Anthony Barbier | 71d9b57 | 2018-07-06 17:05:59 +0100 | [diff] [blame] | 1 | /* |
Georgios Pinitas | 7cd26d4 | 2019-01-09 18:35:17 +0000 | [diff] [blame] | 2 | * Copyright (c) 2018-2019 ARM Limited. |
Anthony Barbier | 71d9b57 | 2018-07-06 17:05:59 +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/runtime/NEON/functions/NEGEMMAssemblyDispatch.h" |
| 25 | |
Anthony Barbier | eaefd00 | 2018-07-20 17:49:35 +0100 | [diff] [blame] | 26 | #include "arm_compute/core/CPP/Validate.h" |
Anthony Barbier | 71d9b57 | 2018-07-06 17:05:59 +0100 | [diff] [blame] | 27 | #include "arm_compute/runtime/NEON/NEScheduler.h" |
Anthony Barbier | c8e84b5 | 2018-07-17 16:48:42 +0100 | [diff] [blame] | 28 | #include "arm_compute/runtime/NEON/functions/NESimpleAssemblyFunction.h" |
Anthony Barbier | 71d9b57 | 2018-07-06 17:05:59 +0100 | [diff] [blame] | 29 | |
Anthony Barbier | eaefd00 | 2018-07-20 17:49:35 +0100 | [diff] [blame] | 30 | #include <arm_neon.h> |
| 31 | |
Anthony Barbier | c8e84b5 | 2018-07-17 16:48:42 +0100 | [diff] [blame] | 32 | namespace arm_compute |
| 33 | { |
Anthony Barbier | eaefd00 | 2018-07-20 17:49:35 +0100 | [diff] [blame] | 34 | namespace |
Anthony Barbier | 71d9b57 | 2018-07-06 17:05:59 +0100 | [diff] [blame] | 35 | { |
Georgios Pinitas | 48b3ef8 | 2019-10-14 19:03:09 +0100 | [diff] [blame] | 36 | arm_gemm::Activation map_to_arm_gemm_activation(const ActivationLayerInfo &act) |
Anthony Barbier | eaefd00 | 2018-07-20 17:49:35 +0100 | [diff] [blame] | 37 | { |
Georgios Pinitas | 48b3ef8 | 2019-10-14 19:03:09 +0100 | [diff] [blame] | 38 | arm_gemm::Activation gemm_act; |
| 39 | |
| 40 | // Early exit in case lower bound is other than 0, as it's not yet supported |
| 41 | if(act.b() != 0.f) |
Anthony Barbier | c8e84b5 | 2018-07-17 16:48:42 +0100 | [diff] [blame] | 42 | { |
Georgios Pinitas | 48b3ef8 | 2019-10-14 19:03:09 +0100 | [diff] [blame] | 43 | return gemm_act; |
Anthony Barbier | c8e84b5 | 2018-07-17 16:48:42 +0100 | [diff] [blame] | 44 | } |
Georgios Pinitas | 48b3ef8 | 2019-10-14 19:03:09 +0100 | [diff] [blame] | 45 | |
| 46 | switch(act.activation()) |
| 47 | { |
| 48 | case ActivationLayerInfo::ActivationFunction::RELU: |
| 49 | gemm_act.type = arm_gemm::Activation::Type::ReLU; |
| 50 | break; |
| 51 | case ActivationLayerInfo::ActivationFunction::BOUNDED_RELU: |
| 52 | gemm_act.type = arm_gemm::Activation::Type::BoundedReLU; |
| 53 | gemm_act.param1 = act.a(); |
| 54 | gemm_act.param2 = 0.f; |
| 55 | break; |
| 56 | case ActivationLayerInfo::ActivationFunction::LU_BOUNDED_RELU: |
| 57 | gemm_act.type = arm_gemm::Activation::Type::BoundedReLU; |
| 58 | gemm_act.param1 = act.a(); |
| 59 | gemm_act.param2 = act.b(); |
| 60 | break; |
| 61 | default: |
| 62 | gemm_act.type = arm_gemm::Activation::Type::None; |
| 63 | } |
| 64 | |
| 65 | return gemm_act; |
Anthony Barbier | c8e84b5 | 2018-07-17 16:48:42 +0100 | [diff] [blame] | 66 | } |
| 67 | |
Michalis Spyrou | 1a569a3 | 2019-09-10 17:20:34 +0100 | [diff] [blame] | 68 | template <typename TypeInput, typename TypeOutput> |
| 69 | class FallbackTransform : public ITransformWeights |
| 70 | { |
| 71 | public: |
| 72 | void run() override |
| 73 | { |
| 74 | _output.allocator()->allocate(); |
| 75 | ARM_COMPUTE_ERROR_ON(_output.buffer() == nullptr); |
| 76 | _gemm_kernel_asm->pretranspose_B_array(_output.buffer(), _in1_ptr, _ldb, _multi_stride_b); |
| 77 | _reshape_run = true; |
| 78 | } |
| 79 | |
| 80 | void release() override |
| 81 | { |
| 82 | _output.allocator()->free(); |
| 83 | } |
| 84 | |
| 85 | ITensor *get_weights() override |
| 86 | { |
| 87 | return &_output; |
| 88 | } |
| 89 | |
| 90 | uint32_t uid() override |
| 91 | { |
| 92 | uint32_t id = (_B_pretranspose_size | 0x80000000); |
| 93 | return id; |
| 94 | } |
| 95 | |
| 96 | void configure(size_t B_pretranspose_size, unsigned int alignment) |
| 97 | { |
| 98 | _output.allocator()->init(TensorInfo(TensorShape{ (B_pretranspose_size + alignment /* FIXME: remove alignment after COMPMID-1088 */) }, 1, DataType::S8), alignment); |
| 99 | _B_pretranspose_size = B_pretranspose_size; |
| 100 | } |
| 101 | |
| 102 | void set_pretranspose(ITensor *tensor) |
| 103 | { |
| 104 | if(!_reshape_run) |
| 105 | { |
| 106 | _gemm_kernel_asm->set_pretransposed_B_data(tensor->buffer()); |
| 107 | } |
| 108 | } |
| 109 | |
| 110 | void set_args(const int ldb, const TypeInput *in1_ptr, const int multi_stride_b, std::shared_ptr<arm_gemm::GemmCommon<TypeInput, TypeOutput>> gemm_kernel_asm) |
| 111 | { |
| 112 | _ldb = ldb; |
