Giorgio Arena | 9fe4144 | 2017-08-23 16:36:24 +0100 | [diff] [blame] | 1 | /* |
Michele Di Giorgio | d9eaf61 | 2020-07-08 11:12:57 +0100 | [diff] [blame] | 2 | * Copyright (c) 2017-2020 Arm Limited. |
Giorgio Arena | 9fe4144 | 2017-08-23 16:36:24 +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/CLGEMMMatrixVectorMultiplyKernel.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" |
Giorgio Arena | 9fe4144 | 2017-08-23 16:36:24 +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" |
Matthew Bentham | 758b5ba | 2020-03-05 23:37:48 +0000 | [diff] [blame] | 35 | #include "support/StringSupport.h" |
Giorgio Arena | 9fe4144 | 2017-08-23 16:36:24 +0100 | [diff] [blame] | 36 | |
Michele Di Giorgio | 4646d2e | 2019-06-19 12:28:47 +0100 | [diff] [blame] | 37 | namespace arm_compute |
| 38 | { |
Giorgio Arena | ad0c738 | 2018-04-23 16:16:21 +0100 | [diff] [blame] | 39 | namespace |
| 40 | { |
Michele Di Giorgio | 4646d2e | 2019-06-19 12:28:47 +0100 | [diff] [blame] | 41 | constexpr unsigned int num_elems_read_per_iteration = 4; |
| 42 | constexpr unsigned int num_rows_read_per_iteration = 4; |
| 43 | |
Giorgio Arena | ad0c738 | 2018-04-23 16:16:21 +0100 | [diff] [blame] | 44 | Status validate_arguments(const ITensorInfo *input0, const ITensorInfo *input1, const ITensorInfo *output) |
| 45 | { |
Vidhya Sudhan Loganathan | f1f4906 | 2018-05-25 13:21:26 +0100 | [diff] [blame] | 46 | ARM_COMPUTE_RETURN_ERROR_ON_F16_UNSUPPORTED(input0); |
Michele Di Giorgio | f6f7876 | 2020-07-06 11:27:21 +0100 | [diff] [blame] | 47 | ARM_COMPUTE_RETURN_ERROR_ON_DATA_TYPE_CHANNEL_NOT_IN(input0, 1, DataType::QASYMM8, DataType::QASYMM8_SIGNED, DataType::F16, DataType::F32); |
Giorgio Arena | ad0c738 | 2018-04-23 16:16:21 +0100 | [diff] [blame] | 48 | ARM_COMPUTE_RETURN_ERROR_ON_MISMATCHING_DATA_TYPES(input0, input1); |
Giorgio Arena | ad0c738 | 2018-04-23 16:16:21 +0100 | [diff] [blame] | 49 | ARM_COMPUTE_RETURN_ERROR_ON(is_data_type_quantized_asymmetric(input0->data_type()) && (output->data_type() != DataType::S32)); |
| 50 | ARM_COMPUTE_RETURN_ERROR_ON(input0->dimension(2) != input1->dimension(1)); |
| 51 | |
| 52 | return Status{}; |
| 53 | } |
| 54 | |
| 55 | std::pair<Status, Window> validate_and_configure_window(ITensorInfo *input0, ITensorInfo *input1, ITensorInfo *output) |
| 56 | { |
Giorgio Arena | ad0c738 | 2018-04-23 16:16:21 +0100 | [diff] [blame] | 57 | const unsigned int border_x = ceil_to_multiple(input0->dimension(0), num_elems_read_per_iteration) - input0->dimension(0); |
| 58 | const unsigned int border_y = ceil_to_multiple(input0->dimension(1), num_rows_read_per_iteration) - input0->dimension(1); |
| 59 | |
| 60 | Window win = calculate_max_window(*input0, Steps(num_elems_read_per_iteration)); |
| 61 | |
| 62 | AccessWindowRectangle input0_access(input0, 0, 0, num_elems_read_per_iteration, num_rows_read_per_iteration); |
| 63 | AccessWindowHorizontal input1_access(input1, 0, num_elems_read_per_iteration); |
