Georgios Pinitas | 856f66e | 2021-04-22 21:13:21 +0100 | [diff] [blame] | 1 | /* |
Gian Marco Iodice | 3cce35d | 2022-12-30 16:07:45 +0000 | [diff] [blame] | 2 | * Copyright (c) 2018-2021, 2023 Arm Limited. |
Georgios Pinitas | 856f66e | 2021-04-22 21:13:21 +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 | */ |
Georgios Pinitas | 7891a73 | 2021-08-20 21:39:25 +0100 | [diff] [blame] | 24 | #include "src/gpu/cl/kernels/ClGemmMatrixMultiplyReshapedKernel.h" |
Georgios Pinitas | 856f66e | 2021-04-22 21:13:21 +0100 | [diff] [blame] | 25 | |
| 26 | #include "arm_compute/core/CL/CLHelpers.h" |
| 27 | #include "arm_compute/core/CL/CLKernelLibrary.h" |
| 28 | #include "arm_compute/core/CL/ICLTensor.h" |
| 29 | #include "arm_compute/core/CL/OpenCL.h" |
| 30 | #include "arm_compute/core/Helpers.h" |
| 31 | #include "arm_compute/core/TensorInfo.h" |
Jakub Sujak | 0d27b2e | 2023-08-24 14:01:20 +0100 | [diff] [blame] | 32 | #include "arm_compute/core/utils/ActivationFunctionUtils.h" |
Jakub Sujak | 0d27b2e | 2023-08-24 14:01:20 +0100 | [diff] [blame] | 33 | #include "arm_compute/core/utils/misc/ShapeCalculator.h" |
Felix Thomasmathibalan | afd38f0 | 2023-09-27 17:46:17 +0100 | [diff] [blame] | 34 | #include "arm_compute/core/utils/StringUtils.h" |
| 35 | #include "arm_compute/core/Validate.h" |
| 36 | |
Georgios Pinitas | 856f66e | 2021-04-22 21:13:21 +0100 | [diff] [blame] | 37 | #include "src/core/CL/CLUtils.h" |
| 38 | #include "src/core/CL/CLValidate.h" |
Georgios Pinitas | 856f66e | 2021-04-22 21:13:21 +0100 | [diff] [blame] | 39 | #include "src/core/helpers/AutoConfiguration.h" |
| 40 | #include "src/core/helpers/WindowHelpers.h" |
| 41 | #include "src/core/utils/helpers/float_ops.h" |
Georgios Pinitas | 7891a73 | 2021-08-20 21:39:25 +0100 | [diff] [blame] | 42 | #include "src/gpu/cl/kernels/gemm/ClGemmHelpers.h" |
Georgios Pinitas | 856f66e | 2021-04-22 21:13:21 +0100 | [diff] [blame] | 43 | #include "support/Cast.h" |
| 44 | #include "support/StringSupport.h" |
| 45 | |
Georgios Pinitas | 856f66e | 2021-04-22 21:13:21 +0100 | [diff] [blame] | 46 | namespace arm_compute |
| 47 | { |
| 48 | namespace opencl |
| 49 | { |
| 50 | namespace kernels |
| 51 | { |
| 52 | namespace |
| 53 | { |
| 54 | using ElementsProcessed = Steps; |
| 55 | |
Felix Thomasmathibalan | afd38f0 | 2023-09-27 17:46:17 +0100 | [diff] [blame] | 56 | Status validate_arguments(const ITensorInfo *src0, |
| 57 | const ITensorInfo *src1, |
| 58 | const ITensorInfo *src2, |
| 59 | const ITensorInfo *dst, |
| 60 | float alpha, |
| 61 | float beta, |
| 62 | const GEMMLHSMatrixInfo &lhs_info, |
Georgios Pinitas | 856f66e | 2021-04-22 21:13:21 +0100 | [diff] [blame] | 63 | const GEMMRHSMatrixInfo &rhs_info, |
| 64 | const GEMMKernelInfo &gemm_info) |
| 65 | { |
| 66 | ARM_COMPUTE_UNUSED(alpha); |
| 67 | ARM_COMPUTE_RETURN_ERROR_ON_NULLPTR(src0, src1, dst); |
| 68 | ARM_COMPUTE_RETURN_ERROR_ON_F16_UNSUPPORTED(src0); |
| 69 | ARM_COMPUTE_RETURN_ERROR_ON_DATA_TYPE_CHANNEL_NOT_IN(src0, 1, DataType::F16, DataType::F32); |
| 70 | ARM_COMPUTE_RETURN_ERROR_ON_MISMATCHING_DATA_TYPES(src0, src1); |
Felix Thomasmathibalan | afd38f0 | 2023-09-27 17:46:17 +0100 | [diff] [blame] | 71 | ARM_COMPUTE_RETURN_ERROR_ON_MSG(src0->num_dimensions() > 4, |
| 72 | "The number of dimensions for the LHS matrix must be <= 4"); |
| 73 | ARM_COMPUTE_RETURN_ERROR_ON_MSG(src1->num_dimensions() > 3, |
| 74 | "The number of dimensions for the RHS matrix must be <= 3"); |
Georgios Pinitas | 856f66e | 2021-04-22 21:13:21 +0100 | [diff] [blame] | 75 | ARM_COMPUTE_RETURN_ERROR_ON(lhs_info.k0 != rhs_info.k0); |
