Gian Marco Iodice | 3b0a265 | 2018-12-07 11:18:09 +0000 | [diff] [blame] | 1 | /* |
Michalis Spyrou | 702dc0c | 2021-03-19 15:06:07 +0000 | [diff] [blame] | 2 | * Copyright (c) 2018-2021 Arm Limited. |
Gian Marco Iodice | 3b0a265 | 2018-12-07 11:18:09 +0000 | [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 | */ |
Georgios Pinitas | 7891a73 | 2021-08-20 21:39:25 +0100 | [diff] [blame] | 24 | #include "src/gpu/cl/kernels/ClGemmReshapeRhsMatrixKernel.h" |
Gian Marco Iodice | 3b0a265 | 2018-12-07 11:18:09 +0000 | [diff] [blame] | 25 | |
Gian Marco Iodice | 3b0a265 | 2018-12-07 11:18:09 +0000 | [diff] [blame] | 26 | #include "arm_compute/core/CL/CLHelpers.h" |
| 27 | #include "arm_compute/core/CL/CLKernelLibrary.h" |
Gian Marco Iodice | 3b0a265 | 2018-12-07 11:18:09 +0000 | [diff] [blame] | 28 | #include "arm_compute/core/CL/ICLTensor.h" |
| 29 | #include "arm_compute/core/CL/OpenCL.h" |
Gian Marco Iodice | 3b0a265 | 2018-12-07 11:18:09 +0000 | [diff] [blame] | 30 | #include "arm_compute/core/Helpers.h" |
| 31 | #include "arm_compute/core/TensorInfo.h" |
Gian Marco Iodice | 3b0a265 | 2018-12-07 11:18:09 +0000 | [diff] [blame] | 32 | #include "arm_compute/core/Utils.h" |
Gian Marco Iodice | 3b0a265 | 2018-12-07 11:18:09 +0000 | [diff] [blame] | 33 | #include "arm_compute/core/utils/misc/ShapeCalculator.h" |
Felix Thomasmathibalan | afd38f0 | 2023-09-27 17:46:17 +0100 | [diff] [blame] | 34 | |
Sang-Hoon Park | 68dd25f | 2020-10-19 16:00:11 +0100 | [diff] [blame] | 35 | #include "src/core/AccessWindowStatic.h" |
| 36 | #include "src/core/CL/CLValidate.h" |
Sang-Hoon Park | 68dd25f | 2020-10-19 16:00:11 +0100 | [diff] [blame] | 37 | #include "src/core/helpers/AutoConfiguration.h" |
| 38 | #include "src/core/helpers/WindowHelpers.h" |
Georgios Pinitas | 7891a73 | 2021-08-20 21:39:25 +0100 | [diff] [blame] | 39 | #include "src/gpu/cl/kernels/gemm/ClGemmHelpers.h" |
Georgios Pinitas | 856f66e | 2021-04-22 21:13:21 +0100 | [diff] [blame] | 40 | #include "support/Cast.h" |
Matthew Bentham | 758b5ba | 2020-03-05 23:37:48 +0000 | [diff] [blame] | 41 | #include "support/StringSupport.h" |
Gian Marco Iodice | 3b0a265 | 2018-12-07 11:18:09 +0000 | [diff] [blame] | 42 | |
Michele Di Giorgio | df4cf57 | 2019-10-09 15:32:39 +0100 | [diff] [blame] | 43 | namespace arm_compute |
| 44 | { |
Georgios Pinitas | 856f66e | 2021-04-22 21:13:21 +0100 | [diff] [blame] | 45 | namespace opencl |
| 46 | { |
| 47 | namespace kernels |
| 48 | { |
Gian Marco Iodice | 3b0a265 | 2018-12-07 11:18:09 +0000 | [diff] [blame] | 49 | namespace |
| 50 | { |
Georgios Pinitas | 856f66e | 2021-04-22 21:13:21 +0100 | [diff] [blame] | 51 | Status validate_arguments(const ITensorInfo *src, const ITensorInfo *dst, const GEMMRHSMatrixInfo &rhs_info) |
Gian Marco Iodice | 3b0a265 | 2018-12-07 11:18:09 +0000 | [diff] [blame] | 52 | { |