| 113 | _in1_ptr = in1_ptr; |
| 114 | _multi_stride_b = multi_stride_b; |
| 115 | _gemm_kernel_asm = gemm_kernel_asm; |
| 116 | } |
| 117 | |
| 118 | private: |
| 119 | Tensor _output{}; |
| 120 | int _ldb{}; |
| 121 | const TypeInput *_in1_ptr{}; |
| 122 | int _multi_stride_b{}; |
| 123 | size_t _B_pretranspose_size{}; |
| 124 | std::shared_ptr<arm_gemm::GemmCommon<TypeInput, TypeOutput>> _gemm_kernel_asm{ nullptr }; |
| 125 | }; |
| 126 | |
Anthony Barbier | eaefd00 | 2018-07-20 17:49:35 +0100 | [diff] [blame] | 127 | /** Fallback in case ACL doesn't have a function */ |
Georgios Pinitas | cfa2bba | 2019-06-27 17:00:52 +0100 | [diff] [blame] | 128 | template <typename TypeInput, typename TypeOutput, class OutputStage = arm_gemm::Nothing> |
Anthony Barbier | eaefd00 | 2018-07-20 17:49:35 +0100 | [diff] [blame] | 129 | class Fallback : public NEGEMMAssemblyDispatch::IFallback |
Anthony Barbier | c8e84b5 | 2018-07-17 16:48:42 +0100 | [diff] [blame] | 130 | { |
Anthony Barbier | eaefd00 | 2018-07-20 17:49:35 +0100 | [diff] [blame] | 131 | public: |
Michalis Spyrou | 1a569a3 | 2019-09-10 17:20:34 +0100 | [diff] [blame] | 132 | /** Destructor */ |
| 133 | ~Fallback() |
| 134 | { |
| 135 | // Release memory if we have allocated the memory ourselves |
| 136 | if(_pretranspose && !(_weights_manager && _weights_manager->are_weights_managed(_b))) |
| 137 | { |
| 138 | delete _pretranspose; |
| 139 | } |
| 140 | } |
| 141 | |
Georgios Pinitas | 3dbfd23 | 2019-01-30 17:17:16 +0000 | [diff] [blame] | 142 | /** Initialise the functions's input and output. |
| 143 | * |
Michalis Spyrou | 1a569a3 | 2019-09-10 17:20:34 +0100 | [diff] [blame] | 144 | * @param[in] a Input tensor containing the Matrix A. |
| 145 | * @param[in] b Input tensor containing the Matrix B. |
| 146 | * @param[in] c Input tensor containing the Matrix C. |
| 147 | * @param[out] d Output tensor to store the result of matrix multiplication. |
| 148 | * @param[in] args Matrix multiplication information. |
| 149 | * @param[in] gemm_info GEMM meta-data |
| 150 | * @param[in] memory_group Memory group to be used by the function. |
| 151 | * @param[in] weights_manager Weights manager to be used by the function. |
| 152 | * @param[in] os Output stage meta-data. |
Georgios Pinitas | 3dbfd23 | 2019-01-30 17:17:16 +0000 | [diff] [blame] | 153 | */ |
Georgios Pinitas | cfa2bba | 2019-06-27 17:00:52 +0100 | [diff] [blame] | 154 | void configure(const ITensor *a, const ITensor *b, const ITensor *c, ITensor *d, |
Georgios Pinitas | 48b3ef8 | 2019-10-14 19:03:09 +0100 | [diff] [blame] | 155 | arm_gemm::GemmArgs args, const GEMMInfo &gemm_info, |
Michalis Spyrou | 1a569a3 | 2019-09-10 17:20:34 +0100 | [diff] [blame] | 156 | MemoryGroup &memory_group, IWeightsManager *weights_manager, const OutputStage &os = {}); |
Georgios Pinitas | 3dbfd23 | 2019-01-30 17:17:16 +0000 | [diff] [blame] | 157 | |
| 158 | // Inherited methods overridden: |
Anthony Barbier | eaefd00 | 2018-07-20 17:49:35 +0100 | [diff] [blame] | 159 | void run() override; |
| 160 | void prepare() override; |
| 161 | bool is_configured() const override; |
Anthony Barbier | c8e84b5 | 2018-07-17 16:48:42 +0100 | [diff] [blame] | 162 | |
Anthony Barbier | eaefd00 | 2018-07-20 17:49:35 +0100 | [diff] [blame] | 163 | private: |
| 164 | /** Allocate a workspace tensor. |
| 165 | * |
| 166 | * @param[in] workspace_size Size to allocate. |
| 167 | * @param[in] memory_group Tensor memory group. |
| 168 | * @param[in] alignment Workspace memory alignment. |
| 169 | */ |
Anthony Barbier | 20394d5 | 2018-08-02 11:29:09 +0100 | [diff] [blame] | 170 | void allocate_workspace(size_t workspace_size, MemoryGroup &memory_group, size_t alignment); |
Anthony Barbier | c8e84b5 | 2018-07-17 16:48:42 +0100 | [diff] [blame] | 171 | |
Anthony Barbier | eaefd00 | 2018-07-20 17:49:35 +0100 | [diff] [blame] | 172 | /** Assembly Gemm kernel */ |
Michalis Spyrou | 1a569a3 | 2019-09-10 17:20:34 +0100 | [diff] [blame] | 173 | std::shared_ptr<arm_gemm::GemmCommon<TypeInput, TypeOutput>> _gemm_kernel_asm{ nullptr }; |
Anthony Barbier | eaefd00 | 2018-07-20 17:49:35 +0100 | [diff] [blame] | 174 | /** Optimised NEON kernel */ |
| 175 | std::unique_ptr<INEKernel> _optimised_kernel{ nullptr }; |
| 176 | /** Input A */ |
| 177 | const ITensor *_a |
Anthony Barbier | c8e84b5 | 2018-07-17 16:48:42 +0100 | [diff] [blame] | 178 | { |
Anthony Barbier | eaefd00 | 2018-07-20 17:49:35 +0100 | [diff] [blame] | 179 | nullptr |
| 180 | }; |
| 181 | /** Input B */ |
