Anthony Barbier | 6ff3b19 | 2017-09-04 18:44:23 +0100 | [diff] [blame] | 1 | /* |
Dana Zlotnik | 256ac62 | 2022-02-02 15:06:11 +0200 | [diff] [blame^] | 2 | * Copyright (c) 2017-2022 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 | */ |
Georgios Pinitas | 7891a73 | 2021-08-20 21:39:25 +0100 | [diff] [blame] | 24 | #include "src/cpu/kernels/CpuGemmMatrixMultiplyKernel.h" |
Anthony Barbier | 6ff3b19 | 2017-09-04 18:44:23 +0100 | [diff] [blame] | 25 | |
Anthony Barbier | 6ff3b19 | 2017-09-04 18:44:23 +0100 | [diff] [blame] | 26 | #include "arm_compute/core/Helpers.h" |
Anthony Barbier | 6ff3b19 | 2017-09-04 18:44:23 +0100 | [diff] [blame] | 27 | #include "arm_compute/core/TensorInfo.h" |
| 28 | #include "arm_compute/core/Types.h" |
Anthony Barbier | 6ff3b19 | 2017-09-04 18:44:23 +0100 | [diff] [blame] | 29 | #include "arm_compute/core/Validate.h" |
Ioan-Cristian Szabo | b4e3e1c | 2017-11-30 17:17:17 +0000 | [diff] [blame] | 30 | #include "arm_compute/core/utils/misc/ShapeCalculator.h" |
Sang-Hoon Park | 68dd25f | 2020-10-19 16:00:11 +0100 | [diff] [blame] | 31 | #include "src/core/CPP/Validate.h" |
Dana Zlotnik | 256ac62 | 2022-02-02 15:06:11 +0200 | [diff] [blame^] | 32 | #include "src/core/common/Registrars.h" |
Sang-Hoon Park | 68dd25f | 2020-10-19 16:00:11 +0100 | [diff] [blame] | 33 | #include "src/core/helpers/AutoConfiguration.h" |
| 34 | #include "src/core/helpers/WindowHelpers.h" |
Dana Zlotnik | 256ac62 | 2022-02-02 15:06:11 +0200 | [diff] [blame^] | 35 | #include "src/cpu/kernels/gemm_matrix_mul/list.h" |
Anthony Barbier | 6ff3b19 | 2017-09-04 18:44:23 +0100 | [diff] [blame] | 36 | |
| 37 | namespace arm_compute |
| 38 | { |
Michele Di Giorgio | 53832b2 | 2021-06-21 14:45:44 +0100 | [diff] [blame] | 39 | namespace cpu |
| 40 | { |
| 41 | namespace kernels |
| 42 | { |
Anthony Barbier | 6ff3b19 | 2017-09-04 18:44:23 +0100 | [diff] [blame] | 43 | namespace |
| 44 | { |
Dana Zlotnik | 256ac62 | 2022-02-02 15:06:11 +0200 | [diff] [blame^] | 45 | static const std::vector<CpuGemmMatrixMultiplyKernel::GemmMatrixMulKernel> available_kernels = |
Pablo Tello | 221f381 | 2017-06-28 17:27:56 +0100 | [diff] [blame] | 46 | { |
Pablo Tello | 221f381 | 2017-06-28 17:27:56 +0100 | [diff] [blame] | 47 | { |
Dana Zlotnik | 256ac62 | 2022-02-02 15:06:11 +0200 | [diff] [blame^] | 48 | "neon_fp32_gemm_matrix_mul", |
| 49 | [](const DataTypeISASelectorData & data) |
Pablo Tello | 221f381 | 2017-06-28 17:27:56 +0100 | [diff] [blame] | 50 | { |
Dana Zlotnik | 256ac62 | 2022-02-02 15:06:11 +0200 | [diff] [blame^] | 51 | return (data.dt == DataType::F32); |
| 52 | }, |
| 53 | REGISTER_FP32_NEON(neon_fp32_gemm_matrix_mul) |
Pablo Tello | 221f381 | 2017-06-28 17:27:56 +0100 | [diff] [blame] | 54 | }, |
Anthony Barbier | 6ff3b19 | 2017-09-04 18:44:23 +0100 | [diff] [blame] | 55 | { |
