Michele Di Giorgio | 47a8990 | 2020-03-09 19:32:33 +0000 | [diff] [blame] | 1 | /* |
Pablo Marquez Tello | bfd10a1 | 2022-03-21 14:56:38 +0000 | [diff] [blame] | 2 | * Copyright (c) 2020-2022 Arm Limited. |
Michele Di Giorgio | 47a8990 | 2020-03-09 19:32:33 +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 | */ |
| 24 | #include "arm_compute/runtime/NEON/functions/NEQLSTMLayer.h" |
| 25 | |
Manuel Bottini | cfac51c | 2021-06-18 15:47:28 +0100 | [diff] [blame] | 26 | #include "arm_compute/core/ITensorPack.h" |
Michele Di Giorgio | 47a8990 | 2020-03-09 19:32:33 +0000 | [diff] [blame] | 27 | #include "arm_compute/core/KernelDescriptors.h" |
| 28 | #include "arm_compute/core/QuantizationInfo.h" |
| 29 | #include "arm_compute/core/Utils.h" |
| 30 | #include "arm_compute/core/Validate.h" |
| 31 | #include "arm_compute/core/utils/misc/InfoHelpers.h" |
| 32 | #include "arm_compute/core/utils/quantization/AsymmHelpers.h" |
| 33 | #include "arm_compute/runtime/NEON/NEScheduler.h" |
ramelg01 | cbbb038 | 2021-09-17 17:36:57 +0100 | [diff] [blame] | 34 | #include "src/common/utils/Log.h" |
Michalis Spyrou | ebcebf1 | 2020-10-21 00:04:14 +0100 | [diff] [blame] | 35 | #include "src/core/NEON/kernels/NEQLSTMLayerNormalizationKernel.h" |
Sang-Hoon Park | 68dd25f | 2020-10-19 16:00:11 +0100 | [diff] [blame] | 36 | #include "src/core/helpers/WindowHelpers.h" |
Georgios Pinitas | 7891a73 | 2021-08-20 21:39:25 +0100 | [diff] [blame] | 37 | #include "src/cpu/kernels/CpuGemmLowpMatrixReductionKernel.h" |
Michele Di Giorgio | 47a8990 | 2020-03-09 19:32:33 +0000 | [diff] [blame] | 38 | |
| 39 | namespace arm_compute |
| 40 | { |
| 41 | using namespace arm_compute::utils::info_helpers; |
| 42 | namespace |
| 43 | { |
| 44 | Status validate_mm(GEMMLowpOutputStageInfo &gemmlowp_info, const ITensorInfo *mm_input, const ITensorInfo *mm_weights, const ITensorInfo *bias, |
| 45 | float gemmlowp_scale, const TensorInfo *mm_res_info, const TensorInfo *outstage_tensor_info) |
| 46 | { |
| 47 | ARM_COMPUTE_RETURN_ON_ERROR(NEGEMMLowpMatrixMultiplyCore::validate(mm_input, mm_weights, nullptr, mm_res_info)); |
| 48 | ARM_COMPUTE_RETURN_ON_ERROR(quantization::calculate_quantized_multiplier(gemmlowp_scale, &gemmlowp_info.gemmlowp_multiplier, &gemmlowp_info.gemmlowp_shift)); |
| 49 | ARM_COMPUTE_RETURN_ON_ERROR(NEGEMMLowpOutputStage::validate(mm_res_info, bias, outstage_tensor_info, gemmlowp_info)); |
| 50 | return Status{}; |
| 51 | } |
| 52 | } // namespace |
| 53 | |
Michalis Spyrou | ebcebf1 | 2020-10-21 00:04:14 +0100 | [diff] [blame] | 54 | Status NEQLSTMLayer::validate_layer_norm(const ITensorInfo &in, const ITensorInfo &weight, const ITensorInfo &bias) |
| 55 | { |
| 56 | // Output quantization scale will be different, but ignored here |
| 57 | // since it will be configured at configure() stage. |
| 58 | const TensorInfo out |
| 59 | { |
| 60 | in |
| 61 | }; |
| 62 | return NEQLSTMLayerNormalizationKernel::validate(&in, &out, &weight, &bias); |