| 64 | AccessWindowStatic output_access(output, 0, 0, output->dimension(0) + border_x, output->dimension(1) + border_y); |
| 65 | |
| 66 | bool window_changed = update_window_and_padding(win, input0_access, input1_access, output_access); |
| 67 | |
| 68 | output->set_valid_region(ValidRegion(Coordinates(), output->tensor_shape())); |
| 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 | |
Giorgio Arena | 9fe4144 | 2017-08-23 16:36:24 +0100 | [diff] [blame] | 75 | CLGEMMMatrixVectorMultiplyKernel::CLGEMMMatrixVectorMultiplyKernel() |
| 76 | : _input0(nullptr), _input1(nullptr), _output(nullptr), _num_rows_read_per_iteration(0), _border_size(0) |
| 77 | { |
| 78 | } |
| 79 | BorderSize CLGEMMMatrixVectorMultiplyKernel::border_size() const |
| 80 | { |
| 81 | return _border_size; |
| 82 | } |
| 83 | |
| 84 | void CLGEMMMatrixVectorMultiplyKernel::configure(const ICLTensor *input0, const ICLTensor *input1, ICLTensor *output) |
| 85 | { |
Manuel Bottini | 4c6bd51 | 2020-04-08 10:15:51 +0100 | [diff] [blame] | 86 | configure(CLKernelLibrary::get().get_compile_context(), input0, input1, output); |
| 87 | } |
| 88 | |
Manuel Bottini | 679fc96 | 2020-04-21 16:08:53 +0100 | [diff] [blame] | 89 | void CLGEMMMatrixVectorMultiplyKernel::configure(const CLCompileContext &compile_context, const ICLTensor *input0, const ICLTensor *input1, ICLTensor *output) |
Manuel Bottini | 4c6bd51 | 2020-04-08 10:15:51 +0100 | [diff] [blame] | 90 | { |
Giorgio Arena | ad0c738 | 2018-04-23 16:16:21 +0100 | [diff] [blame] | 91 | ARM_COMPUTE_ERROR_ON_NULLPTR(input0, input1, output); |
| 92 | ARM_COMPUTE_ERROR_THROW_ON(validate_arguments(input0->info(), input1->info(), output->info())); |
Giorgio Arena | 9fe4144 | 2017-08-23 16:36:24 +0100 | [diff] [blame] | 93 | |
| 94 | _input0 = input0; |
| 95 | _input1 = input1; |
| 96 | _output = output; |
| 97 | |
Georgios Pinitas | de5a1cc | 2018-02-02 12:52:07 +0000 | [diff] [blame] | 98 | // Check if is a quantized operation |
Michele Di Giorgio | cbbed28 | 2019-12-20 13:26:08 +0000 | [diff] [blame] | 99 | const bool is_quantized = is_data_type_quantized_asymmetric(_input0->info()->data_type()); |
Georgios Pinitas | de5a1cc | 2018-02-02 12:52:07 +0000 | [diff] [blame] | 100 | |
Giorgio Arena | 9fe4144 | 2017-08-23 16:36:24 +0100 | [diff] [blame] | 101 | // Create kernel |
Georgios Pinitas | de5a1cc | 2018-02-02 12:52:07 +0000 | [diff] [blame] | 102 | CLBuildOptions build_opts; |
Michele Di Giorgio | cbbed28 | 2019-12-20 13:26:08 +0000 | [diff] [blame] | 103 | build_opts.add_option("-DDATA_TYPE=" + get_cl_type_from_data_type(input0->info()->data_type())); |
Georgios Pinitas | de5a1cc | 2018-02-02 12:52:07 +0000 | [diff] [blame] | 104 | build_opts.add_option("-DSRC_WIDTH=" + support::cpp11::to_string(input0->info()->dimension(0))); |
| 105 | build_opts.add_option("-DSRC_HEIGHT=" + support::cpp11::to_string(input0->info()->dimension(1))); |