Dana Zlotnik | 256ac62 | 2022-02-02 15:06:11 +0200 | [diff] [blame^] | 56 | "neon_fp16_gemm_matrix_mul", |
| 57 | [](const DataTypeISASelectorData & data) |
Anthony Barbier | 6ff3b19 | 2017-09-04 18:44:23 +0100 | [diff] [blame] | 58 | { |
Dana Zlotnik | 256ac62 | 2022-02-02 15:06:11 +0200 | [diff] [blame^] | 59 | return (data.dt == DataType::F16) && data.isa.fp16; |
| 60 | }, |
| 61 | REGISTER_FP16_NEON(neon_fp16_gemm_matrix_mul) |
Anthony Barbier | 6ff3b19 | 2017-09-04 18:44:23 +0100 | [diff] [blame] | 62 | }, |
Dana Zlotnik | 256ac62 | 2022-02-02 15:06:11 +0200 | [diff] [blame^] | 63 | }; |
Anthony Barbier | 6ff3b19 | 2017-09-04 18:44:23 +0100 | [diff] [blame] | 64 | |
Michele Di Giorgio | 53832b2 | 2021-06-21 14:45:44 +0100 | [diff] [blame] | 65 | inline Status validate_arguments(const ITensorInfo *lhs, const ITensorInfo *rhs, const ITensorInfo *dst, float alpha, bool is_interleaved, const GEMMReshapeInfo &reshape_info) |
Giorgio Arena | 7c23ad0 | 2017-11-30 15:08:38 +0000 | [diff] [blame] | 66 | { |
Ioan-Cristian Szabo | b4e3e1c | 2017-11-30 17:17:17 +0000 | [diff] [blame] | 67 | ARM_COMPUTE_UNUSED(alpha); |
| 68 | |
Michele Di Giorgio | 53832b2 | 2021-06-21 14:45:44 +0100 | [diff] [blame] | 69 | ARM_COMPUTE_RETURN_ERROR_ON_CPU_F16_UNSUPPORTED(lhs); |
| 70 | ARM_COMPUTE_RETURN_ERROR_ON_DATA_TYPE_CHANNEL_NOT_IN(lhs, 1, DataType::F16, DataType::F32); |
| 71 | ARM_COMPUTE_RETURN_ERROR_ON_MISMATCHING_DATA_TYPES(lhs, rhs, dst); |
Giorgio Arena | 7c23ad0 | 2017-11-30 15:08:38 +0000 | [diff] [blame] | 72 | |
Ioan-Cristian Szabo | b4e3e1c | 2017-11-30 17:17:17 +0000 | [diff] [blame] | 73 | if(!is_interleaved) |
Giorgio Arena | 7c23ad0 | 2017-11-30 15:08:38 +0000 | [diff] [blame] | 74 | { |
Michele Di Giorgio | 53832b2 | 2021-06-21 14:45:44 +0100 | [diff] [blame] | 75 | ARM_COMPUTE_RETURN_ERROR_ON(lhs->dimension(0) != rhs->dimension(1)); |
Ioan-Cristian Szabo | b4e3e1c | 2017-11-30 17:17:17 +0000 | [diff] [blame] | 76 | |
Michele Di Giorgio | 53832b2 | 2021-06-21 14:45:44 +0100 | [diff] [blame] | 77 | if(dst->total_size() != 0) |
Ioan-Cristian Szabo | b4e3e1c | 2017-11-30 17:17:17 +0000 | [diff] [blame] | 78 | { |
Michele Di Giorgio | 53832b2 | 2021-06-21 14:45:44 +0100 | [diff] [blame] | 79 | ARM_COMPUTE_RETURN_ERROR_ON(rhs->dimension(0) != dst->dimension(0)); |
| 80 | ARM_COMPUTE_RETURN_ERROR_ON(lhs->dimension(1) != dst->dimension(1)); |
| 81 | ARM_COMPUTE_RETURN_ERROR_ON_MISMATCHING_DATA_TYPES(lhs, dst); |
Ioan-Cristian Szabo | b4e3e1c | 2017-11-30 17:17:17 +0000 | [diff] [blame] | 82 | } |
| 83 | } |
| 84 | else |
| 85 | { |
| 86 | const int m = reshape_info.m(); |
| 87 | const int n = reshape_info.n(); |
| 88 | const int k = reshape_info.k(); |
| 89 | const int mult_transpose1xW_width = reshape_info.mult_transpose1xW_width(); |
| 90 | const int mult_interleave4x4_height = reshape_info.mult_interleave4x4_height(); |
| 91 | |
| 92 | /* Interleave */ |