| 63 | } |
| 64 | |
| 65 | void NEQLSTMLayer::configure_layer_norm(NEQLSTMLayer::LayerNormGate g, const ITensor *in) |
| 66 | { |
| 67 | ARM_COMPUTE_ERROR_ON(!_has_layer_norm); |
| 68 | |
| 69 | Tensor &out = get_layer_norm_output(g); |
| 70 | _memory_group.manage(&out); |
| 71 | out.allocator()->init(*(in->info())); |
| 72 | |
Georgios Pinitas | 40f51a6 | 2020-11-21 03:04:18 +0000 | [diff] [blame] | 73 | get_layer_norm(g) = std::make_unique<NEQLSTMLayerNormalizationKernel>(); |
Michalis Spyrou | ebcebf1 | 2020-10-21 00:04:14 +0100 | [diff] [blame] | 74 | get_layer_norm(g)->configure(in, &out, get_layer_norm_weight(g), get_layer_norm_bias(g)); |
| 75 | } |
| 76 | |
| 77 | NEQLSTMLayer::TensorCopyKernel::~TensorCopyKernel() = default; |
| 78 | |
Sang-Hoon Park | d5c020a | 2020-05-06 21:01:19 +0100 | [diff] [blame] | 79 | Status NEQLSTMLayer::TensorCopyKernel::validate(const ITensorInfo &src, const ITensorInfo &dst) |
| 80 | { |
| 81 | ARM_COMPUTE_RETURN_ERROR_ON(src.tensor_shape().num_dimensions() > max_dimension_supported); |
| 82 | ARM_COMPUTE_RETURN_ERROR_ON(dst.tensor_shape().num_dimensions() > max_dimension_supported); |
| 83 | ARM_COMPUTE_ERROR_ON_MISMATCHING_DATA_TYPES(&src, &dst); |
| 84 | ARM_COMPUTE_RETURN_ERROR_ON(dst.tensor_shape().y() != src.tensor_shape().y()); |
| 85 | return Status{}; |
| 86 | } |
| 87 | |
| 88 | void NEQLSTMLayer::TensorCopyKernel::configure(ITensor &src, ITensor &dst) |
| 89 | { |
| 90 | ARM_COMPUTE_ERROR_THROW_ON(NEQLSTMLayer::TensorCopyKernel::validate(*src.info(), *dst.info())); |
ramelg01 | cbbb038 | 2021-09-17 17:36:57 +0100 | [diff] [blame] | 91 | ARM_COMPUTE_LOG_PARAMS(src, dst); |
| 92 | |
Sang-Hoon Park | d5c020a | 2020-05-06 21:01:19 +0100 | [diff] [blame] | 93 | _src = &src; |
| 94 | _dst = &dst; |
| 95 | _row_size = std::min(_src->info()->tensor_shape().x(), _dst->info()->tensor_shape().x()); |
| 96 | _window = calculate_max_window(*_src->info(), Steps()); |
| 97 | } |
| 98 | |
| 99 | void NEQLSTMLayer::TensorCopyKernel::run() |
| 100 | { |
| 101 | Iterator input_iter{ _src, _window }; |
| 102 | Iterator output_iter{ _dst, _window }; |
| 103 | |
| 104 | execute_window_loop(_window, [&](const Coordinates &) |
| 105 | { |
| 106 | memcpy(output_iter.ptr(), input_iter.ptr(), _row_size); |
| 107 | }, |
| 108 | input_iter, output_iter); |
| 109 | } |
| 110 | |
Michalis Spyrou | ebcebf1 | 2020-10-21 00:04:14 +0100 | [diff] [blame] | 111 | NEQLSTMLayer::~NEQLSTMLayer() = default; |
| 112 | |
Michele Di Giorgio | 47a8990 | 2020-03-09 19:32:33 +0000 | [diff] [blame] | 113 | NEQLSTMLayer::NEQLSTMLayer(std::shared_ptr<IMemoryManager> memory_manager) |
Pablo Marquez Tello | a5d61bf | 2022-03-17 12:52:02 +0000 | [diff] [blame] | 114 | : _memory_group(), |
| 115 | _dequantize_input_to_forget_weights(), |
| 116 | _quantize_input_to_forget_weights(), |
| 117 | _transpose_input_to_forget_weights(), |
| 118 | _transpose_input_to_cell_weights(), |