| 76 | ARM_COMPUTE_RETURN_ERROR_ON(lhs_info.transpose == rhs_info.transpose); |
Felix Thomasmathibalan | afd38f0 | 2023-09-27 17:46:17 +0100 | [diff] [blame] | 77 | ARM_COMPUTE_RETURN_ERROR_ON_MSG(((lhs_info.k0 & (lhs_info.k0 - 1)) && lhs_info.k0 != 3), |
| 78 | "Only 2,3,4,8,16 are supported for k0"); |
Georgios Pinitas | 856f66e | 2021-04-22 21:13:21 +0100 | [diff] [blame] | 79 | ARM_COMPUTE_RETURN_ERROR_ON(lhs_info.k0 > 16); |
| 80 | ARM_COMPUTE_RETURN_ERROR_ON(lhs_info.m0 < 2 || lhs_info.m0 > 8); |
Felix Thomasmathibalan | afd38f0 | 2023-09-27 17:46:17 +0100 | [diff] [blame] | 81 | ARM_COMPUTE_RETURN_ERROR_ON_MSG((lhs_info.transpose) && ((lhs_info.m0 & (lhs_info.m0 - 1)) && lhs_info.m0 != 3), |
| 82 | "Only 2,3,4,8,16 are supported for m0"); |
| 83 | ARM_COMPUTE_RETURN_ERROR_ON_MSG((rhs_info.transpose) && ((rhs_info.n0 & (rhs_info.n0 - 1)) && rhs_info.n0 != 3), |
| 84 | "Only 2,3,4,8,16 are supported for n0"); |
| 85 | ARM_COMPUTE_RETURN_ERROR_ON_MSG( |
| 86 | (gemm_info.reinterpret_input_as_3d || gemm_info.depth_output_gemm3d != 0) && (src2 != nullptr) && |
| 87 | (!gemm_info.broadcast_bias), |
| 88 | "Bias addition only supported with broadcast mode in case the input or dst has to be reinterpreted as 3D"); |
| 89 | ARM_COMPUTE_RETURN_ERROR_ON_MSG(gemm_info.fp_mixed_precision && (src0->data_type() == DataType::F32), |
| 90 | "Mixed precision only supported for F16 data type"); |
Georgios Pinitas | 856f66e | 2021-04-22 21:13:21 +0100 | [diff] [blame] | 91 | ARM_COMPUTE_RETURN_ON_ERROR(gemm::validate_image2d_support_on_rhs(*src1, rhs_info)); |
| 92 | |
| 93 | const unsigned int m = gemm_info.m; |
| 94 | const unsigned int n = gemm_info.n; |
| 95 | const unsigned int k = gemm_info.k; |
| 96 | |
Felix Thomasmathibalan | afd38f0 | 2023-09-27 17:46:17 +0100 | [diff] [blame] | 97 | TensorShape tensor_shape0{src0->tensor_shape()}; |
Georgios Pinitas | 856f66e | 2021-04-22 21:13:21 +0100 | [diff] [blame] | 98 | tensor_shape0.set(0, k); |
| 99 | tensor_shape0.set(1, m); |
| 100 | |
Felix Thomasmathibalan | afd38f0 | 2023-09-27 17:46:17 +0100 | [diff] [blame] | 101 | TensorShape tensor_shape1{src1->tensor_shape()}; |
Georgios Pinitas | 856f66e | 2021-04-22 21:13:21 +0100 | [diff] [blame] | 102 | tensor_shape1.set(0, n); |
| 103 | tensor_shape1.set(1, k); |
| 104 | |
Felix Thomasmathibalan | afd38f0 | 2023-09-27 17:46:17 +0100 | [diff] [blame] | 105 | if (src2 != nullptr && !(helpers::float_ops::is_zero(beta))) |
Georgios Pinitas | 856f66e | 2021-04-22 21:13:21 +0100 | [diff] [blame] | 106 | { |
| 107 | const unsigned int src2_dim0 = src2->dimension(0); |
| 108 | const unsigned int src2_dim1 = src2->dimension(1); |
| 109 | |
| 110 | ARM_COMPUTE_RETURN_ERROR_ON_MISMATCHING_DATA_TYPES(src2, src1); |
Felix Thomasmathibalan | afd38f0 | 2023-09-27 17:46:17 +0100 | [diff] [blame] | 111 | if (gemm_info.broadcast_bias) |
Georgios Pinitas | 856f66e | 2021-04-22 21:13:21 +0100 | [diff] [blame] | 112 | { |
Felix Thomasmathibalan | afd38f0 | 2023-09-27 17:46:17 +0100 | [diff] [blame] | 113 | ARM_COMPUTE_RETURN_ERROR_ON_MSG((src2_dim1 != 1 || src2_dim0 != n), |
| 114 | "Incorrect dimension of bias matrix which is to be broadcasted"); |
Georgios Pinitas | 856f66e | 2021-04-22 21:13:21 +0100 | [diff] [blame] | 115 | } |
| 116 | else |
| 117 | { |
| 118 | ARM_COMPUTE_RETURN_ERROR_ON_MSG((src2_dim0 != n || src2_dim1 != m), "Incorrect dimension of bias matrix"); |
| 119 | } |
| 120 | } |
| 121 | |
| 122 | const TensorInfo tensor_info0 = src0->clone()->set_tensor_shape(tensor_shape0); |