Michele Di Giorgio | 53832b2 | 2021-06-21 14:45:44 +0100 | [diff] [blame] | 93 | TensorShape tensor_shape0{ lhs->tensor_shape() }; |
Ioan-Cristian Szabo | b4e3e1c | 2017-11-30 17:17:17 +0000 | [diff] [blame] | 94 | tensor_shape0.set(0, k); |
| 95 | tensor_shape0.set(1, m); |
| 96 | |
Michele Di Giorgio | 53832b2 | 2021-06-21 14:45:44 +0100 | [diff] [blame] | 97 | const TensorInfo tensor_info0 = lhs->clone()->set_tensor_shape(tensor_shape0); |
| 98 | const TensorInfo tensor_info_reshaped0 = lhs->clone()->set_tensor_shape(misc::shape_calculator::compute_interleaved_shape(tensor_info0, mult_interleave4x4_height)); |
| 99 | ARM_COMPUTE_RETURN_ERROR_ON_MISMATCHING_SHAPES(lhs, &tensor_info_reshaped0); |
Ioan-Cristian Szabo | b4e3e1c | 2017-11-30 17:17:17 +0000 | [diff] [blame] | 100 | |
| 101 | if(n != 0) /* Transpose */ |
| 102 | { |
Michele Di Giorgio | 53832b2 | 2021-06-21 14:45:44 +0100 | [diff] [blame] | 103 | TensorShape tensor_shape1{ rhs->tensor_shape() }; |
Ioan-Cristian Szabo | b4e3e1c | 2017-11-30 17:17:17 +0000 | [diff] [blame] | 104 | tensor_shape1.set(0, n); |
| 105 | tensor_shape1.set(1, k); |
| 106 | |
Michele Di Giorgio | 53832b2 | 2021-06-21 14:45:44 +0100 | [diff] [blame] | 107 | const TensorInfo tensor_info1 = rhs->clone()->set_tensor_shape(tensor_shape1); |
| 108 | const TensorInfo tensor_info_reshaped1 = rhs->clone()->set_tensor_shape(misc::shape_calculator::compute_transpose1xW_with_element_size_shape(tensor_info1, mult_transpose1xW_width)); |
| 109 | ARM_COMPUTE_RETURN_ERROR_ON_MISMATCHING_SHAPES(rhs, &tensor_info_reshaped1); |
Ioan-Cristian Szabo | b4e3e1c | 2017-11-30 17:17:17 +0000 | [diff] [blame] | 110 | } |
| 111 | |
Michele Di Giorgio | 53832b2 | 2021-06-21 14:45:44 +0100 | [diff] [blame] | 112 | if(dst->total_size() != 0) |
Ioan-Cristian Szabo | b4e3e1c | 2017-11-30 17:17:17 +0000 | [diff] [blame] | 113 | { |
| 114 | if(n != 0) |
| 115 | { |
Michele Di Giorgio | 53832b2 | 2021-06-21 14:45:44 +0100 | [diff] [blame] | 116 | ARM_COMPUTE_RETURN_ERROR_ON(dst->dimension(0) != static_cast<size_t>(n)); |
Ioan-Cristian Szabo | b4e3e1c | 2017-11-30 17:17:17 +0000 | [diff] [blame] | 117 | } |
Michele Di Giorgio | 53832b2 | 2021-06-21 14:45:44 +0100 | [diff] [blame] | 118 | ARM_COMPUTE_RETURN_ERROR_ON(dst->dimension(1) != static_cast<size_t>(m)); |
| 119 | ARM_COMPUTE_RETURN_ERROR_ON_MISMATCHING_DATA_TYPES(lhs, dst); |
Ioan-Cristian Szabo | b4e3e1c | 2017-11-30 17:17:17 +0000 | [diff] [blame] | 120 | } |
Giorgio Arena | 7c23ad0 | 2017-11-30 15:08:38 +0000 | [diff] [blame] | 121 | } |
| 122 | |
| 123 | return Status{}; |
| 124 | } |
Dana Zlotnik | 256ac62 | 2022-02-02 15:06:11 +0200 | [diff] [blame^] | 125 | |
Anthony Barbier | 6ff3b19 | 2017-09-04 18:44:23 +0100 | [diff] [blame] | 126 | } // namespace |
| 127 | |