| 119 | _transpose_input_to_output_weights(), |
| 120 | _transpose_input_to_input_weights(), |
| 121 | _transpose_recurrent_to_forget_weights(), |
| 122 | _transpose_recurrent_to_cell_weights(), |
| 123 | _transpose_recurrent_to_output_weights(), |
| 124 | _transpose_recurrent_to_input_weights(), |
| 125 | _transpose_projection_weights(), |
| 126 | _input_to_input_reduction(), |
| 127 | _recurrent_to_input_reduction(), |
| 128 | _input_to_forget_reduction(), |
| 129 | _recurrent_to_forget_reduction(), |
| 130 | _input_to_cell_reduction(), |
| 131 | _recurrent_to_cell_reduction(), |
| 132 | _input_to_output_reduction(), |
| 133 | _recurrent_to_output_reduction(), |
| 134 | _projection_reduction(), |
| 135 | _projection_bias_add(), |
| 136 | _mm_input_to_forget(), |
| 137 | _mm_recurrent_to_forget(), |
| 138 | _pixelwise_mul_cell_to_forget(), |
| 139 | _input_to_forget_outstage(), |
| 140 | _recurrent_to_forget_outstage(), |
| 141 | _cell_to_forget_outstage(), |
| 142 | _accumulate_input_recurrent_forget(), |
| 143 | _accumulate_cell_forget(), |
| 144 | _forget_gate_sigmoid(), |
| 145 | _mm_input_to_cell(), |
| 146 | _input_to_cell_outstage(), |
| 147 | _mm_recurrent_to_cell(), |
| 148 | _recurrent_to_cell_outstage(), |
| 149 | _accumulate_input_recurrent_modulation(), |
| 150 | _cell_gate_tanh(), |
| 151 | _input_gate_sub(), |
| 152 | _mm_input_to_input(), |
| 153 | _input_to_input_outstage(), |
| 154 | _mm_recurrent_to_input(), |
| 155 | _recurrent_to_input_outstage(), |
| 156 | _accumulate_input_recurrent_input(), |
| 157 | _pixelwise_mul_cell_to_input(), |
| 158 | _cell_to_input_outstage(), |
| 159 | _accumulate_cell_input(), |
| 160 | _input_gate_sigmoid(), |
| 161 | _pixelwise_mul_forget_cell(), |
| 162 | _pixelwise_mul_input_cell(), |
| 163 | _add_forget_cell(), |
| 164 | _cell_clip(), |
| 165 | _mm_input_to_output(), |
| 166 | _input_to_output_outstage(), |
| 167 | _mm_recurrent_to_output(), |
| 168 | _recurrent_to_output_outstage(), |
| 169 | _accumulate_input_recurrent_output(), |
| 170 | _pixelwise_mul_cell_to_output(), |
| 171 | _cell_to_output_outstage(), |
| 172 | _accumulate_cell_to_output(), |
| 173 | _output_gate_sigmoid(), |
| 174 | _hidden_tanh(), |
| 175 | _pixelwise_mul_hidden(), |
| 176 | _hidden_outstage(), |
| 177 | _mm_projection(), |
| 178 | _projection_outstage(), |
| 179 | _accumulate_projection(), |
| 180 | _projection_clip(), |
| 181 | _projection_bias_copy(), |
| 182 | _projection_output_to_accumulate_copy(), |
| 183 | _projection_accumulate_to_output_copy(), |
| 184 | _hidden_to_output_copy(), |
| 185 | _layer_norms(), |
| 186 | _copy_output(), |
| 187 | _layer_norm_weights(), |
| 188 | _layer_norm_bias(), |
Michalis Spyrou | ebcebf1 | 2020-10-21 00:04:14 +0100 | [diff] [blame] | 189 | _layer_norm_output() |
Michele Di Giorgio | 47a8990 | 2020-03-09 19:32:33 +0000 | [diff] [blame] | 190 | { |
| 191 | _memory_group = MemoryGroup(std::move(memory_manager)); |