| 182 | const ITensor *_b |
| 183 | { |
| 184 | nullptr |
| 185 | }; |
Georgios Pinitas | cfa2bba | 2019-06-27 17:00:52 +0100 | [diff] [blame] | 186 | const ITensor *_c |
| 187 | { |
| 188 | nullptr |
| 189 | }; |
Anthony Barbier | eaefd00 | 2018-07-20 17:49:35 +0100 | [diff] [blame] | 190 | /** Output */ |
| 191 | ITensor *_d{ nullptr }; |
| 192 | /** GEMM workspace */ |
| 193 | Tensor _workspace{}; |
| 194 | /** Pre-transpose tensor */ |
Michalis Spyrou | 1a569a3 | 2019-09-10 17:20:34 +0100 | [diff] [blame] | 195 | ITensor *_pretranspose{ nullptr }; |
Anthony Barbier | eaefd00 | 2018-07-20 17:49:35 +0100 | [diff] [blame] | 196 | /** Prepared flag */ |
| 197 | bool _is_prepared{ false }; |
Georgios Pinitas | 37d080f | 2019-06-21 18:43:12 +0100 | [diff] [blame] | 198 | /** GEMM meta-data */ |
| 199 | GEMMInfo _gemm_info{}; |
Michalis Spyrou | 1a569a3 | 2019-09-10 17:20:34 +0100 | [diff] [blame] | 200 | /** Weights manager */ |
| 201 | IWeightsManager *_weights_manager{ nullptr }; |
| 202 | /** Weights transform object */ |
| 203 | FallbackTransform<TypeInput, TypeOutput> _weights_transform{}; |
Anthony Barbier | eaefd00 | 2018-07-20 17:49:35 +0100 | [diff] [blame] | 204 | }; |
Anthony Barbier | 71d9b57 | 2018-07-06 17:05:59 +0100 | [diff] [blame] | 205 | |
Georgios Pinitas | cfa2bba | 2019-06-27 17:00:52 +0100 | [diff] [blame] | 206 | template <typename TypeInput, typename TypeOutput, class OutputStage> |
| 207 | void Fallback<TypeInput, TypeOutput, OutputStage>::configure(const ITensor *a, const ITensor *b, const ITensor *c, ITensor *d, |
Georgios Pinitas | 48b3ef8 | 2019-10-14 19:03:09 +0100 | [diff] [blame] | 208 | arm_gemm::GemmArgs args, const GEMMInfo &gemm_info, |
Michalis Spyrou | 1a569a3 | 2019-09-10 17:20:34 +0100 | [diff] [blame] | 209 | MemoryGroup &memory_group, IWeightsManager *weights_manager, const OutputStage &os) |
Anthony Barbier | 71d9b57 | 2018-07-06 17:05:59 +0100 | [diff] [blame] | 210 | { |
Georgios Pinitas | 3dbfd23 | 2019-01-30 17:17:16 +0000 | [diff] [blame] | 211 | arm_gemm::GemmConfig gemm_cfg; |
Georgios Pinitas | cfa2bba | 2019-06-27 17:00:52 +0100 | [diff] [blame] | 212 | const arm_gemm::KernelDescription gemm_kernel_info = arm_gemm::get_gemm_method<TypeInput, TypeOutput, OutputStage>(args, os); |
Michalis Spyrou | 1a569a3 | 2019-09-10 17:20:34 +0100 | [diff] [blame] | 213 | _weights_manager = weights_manager; |
Georgios Pinitas | 3dbfd23 | 2019-01-30 17:17:16 +0000 | [diff] [blame] | 214 | if(gemm_kernel_info.method != arm_gemm::GemmMethod::GEMV_BATCHED) |
| 215 | { |
| 216 | gemm_cfg.filter = gemm_kernel_info.name; |
| 217 | args._cfg = &gemm_cfg; |
| 218 | } |
Georgios Pinitas | cfa2bba | 2019-06-27 17:00:52 +0100 | [diff] [blame] | 219 | _gemm_kernel_asm = arm_gemm::gemm<TypeInput, TypeOutput, OutputStage>(args, os); |
Anthony Barbier | 71d9b57 | 2018-07-06 17:05:59 +0100 | [diff] [blame] | 220 | if(_gemm_kernel_asm == nullptr) |
| 221 | { |
| 222 | //configuration not supported: Leave function unconfigured: |
| 223 | return; |
| 224 | } |
| 225 | |
| 226 | // arm_compute wrapper for the Gemm object (see above) |
| 227 | std::unique_ptr<NEGEMMAssemblyWrapperKernel<TypeInput, TypeOutput>> acl_gemm_wrapper = support::cpp14::make_unique<NEGEMMAssemblyWrapperKernel<TypeInput, TypeOutput>>(); |
| 228 | ARM_COMPUTE_ERROR_ON(acl_gemm_wrapper == nullptr); |
Georgios Pinitas | 3dbfd23 | 2019-01-30 17:17:16 +0000 | [diff] [blame] | 229 | acl_gemm_wrapper->configure(_gemm_kernel_asm.get(), gemm_cfg.filter); |
Anthony Barbier | 71d9b57 | 2018-07-06 17:05:59 +0100 | [diff] [blame] | 230 | const size_t workspace_size = _gemm_kernel_asm->get_working_size(); |
| 231 | if(workspace_size > 0) |
| 232 | { |
| 233 | // Allocate workspace |
| 234 | const unsigned int alignment = 4096; |
Anthony Barbier | 20394d5 | 2018-08-02 11:29:09 +0100 | [diff] [blame] | 235 | allocate_workspace(workspace_size, memory_group, alignment); |
Anthony Barbier | 71d9b57 | 2018-07-06 17:05:59 +0100 | [diff] [blame] | 236 | } |
| 237 | |
| 238 | //if we disable this code below in brackets then ConvLayer deadlocks when threads > 1 and |
| 239 | //the shapes are In=1x1x1024 Weights=1x1x1024x1001 Biases=1001 Out=1x1x1001 |
| 240 | { |
Anthony Barbier | c8e84b5 | 2018-07-17 16:48:42 +0100 | [diff] [blame] | 241 | const int window_size = _gemm_kernel_asm->get_window_size(); |
| 242 | if(window_size < args._maxthreads) |
Anthony Barbier | 71d9b57 | 2018-07-06 17:05:59 +0100 | [diff] [blame] | 243 | { |