Giorgio Arena | 9fe4144 | 2017-08-23 16:36:24 +0100 | [diff] [blame] | 106 | |
Georgios Pinitas | de5a1cc | 2018-02-02 12:52:07 +0000 | [diff] [blame] | 107 | std::string kernel_name = is_quantized ? std::string("gemm_mv_quantized") : std::string("gemm_mv"); |
Manuel Bottini | 4c6bd51 | 2020-04-08 10:15:51 +0100 | [diff] [blame] | 108 | _kernel = create_kernel(compile_context, kernel_name, build_opts.options()); |
Giorgio Arena | 9fe4144 | 2017-08-23 16:36:24 +0100 | [diff] [blame] | 109 | |
Georgios Pinitas | de5a1cc | 2018-02-02 12:52:07 +0000 | [diff] [blame] | 110 | // Add static arguments |
| 111 | if(is_quantized) |
| 112 | { |
Georgios Pinitas | 4c5469b | 2019-05-21 13:32:43 +0100 | [diff] [blame] | 113 | const UniformQuantizationInfo iq0_info = _input0->info()->quantization_info().uniform(); |
| 114 | const UniformQuantizationInfo iq1_info = _input1->info()->quantization_info().uniform(); |
| 115 | |
Georgios Pinitas | de5a1cc | 2018-02-02 12:52:07 +0000 | [diff] [blame] | 116 | unsigned int idx = num_arguments_per_3D_tensor() + num_arguments_per_2D_tensor() + num_arguments_per_1D_tensor(); |
Georgios Pinitas | 4c5469b | 2019-05-21 13:32:43 +0100 | [diff] [blame] | 117 | _kernel.setArg<int>(idx++, -iq0_info.offset); |
| 118 | _kernel.setArg<int>(idx++, -iq1_info.offset); |
Georgios Pinitas | de5a1cc | 2018-02-02 12:52:07 +0000 | [diff] [blame] | 119 | } |
Giorgio Arena | 9fe4144 | 2017-08-23 16:36:24 +0100 | [diff] [blame] | 120 | |
| 121 | // Configure kernel window |
Michele Di Giorgio | 4646d2e | 2019-06-19 12:28:47 +0100 | [diff] [blame] | 122 | _num_rows_read_per_iteration = num_rows_read_per_iteration; |
Giorgio Arena | 9fe4144 | 2017-08-23 16:36:24 +0100 | [diff] [blame] | 123 | |
Georgios Pinitas | af9cf00 | 2017-09-27 18:41:07 +0100 | [diff] [blame] | 124 | const unsigned int border_x = ceil_to_multiple(input0->info()->dimension(0), num_elems_read_per_iteration) - input0->info()->dimension(0); |
| 125 | const unsigned int border_y = ceil_to_multiple(input0->info()->dimension(1), _num_rows_read_per_iteration) - input0->info()->dimension(1); |
Giorgio Arena | 9fe4144 | 2017-08-23 16:36:24 +0100 | [diff] [blame] | 126 | |
| 127 | _border_size = BorderSize(border_y, border_x); |
| 128 | |
Giorgio Arena | ad0c738 | 2018-04-23 16:16:21 +0100 | [diff] [blame] | 129 | auto win_config = validate_and_configure_window(input0->info(), input1->info(), output->info()); |
| 130 | ARM_COMPUTE_ERROR_THROW_ON(win_config.first); |
Anthony Barbier | b6eb353 | 2018-08-08 13:20:04 +0100 | [diff] [blame] | 131 | ICLKernel::configure_internal(win_config.second); |
Giorgio Arena | ad0c738 | 2018-04-23 16:16:21 +0100 | [diff] [blame] | 132 | } |
Giorgio Arena | 9fe4144 | 2017-08-23 16:36:24 +0100 | [diff] [blame] | 133 | |
Giorgio Arena | ad0c738 | 2018-04-23 16:16:21 +0100 | [diff] [blame] | 134 | Status CLGEMMMatrixVectorMultiplyKernel::validate(const ITensorInfo *input0, const ITensorInfo *input1, const ITensorInfo *output) |