| 192 | } |
| 193 | |
| 194 | void NEQLSTMLayer::configure_mm(NEGEMMLowpMatrixMultiplyCore &mm, NEGEMMLowpOutputStage &outstage, GEMMLowpOutputStageInfo &gemmlowp_info, |
| 195 | const ITensor *mm_input, const ITensor *mm_weights, const ITensor *bias, |
| 196 | Tensor *mm_res, Tensor *outstage_res, float gemmlowp_scale, |
| 197 | const TensorInfo &mm_res_info, const TensorInfo &outstage_tensor_info) |
| 198 | { |
| 199 | _memory_group.manage(mm_res); |
| 200 | _memory_group.manage(outstage_res); |
| 201 | |
| 202 | mm_res->allocator()->init(mm_res_info); |
| 203 | outstage_res->allocator()->init(outstage_tensor_info); |
| 204 | |
| 205 | // Configure matrix-multiplication |
| 206 | mm.configure(mm_input, mm_weights, nullptr, mm_res); |
| 207 | |
| 208 | // Configure output stage |
| 209 | quantization::calculate_quantized_multiplier(gemmlowp_scale, &gemmlowp_info.gemmlowp_multiplier, &gemmlowp_info.gemmlowp_shift); |
| 210 | outstage.configure(mm_res, bias, outstage_res, gemmlowp_info); |
| 211 | mm_res->allocator()->allocate(); |
| 212 | } |
| 213 | |
| 214 | void NEQLSTMLayer::configure(const ITensor *input, |
| 215 | const ITensor *input_to_forget_weights, const ITensor *input_to_cell_weights, const ITensor *input_to_output_weights, |
| 216 | const ITensor *recurrent_to_forget_weights, const ITensor *recurrent_to_cell_weights, const ITensor *recurrent_to_output_weights, |
| 217 | const ITensor *forget_gate_bias, const ITensor *cell_bias, const ITensor *output_gate_bias, |
Sang-Hoon Park | 840a72c | 2020-09-23 13:24:13 +0100 | [diff] [blame] | 218 | const ITensor *cell_state_in, ITensor *output_state_in, |
Michele Di Giorgio | beb2d45 | 2020-05-11 16:17:51 +0100 | [diff] [blame] | 219 | ITensor *cell_state_out, ITensor *output_state_out, ITensor *output, |
Michele Di Giorgio | 47a8990 | 2020-03-09 19:32:33 +0000 | [diff] [blame] | 220 | const LSTMParams<ITensor> &lstm_params) |
| 221 | { |
Michele Di Giorgio | 47a8990 | 2020-03-09 19:32:33 +0000 | [diff] [blame] | 222 | ARM_COMPUTE_ERROR_ON_NULLPTR(input, input_to_forget_weights, input_to_cell_weights, input_to_output_weights, |
| 223 | recurrent_to_forget_weights, recurrent_to_cell_weights, recurrent_to_output_weights, |
| 224 | forget_gate_bias, cell_bias, output_gate_bias, cell_state_in, output_state_in, cell_state_out, output_state_out); |
| 225 | |
ramelg01 | cbbb038 | 2021-09-17 17:36:57 +0100 | [diff] [blame] | 226 | ARM_COMPUTE_LOG_PARAMS(input, input_to_forget_weights, input_to_cell_weights, input_to_output_weights, |
| 227 | recurrent_to_forget_weights, recurrent_to_cell_weights, recurrent_to_output_weights, |
| 228 | forget_gate_bias, cell_bias, output_gate_bias, cell_state_in, output_state_in, cell_state_out, output_state_out); |
| 229 | |
Michele Di Giorgio | 47a8990 | 2020-03-09 19:32:33 +0000 | [diff] [blame] | 230 | // Set lstm parameters |
| 231 | LSTMParams<ITensorInfo> lstm_params_info{}; |