| 123 | const TensorInfo tensor_info1 = src1->clone()->set_tensor_shape(tensor_shape1); |
| 124 | |
Felix Thomasmathibalan | afd38f0 | 2023-09-27 17:46:17 +0100 | [diff] [blame] | 125 | const TensorInfo tensor_info_reshaped0 = |
| 126 | src0->clone()->set_tensor_shape(misc::shape_calculator::compute_lhs_reshaped_shape(tensor_info0, lhs_info)); |
| 127 | const TensorInfo tensor_info_reshaped1 = |
| 128 | src1->clone()->set_tensor_shape(misc::shape_calculator::compute_rhs_reshaped_shape(tensor_info1, rhs_info)); |
Georgios Pinitas | 856f66e | 2021-04-22 21:13:21 +0100 | [diff] [blame] | 129 | |
| 130 | ARM_COMPUTE_RETURN_ERROR_ON_MISMATCHING_SHAPES(src0, &tensor_info_reshaped0); |
| 131 | ARM_COMPUTE_RETURN_ERROR_ON_MISMATCHING_SHAPES(src1, &tensor_info_reshaped1); |
| 132 | |
Felix Thomasmathibalan | afd38f0 | 2023-09-27 17:46:17 +0100 | [diff] [blame] | 133 | if (dst->total_size() != 0) |
Georgios Pinitas | 856f66e | 2021-04-22 21:13:21 +0100 | [diff] [blame] | 134 | { |
Felix Thomasmathibalan | afd38f0 | 2023-09-27 17:46:17 +0100 | [diff] [blame] | 135 | const TensorInfo tensor_info_dst = |
| 136 | dst->clone()->set_tensor_shape(misc::shape_calculator::compute_mm_shape(*src0, *src1, gemm_info)); |
Georgios Pinitas | 856f66e | 2021-04-22 21:13:21 +0100 | [diff] [blame] | 137 | ARM_COMPUTE_RETURN_ERROR_ON_MISMATCHING_SHAPES(dst, &tensor_info_dst); |
| 138 | ARM_COMPUTE_RETURN_ERROR_ON_MISMATCHING_DATA_TYPES(src0, dst); |
| 139 | } |
| 140 | |
| 141 | return Status{}; |
| 142 | } |
| 143 | |
Felix Thomasmathibalan | afd38f0 | 2023-09-27 17:46:17 +0100 | [diff] [blame] | 144 | std::pair<Status, Window> validate_and_configure_window(ITensorInfo *src0, |
| 145 | ITensorInfo *src1, |
| 146 | ITensorInfo *src2, |
| 147 | ITensorInfo *dst, |
| 148 | const GEMMLHSMatrixInfo &lhs_info, |
Georgios Pinitas | 856f66e | 2021-04-22 21:13:21 +0100 | [diff] [blame] | 149 | const GEMMRHSMatrixInfo &rhs_info, |
Felix Thomasmathibalan | afd38f0 | 2023-09-27 17:46:17 +0100 | [diff] [blame] | 150 | const GEMMKernelInfo &gemm_info, |
| 151 | ElementsProcessed &num_elements_processed) |
Georgios Pinitas | 856f66e | 2021-04-22 21:13:21 +0100 | [diff] [blame] | 152 | { |
Giorgio Arena | bde2f35 | 2021-09-07 14:15:28 +0100 | [diff] [blame] | 153 | ARM_COMPUTE_UNUSED(src0, src1, src2); |
Georgios Pinitas | 856f66e | 2021-04-22 21:13:21 +0100 | [diff] [blame] | 154 | unsigned int &num_elems_processed_per_iteration_x = num_elements_processed[0]; |
| 155 | unsigned int &num_elems_processed_per_iteration_y = num_elements_processed[1]; |
| 156 | bool reinterpret_output_as_3d = gemm_info.depth_output_gemm3d != 0; |
| 157 | |
Georgios Pinitas | 856f66e | 2021-04-22 21:13:21 +0100 | [diff] [blame] | 158 | TensorInfo tmp_info(*dst); |
| 159 | |
Felix Thomasmathibalan | afd38f0 | 2023-09-27 17:46:17 +0100 | [diff] [blame] | 160 | if (reinterpret_output_as_3d) |
Georgios Pinitas | 856f66e | 2021-04-22 21:13:21 +0100 | [diff] [blame] | 161 | { |
| 162 | // Since the dst tensor has to be reinterpreted as 3D and the execute window is based on a 2D GEMM, |
| 163 | // the window needs to be constructed on the 2D collapsed version of the tensor |
| 164 | TensorShape tmp_shape(dst->tensor_shape()); |
| 165 | tmp_shape.collapse(2U, 1U); |
| 166 | tmp_info.set_tensor_shape(tmp_shape); |
| 167 | } |
| 168 | |
| 169 | // Configure kernel window |
| 170 | num_elems_processed_per_iteration_x = rhs_info.n0; |
| 171 | num_elems_processed_per_iteration_y = lhs_info.m0; |
| 172 | |
Felix Thomasmathibalan | afd38f0 | 2023-09-27 17:46:17 +0100 | [diff] [blame] | 173 | Window win = |