Michele Di Giorgio | 53832b2 | 2021-06-21 14:45:44 +0100 | [diff] [blame] | 128 | void CpuGemmMatrixMultiplyKernel::configure(const ITensorInfo *lhs, const ITensorInfo *rhs, ITensorInfo *dst, float alpha, bool is_interleaved, const GEMMReshapeInfo &reshape_info) |
Anthony Barbier | 6ff3b19 | 2017-09-04 18:44:23 +0100 | [diff] [blame] | 129 | { |
Michele Di Giorgio | 53832b2 | 2021-06-21 14:45:44 +0100 | [diff] [blame] | 130 | ARM_COMPUTE_ERROR_ON_NULLPTR(lhs, rhs, dst); |
Anthony Barbier | 6ff3b19 | 2017-09-04 18:44:23 +0100 | [diff] [blame] | 131 | |
Michele Di Giorgio | 53832b2 | 2021-06-21 14:45:44 +0100 | [diff] [blame] | 132 | // dst tensor auto inizialitation if not yet initialized |
| 133 | TensorShape tensor_shape{ lhs->tensor_shape() }; |
| 134 | tensor_shape.set(0, is_interleaved ? reshape_info.n() : rhs->dimension(0)); |
| 135 | tensor_shape.set(1, is_interleaved ? reshape_info.m() : lhs->dimension(1)); |
Ioan-Cristian Szabo | b4e3e1c | 2017-11-30 17:17:17 +0000 | [diff] [blame] | 136 | |
Michele Di Giorgio | 53832b2 | 2021-06-21 14:45:44 +0100 | [diff] [blame] | 137 | auto_init_if_empty(*dst, lhs->clone()->set_tensor_shape(tensor_shape)); |
Ioan-Cristian Szabo | b4e3e1c | 2017-11-30 17:17:17 +0000 | [diff] [blame] | 138 | |
| 139 | // Perform validate step |
Michele Di Giorgio | 53832b2 | 2021-06-21 14:45:44 +0100 | [diff] [blame] | 140 | ARM_COMPUTE_ERROR_THROW_ON(validate_arguments(lhs, rhs, dst, alpha, is_interleaved, reshape_info)); |
Anthony Barbier | 6ff3b19 | 2017-09-04 18:44:23 +0100 | [diff] [blame] | 141 | |
Michele Di Giorgio | 53832b2 | 2021-06-21 14:45:44 +0100 | [diff] [blame] | 142 | _alpha = alpha; |
Anthony Barbier | 6ff3b19 | 2017-09-04 18:44:23 +0100 | [diff] [blame] | 143 | |
Giorgio Arena | 7c23ad0 | 2017-11-30 15:08:38 +0000 | [diff] [blame] | 144 | // Configure kernel window |
Michele Di Giorgio | cf9e29e | 2020-10-08 11:54:42 +0100 | [diff] [blame] | 145 | Window win{}; |
| 146 | |
Michele Di Giorgio | 53832b2 | 2021-06-21 14:45:44 +0100 | [diff] [blame] | 147 | // Check if the dst tensor is a vector. If so,the kernel runs the vector-matrix multiplication |
| 148 | const bool is_dst_vector = (dst->dimension(1) == 1); |
| 149 | if(is_dst_vector) |
Michele Di Giorgio | cf9e29e | 2020-10-08 11:54:42 +0100 | [diff] [blame] | 150 | { |
Michele Di Giorgio | 53832b2 | 2021-06-21 14:45:44 +0100 | [diff] [blame] | 151 | const unsigned int num_elems_processed_per_iteration_x = (lhs->data_type() == DataType::F32) ? 16 : 32; |
Michele Di Giorgio | cf9e29e | 2020-10-08 11:54:42 +0100 | [diff] [blame] | 152 | |
Michele Di Giorgio | 53832b2 | 2021-06-21 14:45:44 +0100 | [diff] [blame] | 153 | win = calculate_max_window(*dst, Steps(num_elems_processed_per_iteration_x)); |
Michele Di Giorgio | cf9e29e | 2020-10-08 11:54:42 +0100 | [diff] [blame] | 154 | } |
| 155 | else |
| 156 | { |
| 157 | constexpr unsigned int num_elems_processed_per_iteration_x = 8; |
| 158 | constexpr unsigned int num_elems_processed_per_iteration_y = 4; |