Anthony Barbier | c8e84b5 | 2018-07-17 16:48:42 +0100 | [diff] [blame] | 244 | _gemm_kernel_asm->set_nthreads(window_size); |
Anthony Barbier | 71d9b57 | 2018-07-06 17:05:59 +0100 | [diff] [blame] | 245 | } |
| 246 | } |
| 247 | |
| 248 | _optimised_kernel = std::move(acl_gemm_wrapper); |
| 249 | _a = a; |
| 250 | _b = b; |
Georgios Pinitas | cfa2bba | 2019-06-27 17:00:52 +0100 | [diff] [blame] | 251 | _c = c; |
Anthony Barbier | 71d9b57 | 2018-07-06 17:05:59 +0100 | [diff] [blame] | 252 | _d = d; |
Georgios Pinitas | 37d080f | 2019-06-21 18:43:12 +0100 | [diff] [blame] | 253 | _gemm_info = gemm_info; |
Anthony Barbier | 71d9b57 | 2018-07-06 17:05:59 +0100 | [diff] [blame] | 254 | // Check for pre-transposed support |
| 255 | if(_gemm_kernel_asm->B_pretranspose_required()) |
| 256 | { |
| 257 | // Forcing 128-byte alignment (required by 32-bit kernels) |
| 258 | const unsigned int alignment = 128; |
| 259 | const size_t B_pretranspose_size = _gemm_kernel_asm->get_B_pretransposed_array_size(); |
Michalis Spyrou | 1a569a3 | 2019-09-10 17:20:34 +0100 | [diff] [blame] | 260 | if(weights_manager && _weights_manager->are_weights_managed(b)) |
| 261 | { |
| 262 | _weights_transform.configure(B_pretranspose_size, alignment); |
| 263 | _pretranspose = _weights_manager->acquire(b, &_weights_transform); |
| 264 | } |
| 265 | else |
| 266 | { |
| 267 | _pretranspose = new Tensor(); |
| 268 | static_cast<Tensor *>(_pretranspose)->allocator()->init(TensorInfo(TensorShape{ (B_pretranspose_size + alignment /* FIXME: remove alignment after COMPMID-1088 */) }, 1, DataType::S8), alignment); |
| 269 | } |
Anthony Barbier | 71d9b57 | 2018-07-06 17:05:59 +0100 | [diff] [blame] | 270 | } |
| 271 | } |
| 272 | |
Georgios Pinitas | cfa2bba | 2019-06-27 17:00:52 +0100 | [diff] [blame] | 273 | template <typename TypeInput, typename TypeOutput, class OutputStage> |
| 274 | void Fallback<TypeInput, TypeOutput, OutputStage>::prepare() |
Anthony Barbier | 71d9b57 | 2018-07-06 17:05:59 +0100 | [diff] [blame] | 275 | { |
| 276 | if(!_is_prepared) |
| 277 | { |
Georgios Pinitas | cfa2bba | 2019-06-27 17:00:52 +0100 | [diff] [blame] | 278 | // Setup up matrix bias in the assembly kernel, it's just a pointer to matrix C. |
| 279 | if(_c && _c->info()->data_type() == DataType::S32) |
| 280 | { |
Georgios Pinitas | 48b3ef8 | 2019-10-14 19:03:09 +0100 | [diff] [blame] | 281 | _gemm_kernel_asm->set_quantized_bias(reinterpret_cast<const int32_t *>(_c->buffer() + _c->info()->offset_first_element_in_bytes()), 0); |
Georgios Pinitas | cfa2bba | 2019-06-27 17:00:52 +0100 | [diff] [blame] | 282 | } |
| 283 | |
Anthony Barbier | 71d9b57 | 2018-07-06 17:05:59 +0100 | [diff] [blame] | 284 | // Pretranspose B if required |
| 285 | if(_gemm_kernel_asm->B_pretranspose_required()) |
| 286 | { |
| 287 | const int ldb = _b->info()->strides_in_bytes().y() / sizeof(TypeInput); |
Georgios Pinitas | eb84d6b | 2018-07-27 18:28:10 +0100 | [diff] [blame] | 288 | const auto in1_ptr = reinterpret_cast<const TypeInput *>(_b->buffer() + _b->info()->offset_first_element_in_bytes()); |
Anthony Barbier | 71d9b57 | 2018-07-06 17:05:59 +0100 | [diff] [blame] | 289 | const int multi_stride_b = _b->info()->strides_in_bytes().z() / sizeof(TypeInput); |
| 290 | |
Michalis Spyrou | 1a569a3 | 2019-09-10 17:20:34 +0100 | [diff] [blame] | 291 | if(_weights_manager && _weights_manager->are_weights_managed(_b)) |
| 292 | { |
| 293 | _weights_transform.set_args(ldb, in1_ptr, multi_stride_b, _gemm_kernel_asm); |
| 294 | _weights_manager->run(_b, &_weights_transform); |
| 295 | |
| 296 | // If we didn't run the reshape function, set the pretransposed buffer |
| 297 | if(!_weights_transform.is_reshape_run()) |
| 298 | { |
| 299 | _weights_transform.set_pretranspose(_pretranspose); |
| 300 | } |
| 301 | } |
| 302 | else |
| 303 | { |
| 304 | static_cast<Tensor *>(_pretranspose)->allocator()->allocate(); |
| 305 | ARM_COMPUTE_ERROR_ON(_pretranspose->buffer() == nullptr); |
| 306 | _gemm_kernel_asm->pretranspose_B_array(_pretranspose->buffer(), in1_ptr, ldb, multi_stride_b); |
| 307 | _b->mark_as_unused(); |
| 308 | } |
Anthony Barbier | 71d9b57 | 2018-07-06 17:05:59 +0100 | [diff] [blame] | 309 | } |
| 310 | |
| 311 | _is_prepared = true; |
| 312 | } |
| 313 | } |
| 314 | |
Georgios Pinitas | cfa2bba | 2019-06-27 17:00:52 +0100 | [diff] [blame] | 315 | template <typename TypeInput, typename TypeOutput, class OutputStage> |
| 316 | void Fallback<TypeInput, TypeOutput, OutputStage>::allocate_workspace(size_t workspace_size, MemoryGroup &memory_group, size_t alignment) |