| 135 | { |
| 136 | ARM_COMPUTE_RETURN_ON_ERROR(validate_arguments(input0, input1, output)); |
| 137 | ARM_COMPUTE_RETURN_ON_ERROR(validate_and_configure_window(input0->clone().get(), input1->clone().get(), output->clone().get()).first); |
Giorgio Arena | 9fe4144 | 2017-08-23 16:36:24 +0100 | [diff] [blame] | 138 | |
Giorgio Arena | ad0c738 | 2018-04-23 16:16:21 +0100 | [diff] [blame] | 139 | return Status{}; |
Giorgio Arena | 9fe4144 | 2017-08-23 16:36:24 +0100 | [diff] [blame] | 140 | } |
| 141 | |
| 142 | void CLGEMMMatrixVectorMultiplyKernel::run(const Window &window, cl::CommandQueue &queue) |
| 143 | { |
| 144 | ARM_COMPUTE_ERROR_ON_UNCONFIGURED_KERNEL(this); |
| 145 | ARM_COMPUTE_ERROR_ON_MISMATCHING_WINDOWS(ICLKernel::window(), window); |
| 146 | |
| 147 | Window slice_in = window.first_slice_window_3D(); |
| 148 | Window slice_in2 = window.first_slice_window_3D(); |
| 149 | Window slice_out = window.first_slice_window_3D(); |
| 150 | |
| 151 | // Setup input0 slice |
Georgios Pinitas | af9cf00 | 2017-09-27 18:41:07 +0100 | [diff] [blame] | 152 | slice_in.set(Window::DimX, Window::Dimension(0, _input0->info()->dimension(0), _input0->info()->dimension(0))); |
Giorgio Arena | 9fe4144 | 2017-08-23 16:36:24 +0100 | [diff] [blame] | 153 | slice_in.set(Window::DimY, Window::Dimension(0, _input0->info()->dimension(1) + border_size().bottom, _num_rows_read_per_iteration)); |
| 154 | slice_in.set(Window::DimZ, Window::Dimension(0, _input0->info()->dimension(2), 1)); |
| 155 | |
| 156 | // Setup input1 and output slice. Their dimensions are increased in the cl kernel. |
| 157 | slice_in2.set(Window::DimX, Window::Dimension(0, 0, 0)); |
| 158 | slice_in2.set(Window::DimY, Window::Dimension(0, 0, 0)); |
| 159 | slice_in2.set(Window::DimZ, Window::Dimension(0, 0, 0)); |
| 160 | |
| 161 | slice_out.set(Window::DimX, Window::Dimension(0, 0, 0)); |
| 162 | slice_out.set(Window::DimY, Window::Dimension(0, 0, 0)); |
| 163 | slice_out.set(Window::DimZ, Window::Dimension(0, 0, 0)); |
| 164 | |
| 165 | unsigned int idx_1 = num_arguments_per_3D_tensor(); |
| 166 | |
| 167 | add_2D_tensor_argument(idx_1, _input1, slice_in2); |
| 168 | |
| 169 | do |
| 170 | { |
| 171 | unsigned int idx_0 = 0; |
| 172 | unsigned int idx_2 = num_arguments_per_3D_tensor() + num_arguments_per_2D_tensor(); |
| 173 | add_3D_tensor_argument(idx_0, _input0, slice_in); |
| 174 | add_1D_tensor_argument(idx_2, _output, slice_out); |
Anthony Barbier | b6eb353 | 2018-08-08 13:20:04 +0100 | [diff] [blame] | 175 | enqueue(queue, *this, slice_in, lws_hint()); |
Giorgio Arena | 9fe4144 | 2017-08-23 16:36:24 +0100 | [diff] [blame] | 176 | } |
| 177 | while(window.slide_window_slice_3D(slice_in) && window.slide_window_slice_3D(slice_out)); |
| 178 | } |
Michele Di Giorgio | 4646d2e | 2019-06-19 12:28:47 +0100 | [diff] [blame] | 179 | } // namespace arm_compute |