| 53 | ARM_COMPUTE_RETURN_ERROR_ON(rhs_info.n0 == 0); |
| 54 | ARM_COMPUTE_RETURN_ERROR_ON(rhs_info.k0 == 0); |
| 55 | ARM_COMPUTE_RETURN_ERROR_ON(rhs_info.h0 == 0); |
Felix Thomasmathibalan | afd38f0 | 2023-09-27 17:46:17 +0100 | [diff] [blame] | 56 | ARM_COMPUTE_RETURN_ERROR_ON_MSG(((rhs_info.n0 & (rhs_info.n0 - 1)) && rhs_info.n0 != 3), |
| 57 | "Only 2,3,4,8,16 are supported for n0"); |
| 58 | ARM_COMPUTE_RETURN_ERROR_ON_MSG(((rhs_info.k0 & (rhs_info.k0 - 1)) && (rhs_info.k0 != 1) && (rhs_info.k0 != 3)), |
| 59 | "Only 1,2,3,4,8,16 are supported for k0"); |
Gian Marco Iodice | 3b0a265 | 2018-12-07 11:18:09 +0000 | [diff] [blame] | 60 | ARM_COMPUTE_RETURN_ERROR_ON(rhs_info.n0 > 16); |
| 61 | ARM_COMPUTE_RETURN_ERROR_ON(rhs_info.k0 > 16); |
| 62 | ARM_COMPUTE_RETURN_ERROR_ON((rhs_info.k0 == 1) && (rhs_info.transpose)); |
Gian Marco Iodice | a98dee2 | 2020-06-02 12:12:35 +0100 | [diff] [blame] | 63 | |
Georgios Pinitas | 856f66e | 2021-04-22 21:13:21 +0100 | [diff] [blame] | 64 | ARM_COMPUTE_RETURN_ERROR_ON_F16_UNSUPPORTED(src); |
| 65 | ARM_COMPUTE_RETURN_ERROR_ON(src->data_type() == DataType::UNKNOWN); |
Gian Marco Iodice | 3b0a265 | 2018-12-07 11:18:09 +0000 | [diff] [blame] | 66 | |
Felix Thomasmathibalan | afd38f0 | 2023-09-27 17:46:17 +0100 | [diff] [blame] | 67 | if (rhs_info.export_to_cl_image) |
SiCong Li | 5bdde85 | 2020-08-26 13:55:15 +0100 | [diff] [blame] | 68 | { |
Felix Thomasmathibalan | afd38f0 | 2023-09-27 17:46:17 +0100 | [diff] [blame] | 69 | const TensorInfo tensor_reshaped_info(misc::shape_calculator::compute_rhs_reshaped_shape(*src, rhs_info), 1, |
| 70 | src->data_type()); |
Georgios Pinitas | 856f66e | 2021-04-22 21:13:21 +0100 | [diff] [blame] | 71 | ARM_COMPUTE_RETURN_ON_ERROR(gemm::validate_image2d_support_on_rhs(tensor_reshaped_info, rhs_info)); |
SiCong Li | 5bdde85 | 2020-08-26 13:55:15 +0100 | [diff] [blame] | 72 | } |
| 73 | |
Felix Thomasmathibalan | afd38f0 | 2023-09-27 17:46:17 +0100 | [diff] [blame] | 74 | if (dst->total_size() != 0) |
Gian Marco Iodice | 3b0a265 | 2018-12-07 11:18:09 +0000 | [diff] [blame] | 75 | { |
Felix Thomasmathibalan | afd38f0 | 2023-09-27 17:46:17 +0100 | [diff] [blame] | 76 | ARM_COMPUTE_RETURN_ERROR_ON_MISMATCHING_DIMENSIONS( |
| 77 | dst->tensor_shape(), misc::shape_calculator::compute_rhs_reshaped_shape(*src, rhs_info)); |
Georgios Pinitas | 856f66e | 2021-04-22 21:13:21 +0100 | [diff] [blame] | 78 | ARM_COMPUTE_RETURN_ERROR_ON_MISMATCHING_DATA_TYPES(src, dst); |
| 79 | ARM_COMPUTE_RETURN_ERROR_ON_MISMATCHING_QUANTIZATION_INFO(src, dst); |
Gian Marco Iodice | 3b0a265 | 2018-12-07 11:18:09 +0000 | [diff] [blame] | 80 | } |
| 81 | |
| 82 | return Status{}; |
| 83 | } |
| 84 | |
Felix Thomasmathibalan | afd38f0 | 2023-09-27 17:46:17 +0100 | [diff] [blame] | 85 | std::pair<Status, Window> |