| 174 | calculate_max_window(tmp_info, Steps(num_elems_processed_per_iteration_x, num_elems_processed_per_iteration_y)); |
Georgios Pinitas | 856f66e | 2021-04-22 21:13:21 +0100 | [diff] [blame] | 175 | |
| 176 | // Collapse along the Z direction |
| 177 | // This collapse needs to be here in order to tune the Z dimension of LWS |
| 178 | Window collapsed = win; |
| 179 | const unsigned int dimension_to_collapse = std::min(static_cast<unsigned int>(dst->num_dimensions()), 2u); |
| 180 | collapsed = win.collapse(win, dimension_to_collapse); |
| 181 | |
Giorgio Arena | bde2f35 | 2021-09-07 14:15:28 +0100 | [diff] [blame] | 182 | return std::make_pair(Status{}, collapsed); |
Georgios Pinitas | 856f66e | 2021-04-22 21:13:21 +0100 | [diff] [blame] | 183 | } |
| 184 | } // namespace |
| 185 | |
Giorgio Arena | 4a95bba | 2021-06-28 11:00:27 +0100 | [diff] [blame] | 186 | ClGemmMatrixMultiplyReshapedKernel::ClGemmMatrixMultiplyReshapedKernel() |
| 187 | { |
| 188 | _type = CLKernelType::GEMM; |
| 189 | } |
| 190 | |
Felix Thomasmathibalan | afd38f0 | 2023-09-27 17:46:17 +0100 | [diff] [blame] | 191 | void ClGemmMatrixMultiplyReshapedKernel::configure(const CLCompileContext &compile_context, |
| 192 | const ITensorInfo *src0, |
| 193 | const ITensorInfo *src1, |
| 194 | const ITensorInfo *src2, |
| 195 | ITensorInfo *dst, |
| 196 | float alpha, |
| 197 | float beta, |
| 198 | const GEMMLHSMatrixInfo &lhs_info, |
| 199 | const GEMMRHSMatrixInfo &rhs_info, |
| 200 | const GEMMKernelInfo &gemm_info) |
Georgios Pinitas | 856f66e | 2021-04-22 21:13:21 +0100 | [diff] [blame] | 201 | { |
| 202 | ARM_COMPUTE_ERROR_ON_NULLPTR(src0, src1, dst); |
| 203 | |
Giorgio Arena | bde2f35 | 2021-09-07 14:15:28 +0100 | [diff] [blame] | 204 | // dst tensor auto initialization if not yet initialized |
Felix Thomasmathibalan | afd38f0 | 2023-09-27 17:46:17 +0100 | [diff] [blame] | 205 | auto_init_if_empty( |
| 206 | *dst, src0->clone()->set_tensor_shape(misc::shape_calculator::compute_mm_shape(*src0, *src1, gemm_info))); |
Giorgio Arena | bde2f35 | 2021-09-07 14:15:28 +0100 | [diff] [blame] | 207 | |
SiCongLi | eb8bd81 | 2021-10-29 15:05:49 +0100 | [diff] [blame] | 208 | ARM_COMPUTE_ERROR_THROW_ON(validate_arguments(src0, src1, src2, dst, alpha, beta, lhs_info, rhs_info, gemm_info)); |
| 209 | |
Felix Thomasmathibalan | afd38f0 | 2023-09-27 17:46:17 +0100 | [diff] [blame] | 210 | auto padding_info = get_padding_info({src0, src1, src2, dst}); |
Georgios Pinitas | 856f66e | 2021-04-22 21:13:21 +0100 | [diff] [blame] | 211 | _reinterpret_output_as_3d = gemm_info.depth_output_gemm3d != 0; |
| 212 | _use_dummy_work_items = preferred_dummy_work_items_support(CLKernelLibrary::get().get_device()); |
| 213 | _add_bias = src2 != nullptr; |
| 214 | _export_to_cl_image = rhs_info.export_to_cl_image; |
Georgios Pinitas | 856f66e | 2021-04-22 21:13:21 +0100 | [diff] [blame] | 215 | |
| 216 | // Check if we need to slide the matrix B |
| 217 | const unsigned int num_dimensions_src0 = src0->num_dimensions(); |
| 218 | _slide_matrix_b = (src1->num_dimensions() >= num_dimensions_src0); |
| 219 | |
| 220 | ElementsProcessed num_elements_processed{}; |
| 221 | |
| 222 | // Configure kernel window |
Felix Thomasmathibalan | afd38f0 | 2023-09-27 17:46:17 +0100 | [diff] [blame] | 223 | auto win_config = validate_and_configure_window( |
| 224 | src0->clone().get(), src1->clone().get(), (src2 != nullptr) ? src2->clone().get() : nullptr, dst->clone().get(), |
| 225 | lhs_info, rhs_info, gemm_info, num_elements_processed); |