Anthony Barbier | 71d9b57 | 2018-07-06 17:05:59 +0100 | [diff] [blame] | 317 | { |
| 318 | ARM_COMPUTE_ERROR_ON_MSG(workspace_size == 0, "size cannot be 0"); |
| 319 | _workspace.allocator()->init(TensorInfo(TensorShape{ (workspace_size + alignment /* FIXME: remove alignment after COMPMID-1088 */) }, 1, DataType::S8), alignment); |
Anthony Barbier | 20394d5 | 2018-08-02 11:29:09 +0100 | [diff] [blame] | 320 | memory_group.manage(&_workspace); |
Anthony Barbier | 71d9b57 | 2018-07-06 17:05:59 +0100 | [diff] [blame] | 321 | _workspace.allocator()->allocate(); |
| 322 | } |
| 323 | |
Georgios Pinitas | cfa2bba | 2019-06-27 17:00:52 +0100 | [diff] [blame] | 324 | template <typename TypeInput, typename TypeOutput, class OutputStage> |
| 325 | bool Fallback<TypeInput, TypeOutput, OutputStage>::is_configured() const |
Anthony Barbier | 71d9b57 | 2018-07-06 17:05:59 +0100 | [diff] [blame] | 326 | { |
| 327 | return _optimised_kernel != nullptr; |
| 328 | } |
| 329 | |
Georgios Pinitas | cfa2bba | 2019-06-27 17:00:52 +0100 | [diff] [blame] | 330 | template <typename TypeInput, typename TypeOutput, class OutputStage> |
| 331 | void Fallback<TypeInput, TypeOutput, OutputStage>::run() |
Anthony Barbier | 71d9b57 | 2018-07-06 17:05:59 +0100 | [diff] [blame] | 332 | { |
| 333 | const int lda = _a->info()->strides_in_bytes().y() / sizeof(TypeInput); |
Georgios Pinitas | 40ed6d8 | 2018-07-31 17:22:11 +0100 | [diff] [blame] | 334 | int ldb = 0; |
Anthony Barbier | 71d9b57 | 2018-07-06 17:05:59 +0100 | [diff] [blame] | 335 | const int ldd = _d->info()->strides_in_bytes().y() / sizeof(TypeOutput); |
| 336 | |
Georgios Pinitas | 37d080f | 2019-06-21 18:43:12 +0100 | [diff] [blame] | 337 | const size_t a_batch_idx = _gemm_info.reinterpret_input_as_3d() != 0 ? 3 : 2; |
| 338 | const size_t a_multi_idx = a_batch_idx + 1; |
| 339 | const size_t d_batch_idx = _gemm_info.depth_output_gemm3d() != 0 ? 3 : 2; |
| 340 | const size_t d_multi_idx = d_batch_idx + 1; |
Anthony Barbier | 71d9b57 | 2018-07-06 17:05:59 +0100 | [diff] [blame] | 341 | |
Georgios Pinitas | 37d080f | 2019-06-21 18:43:12 +0100 | [diff] [blame] | 342 | const int batch_stride_a = _a->info()->strides_in_bytes()[a_batch_idx] / sizeof(TypeInput); |
| 343 | const int batch_stride_d = _d->info()->strides_in_bytes()[d_batch_idx] / sizeof(TypeOutput); |
Anthony Barbier | 71d9b57 | 2018-07-06 17:05:59 +0100 | [diff] [blame] | 344 | |
Georgios Pinitas | 37d080f | 2019-06-21 18:43:12 +0100 | [diff] [blame] | 345 | const int multi_stride_a = _a->info()->strides_in_bytes()[a_multi_idx] / sizeof(TypeInput); |
Georgios Pinitas | 40ed6d8 | 2018-07-31 17:22:11 +0100 | [diff] [blame] | 346 | int multi_stride_b = 0; |
Georgios Pinitas | 37d080f | 2019-06-21 18:43:12 +0100 | [diff] [blame] | 347 | const int multi_stride_d = _d->info()->strides_in_bytes()[d_multi_idx] / sizeof(TypeOutput); |
Anthony Barbier | 71d9b57 | 2018-07-06 17:05:59 +0100 | [diff] [blame] | 348 | |
Georgios Pinitas | 40ed6d8 | 2018-07-31 17:22:11 +0100 | [diff] [blame] | 349 | const auto in0_ptr = reinterpret_cast<const TypeInput *>(_a->buffer() + _a->info()->offset_first_element_in_bytes()); |
| 350 | const TypeInput *in1_ptr = nullptr; |
| 351 | auto out_ptr = reinterpret_cast<TypeOutput *>(_d->buffer() + _d->info()->offset_first_element_in_bytes()); |
| 352 | |
| 353 | // Check if B is pre-tranposed and de-reference if not |
| 354 | if(!_gemm_kernel_asm->B_is_pretransposed()) |
| 355 | { |
| 356 | ldb = _b->info()->strides_in_bytes().y() / sizeof(TypeInput); |
| 357 | multi_stride_b = _b->info()->strides_in_bytes().z() / sizeof(TypeInput); |
| 358 | in1_ptr = reinterpret_cast<const TypeInput *>(_b->buffer() + _b->info()->offset_first_element_in_bytes()); |
| 359 | } |
Anthony Barbier | 71d9b57 | 2018-07-06 17:05:59 +0100 | [diff] [blame] | 360 | |
| 361 | // Set workspace if needed and reset number of threads as buffer manager gets re-created with max_threads |
| 362 | if(_workspace.buffer() != nullptr) |
| 363 | { |
| 364 | _gemm_kernel_asm->set_working_space(reinterpret_cast<void *>(_workspace.buffer())); |
| 365 | const unsigned int window_size = _gemm_kernel_asm->get_window_size(); |
| 366 | unsigned int num_threads = NEScheduler::get().num_threads(); |
| 367 | if(window_size < num_threads) |
| 368 | { |
| 369 | num_threads = window_size; |
| 370 | _gemm_kernel_asm->set_nthreads(num_threads); |
| 371 | } |
| 372 | } |
| 373 | |
| 374 | // Prepare assembly kernel |