| 232 | build_lstm_params_tensor_info(lstm_params, &lstm_params_info); |
| 233 | |
Pablo Marquez Tello | bfd10a1 | 2022-03-21 14:56:38 +0000 | [diff] [blame] | 234 | _input_to_forget_weights_transposed.info()->set_quantization_info(input_to_forget_weights->info()->quantization_info()); |
| 235 | _input_to_cell_weights_transposed.info()->set_quantization_info(input_to_cell_weights->info()->quantization_info()); |
| 236 | _input_to_output_weights_transposed.info()->set_quantization_info(input_to_output_weights->info()->quantization_info()); |
| 237 | _recurrent_to_forget_weights_transposed.info()->set_quantization_info(recurrent_to_forget_weights->info()->quantization_info()); |
| 238 | _recurrent_to_cell_weights_transposed.info()->set_quantization_info(recurrent_to_cell_weights->info()->quantization_info()); |
| 239 | _recurrent_to_output_weights_transposed.info()->set_quantization_info(recurrent_to_output_weights->info()->quantization_info()); |
| 240 | |
Pablo Marquez Tello | a5d61bf | 2022-03-17 12:52:02 +0000 | [diff] [blame] | 241 | if(input_to_forget_weights->info()->data_type() == DataType::QASYMM8_SIGNED) |
| 242 | { |
| 243 | _convert_input_to_forget_weights_to_qsymm8 = true; |
| 244 | // Setup dequantize output tensor to go from QASYMM8_SIGNED -> F32 |
| 245 | |
| 246 | _input_to_forget_weights_f32.allocator()->init(TensorInfo(input_to_forget_weights->info()->tensor_shape(), 1, DataType::F32) |
| 247 | .set_data_layout(input_to_forget_weights->info()->data_layout())); |
| 248 | // Setup the quantize output tensor to go from F32 -> QSYMM8 |
| 249 | _input_to_forget_weights_symm8.allocator()->init((TensorInfo(input_to_forget_weights->info()->tensor_shape(), 1, DataType::QSYMM8) |
| 250 | .set_data_layout(input_to_forget_weights->info()->data_layout()) |
| 251 | .set_quantization_info(input_to_forget_weights->info()->quantization_info()))); |
| 252 | |
| 253 | _dequantize_input_to_forget_weights.configure(input_to_forget_weights, &_input_to_forget_weights_f32); |
| 254 | _quantize_input_to_forget_weights.configure(&_input_to_forget_weights_f32, &_input_to_forget_weights_symm8); |
Pablo Marquez Tello | a5d61bf | 2022-03-17 12:52:02 +0000 | [diff] [blame] | 255 | |
| 256 | ARM_COMPUTE_ERROR_THROW_ON(NEQLSTMLayer::validate(input->info(), _input_to_forget_weights_symm8.info(), input_to_cell_weights->info(), input_to_output_weights->info(), |
| 257 | recurrent_to_forget_weights->info(), recurrent_to_cell_weights->info(), recurrent_to_output_weights->info(), |
| 258 | forget_gate_bias->info(), cell_bias->info(), output_gate_bias->info(), |
| 259 | cell_state_in->info(), output_state_in->info(), cell_state_out->info(), output_state_out->info(), output->info(), |
| 260 | lstm_params_info)); |
| 261 | } |
| 262 | else |
| 263 | { |
| 264 | ARM_COMPUTE_ERROR_THROW_ON(NEQLSTMLayer::validate(input->info(), input_to_forget_weights->info(), input_to_cell_weights->info(), input_to_output_weights->info(), |