Georgios Pinitas | 856f66e | 2021-04-22 21:13:21 +0100 | [diff] [blame] | 226 | ARM_COMPUTE_ERROR_THROW_ON(win_config.first); |
| 227 | ICLKernel::configure_internal(win_config.second); |
| 228 | |
| 229 | const bool enable_mixed_precision = gemm_info.fp_mixed_precision; |
| 230 | const DataType data_type = src0->data_type(); |
| 231 | |
| 232 | // Calculate partial (store instead of load) M0 and partial N0 for the partial blocks at the end of a row/column if any. This is to avoid padding. |
| 233 | const unsigned int internal_m = _reinterpret_output_as_3d ? gemm_info.m : dst->dimension(1); |
| 234 | |
| 235 | const unsigned int partial_store_m0 = internal_m % lhs_info.m0; |
| 236 | const unsigned int partial_store_n0 = gemm_info.n % rhs_info.n0; |
ramelg01 | 9cca592 | 2021-11-11 10:05:00 +0000 | [diff] [blame] | 237 | _m = gemm_info.m; |
| 238 | _n = gemm_info.n; |
| 239 | _k = gemm_info.k; |
Georgios Pinitas | 856f66e | 2021-04-22 21:13:21 +0100 | [diff] [blame] | 240 | |
| 241 | // Create build options |
| 242 | CLBuildOptions build_opts; |
Felix Thomasmathibalan | afd38f0 | 2023-09-27 17:46:17 +0100 | [diff] [blame] | 243 | build_opts.add_option_if(!(helpers::float_ops::is_one(alpha)), |
| 244 | "-DALPHA=" + float_to_string_with_full_precision(alpha)); |
Georgios Pinitas | 856f66e | 2021-04-22 21:13:21 +0100 | [diff] [blame] | 245 | build_opts.add_option_if(src2 != nullptr, "-DBETA=" + float_to_string_with_full_precision(beta)); |
| 246 | build_opts.add_option_if(helpers::float_ops::is_one(beta), "-DUNIT_BETA"); |
| 247 | build_opts.add_option_if(_reinterpret_output_as_3d, "-DREINTERPRET_OUTPUT_AS_3D"); |
Felix Thomasmathibalan | afd38f0 | 2023-09-27 17:46:17 +0100 | [diff] [blame] | 248 | build_opts.add_option_if(_reinterpret_output_as_3d, |
| 249 | "-DHEIGHT_GEMM3D=" + support::cpp11::to_string(dst->dimension(1))); |
| 250 | build_opts.add_option_if(_reinterpret_output_as_3d, |
| 251 | "-DDEPTH_GEMM3D=" + support::cpp11::to_string(dst->dimension(2))); |
Georgios Pinitas | 856f66e | 2021-04-22 21:13:21 +0100 | [diff] [blame] | 252 | build_opts.add_option_if(gemm_info.broadcast_bias, "-DBROADCAST_BIAS"); |
| 253 | build_opts.add_option_if(!_slide_matrix_b, "-DMATRIX_B_DEPTH=" + support::cpp11::to_string(src1->dimension(2))); |
| 254 | build_opts.add_option_if(lhs_info.interleave, "-DLHS_INTERLEAVE"); |
| 255 | build_opts.add_option_if(rhs_info.interleave, "-DRHS_INTERLEAVE"); |
| 256 | build_opts.add_option_if(lhs_info.transpose, "-DLHS_TRANSPOSE"); |
| 257 | build_opts.add_option_if(_use_dummy_work_items, "-DDUMMY_WORK_ITEMS"); |
Georgios Pinitas | 856f66e | 2021-04-22 21:13:21 +0100 | [diff] [blame] | 258 | build_opts.add_option_if(enable_mixed_precision, "-DMIXED_PRECISION"); |
| 259 | build_opts.add_option_if(rhs_info.export_to_cl_image, "-DOPENCL_IMAGE_SUPPORT"); |
| 260 | build_opts.add_option("-DRHS_HEIGHT=" + support::cpp11::to_string(src1->dimension(1))); |
| 261 | build_opts.add_option("-DDATA_TYPE=" + get_cl_type_from_data_type(data_type)); |
Felix Thomasmathibalan | afd38f0 | 2023-09-27 17:46:17 +0100 | [diff] [blame] | 262 | build_opts.add_option("-DDATA_TYPE_ACCUMULATOR=" + (enable_mixed_precision |
| 263 | ? get_cl_type_from_data_type(DataType::F32) |
| 264 | : get_cl_type_from_data_type(data_type))); |
Georgios Pinitas | 856f66e | 2021-04-22 21:13:21 +0100 | [diff] [blame] | 265 | build_opts.add_option("-DM0=" + support::cpp11::to_string(lhs_info.m0)); |
| 266 | build_opts.add_option("-DN0=" + support::cpp11::to_string(rhs_info.n0)); |
| 267 | build_opts.add_option("-DK0=" + support::cpp11::to_string(lhs_info.k0)); |
