12-07 16:47:52 +0000 | [diff] [blame] | 87 | // Perform validate step |
| 88 | ARM_COMPUTE_ERROR_ON_NULLPTR(accum, biases); |
| 89 | ARM_COMPUTE_ERROR_THROW_ON(validate_arguments(accum->info(), biases->info())); |
Anthony Barbier | 6ff3b19 | 2017-09-04 18:44:23 +0100 | [diff] [blame] | 90 | |
| 91 | _biases = biases; |
| 92 | _accum = accum; |
| 93 | |
Michalis Spyrou | a967611 | 2018-02-22 18:07:43 +0000 | [diff] [blame] | 94 | // Get the target gpu |
| 95 | GPUTarget gpu_target = get_target(); |
Georgios Pinitas | 358ca20 | 2017-12-07 16:47:52 +0000 | [diff] [blame] | 96 | unsigned int vector_size = 0; |
| 97 | |
| 98 | // Configure kernel window |
Michalis Spyrou | a967611 | 2018-02-22 18:07:43 +0000 | [diff] [blame] | 99 | auto win_config = validate_and_configure_window(accum->info(), biases->info(), gpu_target, vector_size); |
Georgios Pinitas | 358ca20 | 2017-12-07 16:47:52 +0000 | [diff] [blame] | 100 | ARM_COMPUTE_ERROR_THROW_ON(win_config.first); |
Anthony Barbier | b6eb353 | 2018-08-08 13:20:04 +0100 | [diff] [blame] | 101 | ICLKernel::configure_internal(win_config.second); |
Anton Lokhmotov | 3e80c7f | 2017-11-20 11:02:10 +0000 | [diff] [blame] | 102 | |
| 103 | // Add build options |
| 104 | CLBuildOptions build_opts; |
| 105 | build_opts.add_option("-DDATA_TYPE=" + get_cl_type_from_data_type(accum->info()->data_type())); |
| 106 | build_opts.add_option("-DVECTOR_SIZE=" + support::cpp11::to_string(vector_size)); |
Gian Marco Iodice | 578ab61 | 2017-06-23 09:34:33 +0100 | [diff] [blame] | 107 | |
Anthony Barbier | 6ff3b19 | 2017-09-04 18:44:23 +0100 | [diff] [blame] | 108 | // Create kernel |
Manuel Bottini | 4c6bd51 | 2020-04-08 10:15:51 +0100 | [diff] [blame] | 109 | _kernel = create_kernel(compile_context, "gemm_accumulate_biases", build_opts.options()); |
Georgios Pinitas | 358ca20 | 2017-12-07 16:47:52 +0000 | [diff] [blame] | 110 | } |
Anthony Barbier | 6ff3b19 | 2017-09-04 18:44:23 +0100 | [diff] [blame] | 111 | |
Georgios Pinitas | 358ca20 | 2017-12-07 16:47:52 +0000 | [diff] [blame] | 112 | Status CLGEMMMatrixAccumulateBiasesKernel::validate(const ITensorInfo *accum, const ITensorInfo *biases, GPUTarget gpu_target) |
| 113 | { |
| 114 | unsigned int num_elems_processed_per_iteration = 0; |
| 115 | ARM_COMPUTE_RETURN_ON_ERROR(validate_arguments(accum, biases)); |
| 116 | ARM_COMPUTE_RETURN_ON_ERROR(validate_and_configure_window(accum->clone().get(), biases->clone().get(), gpu_target, num_elems_processed_per_iteration).first); |
Anthony Barbier | 6ff3b19 | 2017-09-04 18:44:23 +0100 | [diff] [blame] | 117 | |
Georgios Pinitas | 358ca20 | 2017-12-07 16:47:52 +0000 | [diff] [blame] | 118 | return Status{}; |
Anthony Barbier | 6ff3b19 | 2017-09-04 18:44:23 +0100 | [diff] [blame] | 119 | } |
| 120 | |
| 121 | void CLGEMMMatrixAccumulateBiasesKernel::run(const Window &window, cl::CommandQueue &queue) |
| 122 | { |
| 123 | ARM_COMPUTE_ERROR_ON_UNCONFIGURED_KERNEL(this); |
| 124 | ARM_COMPUTE_ERROR_ON_MISMATCHING_WINDOWS(ICLKernel::window(), window); |
| 125 | |
| 126 | Window accum_slice = window.first_slice_window_2D(); |
| 127 | |
| 128 | Window biases_slice(accum_slice); |
| 129 | biases_slice.set(Window::DimY, Window::Dimension(0, 1, 1)); |
| 130 | |
| 131 | // Run kernel |
| 132 | do |
| 133 | { |
| 134 | // Set arguments |
| 135 | unsigned int idx = 0; |
| 136 | add_2D_tensor_argument(idx, _accum, accum_slice); |
| 137 | add_1D_tensor_argument(idx, _biases, biases_slice); |
| 138 | |
Anthony Barbier | b6eb353 | 2018-08-08 13:20:04 +0100 | [diff] [blame] | 139 | enqueue(queue, *this, accum_slice, lws_hint()); |
Anthony Barbier | 6ff3b19 | 2017-09-04 18:44:23 +0100 | [diff] [blame] | 140 | } |
| 141 | while(window.slide_window_slice_2D(accum_slice)); |
| 142 | } |