| 265 | recurrent_to_forget_weights->info(), recurrent_to_cell_weights->info(), recurrent_to_output_weights->info(), |
| 266 | forget_gate_bias->info(), cell_bias->info(), output_gate_bias->info(), |
| 267 | cell_state_in->info(), output_state_in->info(), cell_state_out->info(), output_state_out->info(), output->info(), |
| 268 | lstm_params_info)); |
| 269 | } |
Michele Di Giorgio | 47a8990 | 2020-03-09 19:32:33 +0000 | [diff] [blame] | 270 | |
Sang-Hoon Park | d5c020a | 2020-05-06 21:01:19 +0100 | [diff] [blame] | 271 | const int batch_size = input->info()->dimension(1); |
| 272 | const int num_units = input_to_output_weights->info()->dimension(1); |
| 273 | const int output_size = output_state_out->info()->dimension(_out_state_output_size_dimension_idx); |
Michele Di Giorgio | 47a8990 | 2020-03-09 19:32:33 +0000 | [diff] [blame] | 274 | |
| 275 | const UniformQuantizationInfo qinput = input->info()->quantization_info().uniform(); |
| 276 | const UniformQuantizationInfo qcell_state_in = cell_state_in->info()->quantization_info().uniform(); |
| 277 | const UniformQuantizationInfo qoutput_state_in = output_state_in->info()->quantization_info().uniform(); |
| 278 | |
| 279 | _projection_bias = lstm_params.projection_bias(); |
Pablo Marquez Tello | a5d61bf | 2022-03-17 12:52:02 +0000 | [diff] [blame] | 280 | _input_to_forget_weights = (input_to_forget_weights->info()->data_type() == DataType::QASYMM8_SIGNED) ? &_input_to_forget_weights_symm8 : input_to_forget_weights; |
Michele Di Giorgio | 47a8990 | 2020-03-09 19:32:33 +0000 | [diff] [blame] | 281 | _input_to_cell_weights = input_to_cell_weights; |
| 282 | _input_to_output_weights = input_to_output_weights; |
| 283 | _recurrent_to_forget_weights = recurrent_to_forget_weights; |
| 284 | _recurrent_to_cell_weights = recurrent_to_cell_weights; |
| 285 | _recurrent_to_output_weights = recurrent_to_output_weights; |
| 286 | _projection_weights = lstm_params.projection_weights(); |
| 287 | |
Sang-Hoon Park | 9230e27 | 2020-04-18 00:46:34 +0100 | [diff] [blame] | 288 | // Layer normalization |
| 289 | _has_layer_norm = lstm_params.use_layer_norm(); |
| 290 | if(_has_layer_norm) |
| 291 | { |
| 292 | set_layer_norm_weight(lstm_params.forget_layer_norm_weights(), LayerNormGate::Forget); |
| 293 | set_layer_norm_weight(lstm_params.cell_layer_norm_weights(), LayerNormGate::Cell); |
| 294 | set_layer_norm_weight(lstm_params.input_layer_norm_weights(), LayerNormGate::Input); |
| 295 | set_layer_norm_weight(lstm_params.output_layer_norm_weights(), LayerNormGate::Output); |
| 296 | |
| 297 | set_layer_norm_bias(forget_gate_bias, LayerNormGate::Forget); |
| 298 | set_layer_norm_bias(cell_bias, LayerNormGate::Cell); |
| 299 | set_layer_norm_bias(lstm_params.input_gate_bias(), LayerNormGate::Input); |
| 300 | set_layer_norm_bias(output_gate_bias, LayerNormGate::Output); |
| 301 | } |
| 302 | |
Michele Di Giorgio | 47a8990 | 2020-03-09 19:32:33 +0000 | [diff] [blame] | 303 | _has_cifg = lstm_params.has_cifg_opt(); |