| 86 | validate_and_configure_window(ITensorInfo *src, ITensorInfo *dst, const GEMMRHSMatrixInfo &rhs_info) |
Gian Marco Iodice | 3b0a265 | 2018-12-07 11:18:09 +0000 | [diff] [blame] | 87 | { |
| 88 | const unsigned int num_elems_processed_per_iteration_x = rhs_info.n0; |
| 89 | const unsigned int num_elems_processed_per_iteration_y = rhs_info.k0; |
| 90 | bool window_changed = false; |
| 91 | |
Georgios Pinitas | 856f66e | 2021-04-22 21:13:21 +0100 | [diff] [blame] | 92 | // dst auto initialization if not yet initialized |
Felix Thomasmathibalan | afd38f0 | 2023-09-27 17:46:17 +0100 | [diff] [blame] | 93 | auto_init_if_empty( |
| 94 | *dst, src->clone()->set_tensor_shape(misc::shape_calculator::compute_rhs_reshaped_shape(*src, rhs_info))); |
Gian Marco Iodice | 3b0a265 | 2018-12-07 11:18:09 +0000 | [diff] [blame] | 95 | |
| 96 | // Configure window |
Felix Thomasmathibalan | afd38f0 | 2023-09-27 17:46:17 +0100 | [diff] [blame] | 97 | Window win = |
| 98 | calculate_max_window(*src, Steps(num_elems_processed_per_iteration_x, num_elems_processed_per_iteration_y)); |
Gian Marco Iodice | 3b0a265 | 2018-12-07 11:18:09 +0000 | [diff] [blame] | 99 | |
Felix Thomasmathibalan | afd38f0 | 2023-09-27 17:46:17 +0100 | [diff] [blame] | 100 | AccessWindowRectangle src_access(src, 0, 0, num_elems_processed_per_iteration_x, |
| 101 | num_elems_processed_per_iteration_y); |
Gian Marco Iodice | 3b0a265 | 2018-12-07 11:18:09 +0000 | [diff] [blame] | 102 | |
Georgios Pinitas | 856f66e | 2021-04-22 21:13:21 +0100 | [diff] [blame] | 103 | window_changed = update_window_and_padding(win, src_access); |
Gian Marco Iodice | 3b0a265 | 2018-12-07 11:18:09 +0000 | [diff] [blame] | 104 | |
Felix Thomasmathibalan | afd38f0 | 2023-09-27 17:46:17 +0100 | [diff] [blame] | 105 | if (rhs_info.export_to_cl_image) |
Gian Marco Iodice | a98dee2 | 2020-06-02 12:12:35 +0100 | [diff] [blame] | 106 | { |
Georgios Pinitas | 856f66e | 2021-04-22 21:13:21 +0100 | [diff] [blame] | 107 | gemm::update_padding_for_cl_image(dst); |
Gian Marco Iodice | a98dee2 | 2020-06-02 12:12:35 +0100 | [diff] [blame] | 108 | } |
| 109 | |
Gian Marco Iodice | 3b0a265 | 2018-12-07 11:18:09 +0000 | [diff] [blame] | 110 | // Collapse along the Z direction |
| 111 | // This collapse needs to be here in order to tune the Z dimension of LWS |
| 112 | Window collapsed = win.collapse(win, Window::DimZ); |
| 113 | |
Felix Thomasmathibalan | afd38f0 | 2023-09-27 17:46:17 +0100 | [diff] [blame] | 114 | Status err = |
| 115 | (window_changed) ? ARM_COMPUTE_CREATE_ERROR(ErrorCode::RUNTIME_ERROR, "Insufficient Padding!") : Status{}; |
Gian Marco Iodice | 3b0a265 | 2018-12-07 11:18:09 +0000 | [diff] [blame] | 116 | return std::make_pair(err, collapsed); |
| 117 | } |
| 118 | } // namespace |