| 268 | build_opts.add_option("-DV0=" + support::cpp11::to_string(lhs_info.v0)); |
| 269 | build_opts.add_option("-DH0=" + support::cpp11::to_string(rhs_info.h0)); |
| 270 | build_opts.add_option("-DPARTIAL_STORE_M0=" + support::cpp11::to_string(partial_store_m0)); |
| 271 | build_opts.add_option("-DPARTIAL_STORE_N0=" + support::cpp11::to_string(partial_store_n0)); |
Felix Thomasmathibalan | afd38f0 | 2023-09-27 17:46:17 +0100 | [diff] [blame] | 272 | build_opts.add_option_if(gemm_info.activation_info.enabled(), |
| 273 | "-DACTIVATION_TYPE=" + |
| 274 | lower_string(string_from_activation_func(gemm_info.activation_info.activation()))); |
| 275 | build_opts.add_option_if(gemm_info.activation_info.enabled(), |
| 276 | "-DA_VAL=" + float_to_string_with_full_precision(gemm_info.activation_info.a())); |
| 277 | build_opts.add_option_if(gemm_info.activation_info.enabled(), |
| 278 | "-DB_VAL=" + float_to_string_with_full_precision(gemm_info.activation_info.b())); |
Georgios Pinitas | 856f66e | 2021-04-22 21:13:21 +0100 | [diff] [blame] | 279 | |
| 280 | std::string kernel_name("gemm_mm_reshaped_"); |
| 281 | kernel_name += lhs_info.transpose ? "lhs_t_" : "lhs_nt_"; |
| 282 | kernel_name += rhs_info.transpose ? "rhs_t" : "rhs_nt"; |
| 283 | kernel_name += rhs_info.export_to_cl_image ? "_texture" : ""; |
| 284 | |
ramelg01 | 9cca592 | 2021-11-11 10:05:00 +0000 | [diff] [blame] | 285 | // A macro guard to compile ONLY the kernel of interest |
| 286 | build_opts.add_option("-D" + upper_string(kernel_name)); |
| 287 | |
Georgios Pinitas | 856f66e | 2021-04-22 21:13:21 +0100 | [diff] [blame] | 288 | // Create kernel |
| 289 | _kernel = create_kernel(compile_context, kernel_name, build_opts.options()); |
| 290 | |
| 291 | // Set config_id for enabling LWS tuning |
| 292 | _config_id = kernel_name; |
| 293 | _config_id += "_"; |
| 294 | _config_id += (_add_bias ? "add_bias_" : ""); |
| 295 | _config_id += (gemm_info.broadcast_bias ? "broadcast_bias_" : ""); |
| 296 | _config_id += (_reinterpret_output_as_3d ? "3do_" : ""); |
| 297 | _config_id += (gemm_info.activation_info.enabled() ? "fused_activation_" : ""); |
| 298 | _config_id += lower_string(string_from_data_type(src0->data_type())); |
| 299 | _config_id += "_"; |
| 300 | _config_id += (enable_mixed_precision ? "mixed_precision_" : ""); |
| 301 | _config_id += support::cpp11::to_string(dst->dimension(1)); |
| 302 | _config_id += "_"; |
| 303 | _config_id += support::cpp11::to_string(dst->dimension(0)); |
| 304 | _config_id += "_"; |
| 305 | _config_id += support::cpp11::to_string(gemm_info.k); |
| 306 | _config_id += "_"; |
| 307 | _config_id += support::cpp11::to_string(dst->dimension(2)); |
| 308 | _config_id += "_"; |
| 309 | _config_id += support::cpp11::to_string(lhs_info.m0); |
| 310 | _config_id += "_"; |
| 311 | _config_id += support::cpp11::to_string(rhs_info.n0); |
| 312 | _config_id += "_"; |
| 313 | _config_id += support::cpp11::to_string(lhs_info.k0); |
| 314 | _config_id += "_"; |
| 315 | _config_id += support::cpp11::to_string(lhs_info.v0); |
| 316 | _config_id += "_"; |
| 317 | _config_id += support::cpp11::to_string(rhs_info.h0); |
| 318 | _config_id += "_"; |
| 319 | _config_id += support::cpp11::to_string(lhs_info.interleave); |
| 320 | _config_id += "_"; |
| 321 | _config_id += support::cpp11::to_string(rhs_info.interleave); |
| 322 | |
| 323 | ARM_COMPUTE_ERROR_ON(has_padding_changed(padding_info)); |
| 324 | } |
| 325 | |
Felix Thomasmathibalan | afd38f0 | 2023-09-27 17:46:17 +0100 | [diff] [blame] | 326 | Status ClGemmMatrixMultiplyReshapedKernel::validate(const ITensorInfo *src0, |