| 159 | |
Michele Di Giorgio | 53832b2 | 2021-06-21 14:45:44 +0100 | [diff] [blame] | 160 | win = calculate_max_window(*dst, Steps(num_elems_processed_per_iteration_x, num_elems_processed_per_iteration_y)); |
Michele Di Giorgio | cf9e29e | 2020-10-08 11:54:42 +0100 | [diff] [blame] | 161 | } |
| 162 | |
Dana Zlotnik | 256ac62 | 2022-02-02 15:06:11 +0200 | [diff] [blame^] | 163 | const auto uk = CpuGemmMatrixMultiplyKernel::get_implementation(DataTypeISASelectorData{ lhs->data_type(), CPUInfo::get().get_isa() }); |
| 164 | ARM_COMPUTE_ERROR_ON_NULLPTR(uk); |
| 165 | _func = uk->ukernel; |
| 166 | |
Michele Di Giorgio | 53832b2 | 2021-06-21 14:45:44 +0100 | [diff] [blame] | 167 | ICPPKernel::configure(win); |
Anthony Barbier | 6ff3b19 | 2017-09-04 18:44:23 +0100 | [diff] [blame] | 168 | } |
Michele Di Giorgio | 53832b2 | 2021-06-21 14:45:44 +0100 | [diff] [blame] | 169 | |
| 170 | Status CpuGemmMatrixMultiplyKernel::validate(const ITensorInfo *lhs, const ITensorInfo *rhs, const ITensorInfo *dst, float alpha, bool is_interleaved, |
| 171 | const GEMMReshapeInfo &reshape_info) |
| 172 | { |
| 173 | ARM_COMPUTE_RETURN_ON_ERROR(validate_arguments(lhs, rhs, dst, alpha, is_interleaved, reshape_info)); |
| 174 | |
| 175 | return Status{}; |
| 176 | } |
| 177 | |
| 178 | void CpuGemmMatrixMultiplyKernel::run_op(ITensorPack &tensors, const Window &window, const ThreadInfo &info) |
| 179 | { |
| 180 | ARM_COMPUTE_ERROR_ON_UNCONFIGURED_KERNEL(this); |
| 181 | ARM_COMPUTE_ERROR_ON_INVALID_SUBWINDOW(IKernel::window(), window); |
| 182 | ARM_COMPUTE_ERROR_ON(tensors.empty()); |
| 183 | ARM_COMPUTE_ERROR_ON(_func == nullptr); |
| 184 | |
| 185 | const ITensor *lhs = tensors.get_const_tensor(TensorType::ACL_SRC_0); |
| 186 | const ITensor *rhs = tensors.get_const_tensor(TensorType::ACL_SRC_1); |
| 187 | ITensor *dst = tensors.get_tensor(TensorType::ACL_DST); |
| 188 | |
Dana Zlotnik | 256ac62 | 2022-02-02 15:06:11 +0200 | [diff] [blame^] | 189 | const bool is_dst_vector = (dst->info()->dimension(1) == 1); |
| 190 | (*_func)(lhs, rhs, dst, window, info, _alpha, is_dst_vector); |
Michele Di Giorgio | 53832b2 | 2021-06-21 14:45:44 +0100 | [diff] [blame] | 191 | } |
| 192 | |
| 193 | const char *CpuGemmMatrixMultiplyKernel::name() const |
| 194 | { |
| 195 | return "CpuGemmMatrixMultiplyKernel"; |
| 196 | } |
Dana Zlotnik | 256ac62 | 2022-02-02 15:06:11 +0200 | [diff] [blame^] | 197 | |
| 198 | const std::vector<CpuGemmMatrixMultiplyKernel::GemmMatrixMulKernel> &CpuGemmMatrixMultiplyKernel::get_available_kernels() |
| 199 | { |
| 200 | return available_kernels; |
| 201 | } |
Michele Di Giorgio | 53832b2 | 2021-06-21 14:45:44 +0100 | [diff] [blame] | 202 | } // namespace kernels |
| 203 | } // namespace cpu |
Michele Di Giorgio | cf9e29e | 2020-10-08 11:54:42 +0100 | [diff] [blame] | 204 | } // namespace arm_compute |