| 375 | prepare(); |
| 376 | |
Georgios Pinitas | 48b3ef8 | 2019-10-14 19:03:09 +0100 | [diff] [blame] | 377 | TypeOutput *bias = nullptr; |
| 378 | // Setup up matrix bias in the assembly kernel, it's just a pointer to matrix C. |
| 379 | if(_c && _c->info()->data_type() != DataType::S32) |
| 380 | { |
| 381 | bias = reinterpret_cast<TypeOutput *>(_c->buffer() + _c->info()->offset_first_element_in_bytes()); |
| 382 | } |
Anthony Barbier | 71d9b57 | 2018-07-06 17:05:59 +0100 | [diff] [blame] | 383 | // Set gemm parameters |
Georgios Pinitas | 48b3ef8 | 2019-10-14 19:03:09 +0100 | [diff] [blame] | 384 | _gemm_kernel_asm->set_arrays(in0_ptr, lda, batch_stride_a, multi_stride_a, |
| 385 | in1_ptr, ldb, multi_stride_b, |
| 386 | out_ptr, ldd, batch_stride_d, multi_stride_d, |
| 387 | bias, 0); |
Anthony Barbier | 71d9b57 | 2018-07-06 17:05:59 +0100 | [diff] [blame] | 388 | |
| 389 | // Schedule assembly kernel |
| 390 | NEScheduler::get().schedule(_optimised_kernel.get(), Window::DimX); |
| 391 | } |
| 392 | |
Anthony Barbier | eaefd00 | 2018-07-20 17:49:35 +0100 | [diff] [blame] | 393 | template <typename TypeInput, typename TypeOutput> |
Georgios Pinitas | 48b3ef8 | 2019-10-14 19:03:09 +0100 | [diff] [blame] | 394 | void create_arm_gemm(std::unique_ptr<NEGEMMAssemblyDispatch::IFallback> &arm_gemm, MemoryGroup &memory_group, |
| 395 | const ITensor *a, const ITensor *b, const ITensor *c, ITensor *d, arm_gemm::Activation activation, const GEMMInfo &gemm_info, |
| 396 | IWeightsManager *weights_manager) |
Anthony Barbier | eaefd00 | 2018-07-20 17:49:35 +0100 | [diff] [blame] | 397 | { |
Georgios Pinitas | 37d080f | 2019-06-21 18:43:12 +0100 | [diff] [blame] | 398 | INEGEMMWrapperKernel::Params p = INEGEMMWrapperKernel::extract_parameters(a, b, d, gemm_info); |
Anthony Barbier | eaefd00 | 2018-07-20 17:49:35 +0100 | [diff] [blame] | 399 | const CPUInfo &ci = NEScheduler::get().cpu_info(); |
| 400 | unsigned int num_threads = NEScheduler::get().num_threads(); |
| 401 | |
Georgios Pinitas | 48b3ef8 | 2019-10-14 19:03:09 +0100 | [diff] [blame] | 402 | arm_gemm::GemmArgs args(&ci, p.M, p.N, p.K, p.batches, p.multis, false, false, activation, num_threads, gemm_info.pretranpose_B()); |
Anthony Barbier | eaefd00 | 2018-07-20 17:49:35 +0100 | [diff] [blame] | 403 | |
Georgios Pinitas | 48b3ef8 | 2019-10-14 19:03:09 +0100 | [diff] [blame] | 404 | // Create arm_gemm fallback |
| 405 | auto fallback = support::cpp14::make_unique<Fallback<TypeInput, TypeOutput>>(); |
| 406 | fallback->configure(a, b, c, d, args, gemm_info, memory_group, weights_manager); |
| 407 | arm_gemm = std::move(fallback); |
Georgios Pinitas | cfa2bba | 2019-06-27 17:00:52 +0100 | [diff] [blame] | 408 | } |
| 409 | |
| 410 | template <typename TypeInput, typename TypeOutput> |
Georgios Pinitas | 48b3ef8 | 2019-10-14 19:03:09 +0100 | [diff] [blame] | 411 | void create_arm_gemm_quant(std::unique_ptr<NEGEMMAssemblyDispatch::IFallback> &arm_gemm, MemoryGroup &memory_group, |
| 412 | const ITensor *a, const ITensor *b, const ITensor *c, ITensor *d, arm_gemm::Activation activation, const GEMMInfo &gemm_info, |
| 413 | IWeightsManager *weights_manager) |
Georgios Pinitas | cfa2bba | 2019-06-27 17:00:52 +0100 | [diff] [blame] | 414 | { |
| 415 | INEGEMMWrapperKernel::Params p = INEGEMMWrapperKernel::extract_parameters(a, b, d, gemm_info); |
| 416 | const CPUInfo &ci = NEScheduler::get().cpu_info(); |
| 417 | unsigned int num_threads = NEScheduler::get().num_threads(); |
| 418 | |
Georgios Pinitas | 48b3ef8 | 2019-10-14 19:03:09 +0100 | [diff] [blame] | 419 | arm_gemm::GemmArgs args(&ci, p.M, p.N, p.K, p.batches, p.multis, false, false, activation, num_threads, gemm_info.pretranpose_B()); |
Georgios Pinitas | cfa2bba | 2019-06-27 17:00:52 +0100 | [diff] [blame] | 420 | |
| 421 | // Configure requantization info |
| 422 | const int32_t a_offset = -a->info()->quantization_info().uniform().offset; |
| 423 | const int32_t b_offset = -b->info()->quantization_info().uniform().offset; |
| 424 | const GEMMLowpOutputStageInfo os_info = gemm_info.gemmlowp_output_stage(); |
| 425 | |
Georgios Pinitas | 48b3ef8 | 2019-10-14 19:03:09 +0100 | [diff] [blame] | 426 | const arm_gemm::ARequantizeLayer32 gemm_requant_info(nullptr, 0, |
Georgios Pinitas | cfa2bba | 2019-06-27 17:00:52 +0100 | [diff] [blame] | 427 | a_offset, b_offset, os_info.gemmlowp_offset, |
| 428 | -os_info.gemmlowp_shift, os_info.gemmlowp_multiplier, |
| 429 | os_info.gemmlowp_min_bound, os_info.gemmlowp_max_bound); |
| 430 | |