| 327 | const ITensorInfo *src1, |
| 328 | const ITensorInfo *src2, |
| 329 | const ITensorInfo *dst, |
| 330 | float alpha, |
| 331 | float beta, |
Georgios Pinitas | 856f66e | 2021-04-22 21:13:21 +0100 | [diff] [blame] | 332 | const GEMMLHSMatrixInfo &lhs_info, |
Felix Thomasmathibalan | afd38f0 | 2023-09-27 17:46:17 +0100 | [diff] [blame] | 333 | const GEMMRHSMatrixInfo &rhs_info, |
| 334 | const GEMMKernelInfo &gemm_info) |
Georgios Pinitas | 856f66e | 2021-04-22 21:13:21 +0100 | [diff] [blame] | 335 | { |
Georgios Pinitas | 856f66e | 2021-04-22 21:13:21 +0100 | [diff] [blame] | 336 | ARM_COMPUTE_RETURN_ON_ERROR(validate_arguments(src0, src1, src2, dst, alpha, beta, lhs_info, rhs_info, gemm_info)); |
Georgios Pinitas | 856f66e | 2021-04-22 21:13:21 +0100 | [diff] [blame] | 337 | return Status{}; |
| 338 | } |
| 339 | |
| 340 | void ClGemmMatrixMultiplyReshapedKernel::run_op(ITensorPack &tensors, const Window &window, cl::CommandQueue &queue) |
| 341 | { |
| 342 | ARM_COMPUTE_ERROR_ON_UNCONFIGURED_KERNEL(this); |
| 343 | ARM_COMPUTE_ERROR_ON_INVALID_SUBWINDOW(ICLKernel::window(), window); |
| 344 | |
Felix Thomasmathibalan | afd38f0 | 2023-09-27 17:46:17 +0100 | [diff] [blame] | 345 | const auto src0 = |
| 346 | utils::cast::polymorphic_downcast<const ICLTensor *>(tensors.get_const_tensor(TensorType::ACL_SRC_0)); |
| 347 | const auto src1 = |
| 348 | utils::cast::polymorphic_downcast<const ICLTensor *>(tensors.get_const_tensor(TensorType::ACL_SRC_1)); |
| 349 | const auto src2 = |
| 350 | utils::cast::polymorphic_downcast<const ICLTensor *>(tensors.get_const_tensor(TensorType::ACL_SRC_2)); |
| 351 | 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] | 352 | |
| 353 | ARM_COMPUTE_ERROR_ON_NULLPTR(src0, src1, dst); |
| 354 | ARM_COMPUTE_ERROR_ON(_add_bias && src2 == nullptr); |
| 355 | |
Felix Thomasmathibalan | afd38f0 | 2023-09-27 17:46:17 +0100 | [diff] [blame] | 356 | if (src1->info()->num_dimensions() < 3) |
Georgios Pinitas | 856f66e | 2021-04-22 21:13:21 +0100 | [diff] [blame] | 357 | { |
| 358 | // The stride_z for matrix B must be zero if we do not slice |
| 359 | ARM_COMPUTE_ERROR_ON(src1->info()->strides_in_bytes()[3] != 0); |
| 360 | } |
| 361 | |
| 362 | Window slice = window.first_slice_window_3D(); |
| 363 | Window slice_matrix_b = slice; |
| 364 | |
| 365 | slice_matrix_b.set(Window::DimX, Window::Dimension(0, 1, 1)); |
| 366 | slice_matrix_b.set(Window::DimY, Window::Dimension(0, 1, 1)); |
| 367 | |
| 368 | const unsigned int total_cross_plane_pad = dst->info()->padding().top + dst->info()->padding().bottom; |
| 369 | |
| 370 | cl::Image2D src1_image2d; |
| 371 | |
Felix Thomasmathibalan | afd38f0 | 2023-09-27 17:46:17 +0100 | [diff] [blame] | 372 | if (_export_to_cl_image) |
Georgios Pinitas | 856f66e | 2021-04-22 21:13:21 +0100 | [diff] [blame] | 373 | { |
Felix Thomasmathibalan | afd38f0 | 2023-09-27 17:46:17 +0100 | [diff] [blame] | 374 | const TensorShape shape2d(src1->info()->dimension(0) / 4, |
| 375 | src1->info()->dimension(1) * src1->info()->dimension(2)); |
Georgios Pinitas | 856f66e | 2021-04-22 21:13:21 +0100 | [diff] [blame] | 376 | const size_t image_row_pitch = src1->info()->strides_in_bytes()[1]; |
| 377 | |
Felix Thomasmathibalan | afd38f0 | 2023-09-27 17:46:17 +0100 | [diff] [blame] | 378 | src1_image2d = create_image2d_from_buffer(CLKernelLibrary::get().context(), src1->cl_buffer(), shape2d, |
| 379 | src1->info()->data_type(), image_row_pitch, CLImage2DType::ReadOnly); |
Georgios Pinitas | 856f66e | 2021-04-22 21:13:21 +0100 | [diff] [blame] | 380 | } |