| 119 | |
Giorgio Arena | 4a95bba | 2021-06-28 11:00:27 +0100 | [diff] [blame] | 120 | ClGemmReshapeRhsMatrixKernel::ClGemmReshapeRhsMatrixKernel() |
| 121 | { |
| 122 | _type = CLKernelType::ELEMENTWISE; |
| 123 | } |
| 124 | |
Felix Thomasmathibalan | afd38f0 | 2023-09-27 17:46:17 +0100 | [diff] [blame] | 125 | void ClGemmReshapeRhsMatrixKernel::configure(const CLCompileContext &compile_context, |
| 126 | ITensorInfo *src, |
| 127 | ITensorInfo *dst, |
| 128 | const GEMMRHSMatrixInfo &rhs_info) |
Gian Marco Iodice | 3b0a265 | 2018-12-07 11:18:09 +0000 | [diff] [blame] | 129 | { |
Georgios Pinitas | 856f66e | 2021-04-22 21:13:21 +0100 | [diff] [blame] | 130 | ARM_COMPUTE_ERROR_ON_NULLPTR(src, dst); |
Gian Marco Iodice | 3b0a265 | 2018-12-07 11:18:09 +0000 | [diff] [blame] | 131 | |
| 132 | // Perform validate step |
Georgios Pinitas | 856f66e | 2021-04-22 21:13:21 +0100 | [diff] [blame] | 133 | ARM_COMPUTE_ERROR_THROW_ON(validate_arguments(src, dst, rhs_info)); |
Gian Marco Iodice | 3b0a265 | 2018-12-07 11:18:09 +0000 | [diff] [blame] | 134 | |
| 135 | // Create build options |
| 136 | CLBuildOptions build_opts; |
| 137 | build_opts.add_option("-DN0=" + support::cpp11::to_string(rhs_info.n0)); |
| 138 | build_opts.add_option("-DK0=" + support::cpp11::to_string(rhs_info.k0)); |
Gian Marco Iodice | 3b0a265 | 2018-12-07 11:18:09 +0000 | [diff] [blame] | 139 | build_opts.add_option_if(rhs_info.interleave, "-DINTERLEAVE"); |
Gian Marco Iodice | 4fb5670 | 2021-11-10 11:18:50 +0000 | [diff] [blame] | 140 | build_opts.add_option_if(rhs_info.transpose, "-DRESHAPE_RHS_T"); |
| 141 | build_opts.add_option_if(!rhs_info.transpose, "-DRESHAPE_RHS_NT"); |
Georgios Pinitas | 856f66e | 2021-04-22 21:13:21 +0100 | [diff] [blame] | 142 | build_opts.add_option("-DDATA_TYPE=" + get_cl_unsigned_type_from_element_size(src->element_size())); |
Gian Marco Iodice | 3b0a265 | 2018-12-07 11:18:09 +0000 | [diff] [blame] | 143 | |
| 144 | std::string kernel_name("gemm_reshape_rhs_matrix_"); |
| 145 | kernel_name += rhs_info.transpose ? "t" : "nt"; |
| 146 | |
| 147 | // Create kernel |
Manuel Bottini | 4c6bd51 | 2020-04-08 10:15:51 +0100 | [diff] [blame] | 148 | _kernel = create_kernel(compile_context, kernel_name, build_opts.options()); |
Gian Marco Iodice | 3b0a265 | 2018-12-07 11:18:09 +0000 | [diff] [blame] | 149 | |
| 150 | // Configure kernel window |
Georgios Pinitas | 856f66e | 2021-04-22 21:13:21 +0100 | [diff] [blame] | 151 | auto win_config = validate_and_configure_window(src, dst, rhs_info); |
Gian Marco Iodice | 3b0a265 | 2018-12-07 11:18:09 +0000 | [diff] [blame] | 152 | ARM_COMPUTE_ERROR_THROW_ON(win_config.first); |
| 153 | ICLKernel::configure_internal(win_config.second); |
Gian Marco Iodice | 4fb5670 | 2021-11-10 11:18:50 +0000 | [diff] [blame] | 154 | |