Georgios Pinitas | 48b3ef8 | 2019-10-14 19:03:09 +0100 | [diff] [blame] | 431 | // Create arm_gemm fallback |
| 432 | auto fallback = support::cpp14::make_unique<Fallback<TypeInput, TypeOutput, arm_gemm::ARequantizeLayer32>>(); |
| 433 | fallback->configure(a, b, c, d, args, gemm_info, memory_group, weights_manager, gemm_requant_info); |
| 434 | arm_gemm = std::move(fallback); |
Anthony Barbier | eaefd00 | 2018-07-20 17:49:35 +0100 | [diff] [blame] | 435 | } |
| 436 | |
| 437 | } //namespace |
| 438 | |
Michalis Spyrou | 1a569a3 | 2019-09-10 17:20:34 +0100 | [diff] [blame] | 439 | NEGEMMAssemblyDispatch::NEGEMMAssemblyDispatch(std::shared_ptr<IMemoryManager> memory_manager, IWeightsManager *weights_manager) |
Georgios Pinitas | 48b3ef8 | 2019-10-14 19:03:09 +0100 | [diff] [blame] | 440 | : _arm_gemm(nullptr), _memory_group(std::move(memory_manager)), _weights_manager(weights_manager) |
Anthony Barbier | eaefd00 | 2018-07-20 17:49:35 +0100 | [diff] [blame] | 441 | { |
| 442 | } |
| 443 | |
Georgios Pinitas | 48b3ef8 | 2019-10-14 19:03:09 +0100 | [diff] [blame] | 444 | Status NEGEMMAssemblyDispatch::validate(const ITensorInfo *a, const ITensorInfo *b, const ITensorInfo *c, const ITensorInfo *d, const GEMMInfo &gemm_info) |
Anthony Barbier | eaefd00 | 2018-07-20 17:49:35 +0100 | [diff] [blame] | 445 | { |
Georgios Pinitas | 48b3ef8 | 2019-10-14 19:03:09 +0100 | [diff] [blame] | 446 | ARM_COMPUTE_UNUSED(gemm_info); |
Georgios Pinitas | cfa2bba | 2019-06-27 17:00:52 +0100 | [diff] [blame] | 447 | ARM_COMPUTE_UNUSED(c); |
Anthony Barbier | eaefd00 | 2018-07-20 17:49:35 +0100 | [diff] [blame] | 448 | ARM_COMPUTE_RETURN_ERROR_ON_NULLPTR(a, b, d); |
| 449 | ARM_COMPUTE_RETURN_ERROR_ON_CPU_F16_UNSUPPORTED(a); |
| 450 | #ifndef __aarch64__ |
| 451 | ARM_COMPUTE_RETURN_ERROR_ON_MSG(a->data_type() == DataType::U8 || a->data_type() == DataType::S8 || a->data_type() == DataType::QASYMM8, "8bit integer types only supported for aarch64"); |
| 452 | #endif /* __aarch64__ */ |
Georgios Pinitas | dbdea0d | 2019-10-16 19:21:40 +0100 | [diff] [blame] | 453 | ARM_COMPUTE_RETURN_ERROR_ON_DATA_TYPE_CHANNEL_NOT_IN(a, 1, DataType::U8, DataType::QASYMM8, DataType::QASYMM8_SIGNED, DataType::S8, |
| 454 | DataType::F16, DataType::F32); |
| 455 | ARM_COMPUTE_RETURN_ERROR_ON_DATA_TYPE_CHANNEL_NOT_IN(b, 1, DataType::U8, DataType::QASYMM8, DataType::QASYMM8_SIGNED, DataType::QSYMM8_PER_CHANNEL, DataType::S8, |
| 456 | DataType::F16, DataType::F32); |
| 457 | if(is_data_type_quantized_per_channel(b->data_type())) |
| 458 | { |
| 459 | ARM_COMPUTE_RETURN_ERROR_ON_DATA_TYPE_CHANNEL_NOT_IN(a, 1, DataType::QASYMM8_SIGNED, DataType::S8); |
| 460 | } |
| 461 | else |
| 462 | { |
| 463 | ARM_COMPUTE_RETURN_ERROR_ON_MISMATCHING_DATA_TYPES(a, b); |
| 464 | } |
Anthony Barbier | eaefd00 | 2018-07-20 17:49:35 +0100 | [diff] [blame] | 465 | ARM_COMPUTE_RETURN_ERROR_ON_MSG(a->data_type() == DataType::F32 && d->data_type() != DataType::F32, "Only F32 output supported for F32 input"); |
| 466 | ARM_COMPUTE_RETURN_ERROR_ON_MSG(a->data_type() == DataType::F16 && d->data_type() != DataType::F16, "Only F16 output supported for F16 input"); |
Anthony Barbier | 9036749 | 2018-08-01 13:56:08 +0100 | [diff] [blame] | 467 | ARM_COMPUTE_RETURN_ERROR_ON_MSG(a->data_type() == DataType::U8 && d->data_type() != DataType::U32, "Only U32 output supported for U8 input"); |
Anthony Barbier | eaefd00 | 2018-07-20 17:49:35 +0100 | [diff] [blame] | 468 | ARM_COMPUTE_RETURN_ERROR_ON_MSG(a->data_type() == DataType::S8 && d->data_type() != DataType::S32, "Only S32 output supported for S8 input"); |
Georgios Pinitas | cfa2bba | 2019-06-27 17:00:52 +0100 | [diff] [blame] | 469 | ARM_COMPUTE_RETURN_ERROR_ON_MSG(a->data_type() == DataType::QASYMM8 && d->data_type() != DataType::QASYMM8, "Only QASYMM8 output supported for QASYMM8 input"); |
Georgios Pinitas | dbdea0d | 2019-10-16 19:21:40 +0100 | [diff] [blame] | 470 | ARM_COMPUTE_RETURN_ERROR_ON_MSG(a->data_type() == DataType::QASYMM8_SIGNED && d->data_type() != DataType::S32, "Only S32 output supported for QASYMM8_SIGNED input"); |
Anthony Barbier | eaefd00 | 2018-07-20 17:49:35 +0100 | [diff] [blame] | 471 | return Status{}; |
| 472 | } |
| 473 | |
Georgios Pinitas | 48b3ef8 | 2019-10-14 19:03:09 +0100 | [diff] [blame] | 474 | bool NEGEMMAssemblyDispatch::is_activation_supported(const ActivationLayerInfo &activation) |
| 475 | { |
| 476 | arm_gemm::Activation act = map_to_arm_gemm_activation(activation); |
| 477 | return act.type != arm_gemm::Activation::Type::None; |