| 381 | |
| 382 | do |
| 383 | { |
| 384 | Window slice_b = slice; |
| 385 | // Don't slice matrix B along the z dimension if matrix B has just 2 dimensions and matrix A more than 2 |
| 386 | // This scenario can happen when the matrix multiplication is used to perform a convolution operation |
Felix Thomasmathibalan | afd38f0 | 2023-09-27 17:46:17 +0100 | [diff] [blame] | 387 | if (!_slide_matrix_b) |
Georgios Pinitas | 856f66e | 2021-04-22 21:13:21 +0100 | [diff] [blame] | 388 | { |
| 389 | slice_b = slice_matrix_b; |
| 390 | } |
| 391 | |
| 392 | unsigned int idx = 0; |
| 393 | |
| 394 | // LHS buffer |
| 395 | add_2D_tensor_argument(idx, src0, slice); |
| 396 | |
| 397 | // RHS buffer or RHS OpenCL image (_export_to_cl_image == true) |
Felix Thomasmathibalan | afd38f0 | 2023-09-27 17:46:17 +0100 | [diff] [blame] | 398 | if (_export_to_cl_image) |
Georgios Pinitas | 856f66e | 2021-04-22 21:13:21 +0100 | [diff] [blame] | 399 | { |
| 400 | _kernel.setArg(idx++, src1_image2d); |
| 401 | } |
| 402 | else |
| 403 | { |
| 404 | add_2D_tensor_argument(idx, src1, slice_b); |
| 405 | } |
| 406 | |
| 407 | // Bias buffer (_add_bias == true) |
| 408 | add_2D_tensor_argument_if(_add_bias, idx, src2, slice); |
| 409 | |
| 410 | // dst buffer |
| 411 | add_2D_tensor_argument(idx, dst, slice); |
| 412 | |
Georgios Pinitas | 856f66e | 2021-04-22 21:13:21 +0100 | [diff] [blame] | 413 | // LHS stride_z |
| 414 | _kernel.setArg<cl_uint>(idx++, static_cast<unsigned int>(src0->info()->strides_in_bytes()[2])); |
| 415 | |
| 416 | // RHS stride_z (not used if _export_to_cl_image == true) |
| 417 | _kernel.setArg<cl_uint>(idx++, static_cast<unsigned int>(src1->info()->strides_in_bytes()[2])); |
| 418 | |
| 419 | // Bias stride_z (if _add_bias == true) |
Felix Thomasmathibalan | afd38f0 | 2023-09-27 17:46:17 +0100 | [diff] [blame] | 420 | if (_add_bias) |
Georgios Pinitas | 856f66e | 2021-04-22 21:13:21 +0100 | [diff] [blame] | 421 | { |
| 422 | _kernel.setArg<cl_uint>(idx++, static_cast<unsigned int>(src2->info()->strides_in_bytes()[2])); |
| 423 | } |
| 424 | |
| 425 | // dst stride_z |
| 426 | _kernel.setArg<cl_uint>(idx++, static_cast<unsigned int>(dst->info()->strides_in_bytes()[2])); |
| 427 | |
Georgios Pinitas | 856f66e | 2021-04-22 21:13:21 +0100 | [diff] [blame] | 428 | // Cross-plan padding (if _reinterpret_output_as_3d = true) |
Felix Thomasmathibalan | afd38f0 | 2023-09-27 17:46:17 +0100 | [diff] [blame] | 429 | if (_reinterpret_output_as_3d) |
Georgios Pinitas | 856f66e | 2021-04-22 21:13:21 +0100 | [diff] [blame] | 430 | { |
| 431 | _kernel.setArg<cl_uint>(idx++, static_cast<unsigned int>(total_cross_plane_pad)); |
| 432 | } |
| 433 | |
ramelg01 | 9cca592 | 2021-11-11 10:05:00 +0000 | [diff] [blame] | 434 | // Pass m, n and k at runtime |
| 435 | _kernel.setArg<cl_int>(idx++, _m); |
| 436 | _kernel.setArg<cl_int>(idx++, _n); |
| 437 | |
| 438 | // K dimension (not used if _export_to_cl_image == true) |
| 439 | _kernel.setArg<cl_int>(idx++, _k); |
| 440 | |
Georgios Pinitas | 856f66e | 2021-04-22 21:13:21 +0100 | [diff] [blame] | 441 | // Dispatch kernel |
| 442 | enqueue(queue, *this, slice, lws_hint(), _use_dummy_work_items); |
Felix Thomasmathibalan | afd38f0 | 2023-09-27 17:46:17 +0100 | [diff] [blame] | 443 | } while (window.slide_window_slice_3D(slice)); |
Georgios Pinitas | 856f66e | 2021-04-22 21:13:21 +0100 | [diff] [blame] | 444 | } |
| 445 | } // namespace kernels |
| 446 | } // namespace opencl |
ramelg01 | 9cca592 | 2021-11-11 10:05:00 +0000 | [diff] [blame] | 447 | } // namespace arm_compute |