| 155 | unsigned int idx = 2 * num_arguments_per_3d_tensor_nhw(); |
| 156 | _kernel.setArg<cl_int>(idx++, rhs_info.h0); |
Gian Marco Iodice | 3b0a265 | 2018-12-07 11:18:09 +0000 | [diff] [blame] | 157 | } |
| 158 | |
Felix Thomasmathibalan | afd38f0 | 2023-09-27 17:46:17 +0100 | [diff] [blame] | 159 | Status ClGemmReshapeRhsMatrixKernel::validate(const ITensorInfo *src, |
| 160 | const ITensorInfo *dst, |
| 161 | const GEMMRHSMatrixInfo &rhs_info) |
Gian Marco Iodice | 3b0a265 | 2018-12-07 11:18:09 +0000 | [diff] [blame] | 162 | { |
Georgios Pinitas | 856f66e | 2021-04-22 21:13:21 +0100 | [diff] [blame] | 163 | ARM_COMPUTE_RETURN_ON_ERROR(validate_arguments(src, dst, rhs_info)); |
| 164 | ARM_COMPUTE_RETURN_ON_ERROR(validate_and_configure_window(src->clone().get(), dst->clone().get(), rhs_info).first); |
Gian Marco Iodice | 3b0a265 | 2018-12-07 11:18:09 +0000 | [diff] [blame] | 165 | |
| 166 | return Status{}; |
| 167 | } |
| 168 | |
Georgios Pinitas | 856f66e | 2021-04-22 21:13:21 +0100 | [diff] [blame] | 169 | void ClGemmReshapeRhsMatrixKernel::run_op(ITensorPack &tensors, const Window &window, cl::CommandQueue &queue) |
Gian Marco Iodice | 3b0a265 | 2018-12-07 11:18:09 +0000 | [diff] [blame] | 170 | { |
| 171 | ARM_COMPUTE_ERROR_ON_UNCONFIGURED_KERNEL(this); |
| 172 | ARM_COMPUTE_ERROR_ON_INVALID_SUBWINDOW(ICLKernel::window(), window); |
| 173 | |
Felix Thomasmathibalan | afd38f0 | 2023-09-27 17:46:17 +0100 | [diff] [blame] | 174 | const auto src = |
| 175 | utils::cast::polymorphic_downcast<const ICLTensor *>(tensors.get_const_tensor(TensorType::ACL_SRC)); |
| 176 | auto dst = utils::cast::polymorphic_downcast<ICLTensor *>(tensors.get_tensor(TensorType::ACL_DST)); |
Georgios Pinitas | 856f66e | 2021-04-22 21:13:21 +0100 | [diff] [blame] | 177 | |
| 178 | ARM_COMPUTE_ERROR_ON_NULLPTR(src, dst); |
| 179 | |
Gian Marco Iodice | 3b0a265 | 2018-12-07 11:18:09 +0000 | [diff] [blame] | 180 | Window slice = window.first_slice_window_3D(); |
| 181 | |
| 182 | do |
| 183 | { |
| 184 | unsigned int idx = 0; |
Gian Marco Iodice | 4fb5670 | 2021-11-10 11:18:50 +0000 | [diff] [blame] | 185 | add_3d_tensor_nhw_argument(idx, src); |
| 186 | add_3d_tensor_nhw_argument(idx, dst); |
Georgios Pinitas | 275f99c | 2019-08-23 12:44:11 +0100 | [diff] [blame] | 187 | enqueue(queue, *this, slice, lws_hint()); |
Felix Thomasmathibalan | afd38f0 | 2023-09-27 17:46:17 +0100 | [diff] [blame] | 188 | } while (window.slide_window_slice_3D(slice)); |
Michele Di Giorgio | df4cf57 | 2019-10-09 15:32:39 +0100 | [diff] [blame] | 189 | } |
Georgios Pinitas | 856f66e | 2021-04-22 21:13:21 +0100 | [diff] [blame] | 190 | } // namespace kernels |
| 191 | } // namespace opencl |
Felix Thomasmathibalan | afd38f0 | 2023-09-27 17:46:17 +0100 | [diff] [blame] | 192 | } // namespace arm_compute |