| 478 | } |
| 479 | |
| 480 | void NEGEMMAssemblyDispatch::configure(const ITensor *a, const ITensor *b, const ITensor *c, ITensor *d, const GEMMInfo &gemm_info) |
Anthony Barbier | eaefd00 | 2018-07-20 17:49:35 +0100 | [diff] [blame] | 481 | { |
Georgios Pinitas | cfa2bba | 2019-06-27 17:00:52 +0100 | [diff] [blame] | 482 | ARM_COMPUTE_ERROR_ON_NULLPTR(a, b, d); |
Georgios Pinitas | 48b3ef8 | 2019-10-14 19:03:09 +0100 | [diff] [blame] | 483 | arm_gemm::Activation act = map_to_arm_gemm_activation(gemm_info.activation_info()); |
Anthony Barbier | eaefd00 | 2018-07-20 17:49:35 +0100 | [diff] [blame] | 484 | |
| 485 | //If we don't support a combination of data types, silently return: it is the caller's responsibility to check if configure() was successful via is_configured() |
Georgios Pinitas | 48b3ef8 | 2019-10-14 19:03:09 +0100 | [diff] [blame] | 486 | if(!NEGEMMAssemblyDispatch::validate(a->info(), b->info(), c != nullptr ? c->info() : nullptr, d->info(), gemm_info)) |
Anthony Barbier | eaefd00 | 2018-07-20 17:49:35 +0100 | [diff] [blame] | 487 | { |
| 488 | return; |
| 489 | } |
| 490 | |
| 491 | switch(a->info()->data_type()) |
| 492 | { |
| 493 | case DataType::F32: |
Georgios Pinitas | 48b3ef8 | 2019-10-14 19:03:09 +0100 | [diff] [blame] | 494 | create_arm_gemm<float, float>(_arm_gemm, _memory_group, a, b, c, d, act, gemm_info, _weights_manager); |
Anthony Barbier | eaefd00 | 2018-07-20 17:49:35 +0100 | [diff] [blame] | 495 | break; |
| 496 | #ifdef __aarch64__ |
| 497 | case DataType::U8: |
| 498 | case DataType::QASYMM8: |
Georgios Pinitas | cfa2bba | 2019-06-27 17:00:52 +0100 | [diff] [blame] | 499 | if(d->info()->data_type() == DataType::S32) |
| 500 | { |
Georgios Pinitas | 48b3ef8 | 2019-10-14 19:03:09 +0100 | [diff] [blame] | 501 | create_arm_gemm<uint8_t, uint32_t>(_arm_gemm, _memory_group, a, b, c, d, act, gemm_info, _weights_manager); |
Georgios Pinitas | cfa2bba | 2019-06-27 17:00:52 +0100 | [diff] [blame] | 502 | } |
| 503 | else |
| 504 | { |
Georgios Pinitas | 48b3ef8 | 2019-10-14 19:03:09 +0100 | [diff] [blame] | 505 | create_arm_gemm_quant<uint8_t, uint8_t>(_arm_gemm, _memory_group, a, b, c, d, act, gemm_info, _weights_manager); |
Georgios Pinitas | cfa2bba | 2019-06-27 17:00:52 +0100 | [diff] [blame] | 506 | } |
Anthony Barbier | eaefd00 | 2018-07-20 17:49:35 +0100 | [diff] [blame] | 507 | break; |
| 508 | case DataType::S8: |
Georgios Pinitas | dbdea0d | 2019-10-16 19:21:40 +0100 | [diff] [blame] | 509 | case DataType::QASYMM8_SIGNED: |
Georgios Pinitas | 48b3ef8 | 2019-10-14 19:03:09 +0100 | [diff] [blame] | 510 | create_arm_gemm<int8_t, int32_t>(_arm_gemm, _memory_group, a, b, c, d, act, gemm_info, _weights_manager); |
Anthony Barbier | eaefd00 | 2018-07-20 17:49:35 +0100 | [diff] [blame] | 511 | break; |
| 512 | #endif /* __aarch64__ */ |
| 513 | #ifdef __ARM_FEATURE_FP16_VECTOR_ARITHMETIC |
| 514 | case DataType::F16: |
Georgios Pinitas | 48b3ef8 | 2019-10-14 19:03:09 +0100 | [diff] [blame] | 515 | create_arm_gemm<float16_t, float16_t>(_arm_gemm, _memory_group, a, b, c, d, act, gemm_info, _weights_manager); |
Anthony Barbier | eaefd00 | 2018-07-20 17:49:35 +0100 | [diff] [blame] | 516 | break; |
| 517 | #endif /* __ARM_FEATURE_FP16_VECTOR_ARITHMETIC */ |
| 518 | default: |
| 519 | break; |
| 520 | } |
| 521 | } |
| 522 | |
| 523 | void NEGEMMAssemblyDispatch::prepare() |
| 524 | { |
Georgios Pinitas | 48b3ef8 | 2019-10-14 19:03:09 +0100 | [diff] [blame] | 525 | ARM_COMPUTE_ERROR_ON(_arm_gemm == nullptr); |
| 526 | _arm_gemm->prepare(); |
Anthony Barbier | eaefd00 | 2018-07-20 17:49:35 +0100 | [diff] [blame] | 527 | } |
| 528 | |
| 529 | bool NEGEMMAssemblyDispatch::is_configured() const |
| 530 | { |
Georgios Pinitas | 48b3ef8 | 2019-10-14 19:03:09 +0100 | [diff] [blame] | 531 | return _arm_gemm != nullptr && _arm_gemm->is_configured(); |
Anthony Barbier | eaefd00 | 2018-07-20 17:49:35 +0100 | [diff] [blame] | 532 | } |
| 533 | |
| 534 | void NEGEMMAssemblyDispatch::run() |
| 535 | { |
Georgios Pinitas | da953f2 | 2019-04-02 17:27:03 +0100 | [diff] [blame] | 536 | MemoryGroupResourceScope scope_mg(_memory_group); |
Georgios Pinitas | 48b3ef8 | 2019-10-14 19:03:09 +0100 | [diff] [blame] | 537 | |
| 538 | ARM_COMPUTE_ERROR_ON(_arm_gemm == nullptr); |
| 539 | _arm_gemm->run(); |
Anthony Barbier | eaefd00 | 2018-07-20 17:49:35 +0100 | [diff] [blame] | 540 | } |
Anthony Barbier | 71d9b57 | 2018-07-06 17:05:59 +0100 | [diff] [blame] | 541 | } //namespace arm_compute |