| 304 | _has_projection = lstm_params.has_projection(); |
| 305 | _has_peephole = lstm_params.has_peephole_opt(); |
| 306 | |
| 307 | // Calculate and decompose effective scales for optimizing matmul calculation |
| 308 | const int32_t cell_shift = log2(qcell_state_in.scale); |
| 309 | |
| 310 | // Calculate quantized parameters for clipping. |
| 311 | int16_t quantized_cell_clip = 0; |
| 312 | if(lstm_params.cell_clip() > 0.0f) |
| 313 | { |
| 314 | quantized_cell_clip = quantize_qsymm16(lstm_params.cell_clip(), qcell_state_in); |
| 315 | } |
| 316 | _has_cell_clipping = quantized_cell_clip > 0; |
| 317 | |
| 318 | // Precompute effective bias for optimizing the matmul computations. |
| 319 | if(!_has_cifg) |
| 320 | { |
| 321 | _input_to_input_weights = lstm_params.input_to_input_weights(); |
| 322 | _recurrent_to_input_weights = lstm_params.recurrent_to_input_weights(); |
| 323 | |
Manuel Bottini | cfac51c | 2021-06-18 15:47:28 +0100 | [diff] [blame] | 324 | _input_to_input_reduction = std::make_unique<cpu::kernels::CpuGemmLowpMatrixAReductionKernel>(); |
| 325 | _recurrent_to_input_reduction = std::make_unique<cpu::kernels::CpuGemmLowpMatrixAReductionKernel>(); |
| 326 | _input_to_input_reduction->configure(_input_to_input_weights->info(), _input_to_input_eff_bias.info(), GEMMLowpReductionKernelInfo(num_units, false, -qinput.offset, true)); |
| 327 | _recurrent_to_input_reduction->configure(_recurrent_to_input_weights->info(), _recurrent_to_input_eff_bias.info(), GEMMLowpReductionKernelInfo(num_units, false, -qoutput_state_in.offset, true)); |
Michele Di Giorgio | 47a8990 | 2020-03-09 19:32:33 +0000 | [diff] [blame] | 328 | } |
Michalis Spyrou | ebcebf1 | 2020-10-21 00:04:14 +0100 | [diff] [blame] | 329 | |
Manuel Bottini | cfac51c | 2021-06-18 15:47:28 +0100 | [diff] [blame] | 330 | _input_to_forget_reduction = std::make_unique<cpu::kernels::CpuGemmLowpMatrixAReductionKernel>(); |
| 331 | _recurrent_to_forget_reduction = std::make_unique<cpu::kernels::CpuGemmLowpMatrixAReductionKernel>(); |
| 332 | _input_to_cell_reduction = std::make_unique<cpu::kernels::CpuGemmLowpMatrixAReductionKernel>(); |
| 333 | _recurrent_to_cell_reduction = std::make_unique<cpu::kernels::CpuGemmLowpMatrixAReductionKernel>(); |
| 334 | _input_to_output_reduction = std::make_unique<cpu::kernels::CpuGemmLowpMatrixAReductionKernel>(); |
| 335 | _recurrent_to_output_reduction = std::make_unique<cpu::kernels::CpuGemmLowpMatrixAReductionKernel>(); |
Michalis Spyrou | ebcebf1 | 2020-10-21 00:04:14 +0100 | [diff] [blame] | 336 | |
Manuel Bottini | cfac51c | 2021-06-18 15:47:28 +0100 | [diff] [blame] | 337 | _input_to_forget_reduction->configure(input_to_forget_weights->info(), _input_to_forget_eff_bias.info(), GEMMLowpReductionKernelInfo(num_units, false, -qinput.offset, true)); |
| 338 | _recurrent_to_forget_reduction->configure(recurrent_to_forget_weights->info(), _recurrent_to_forget_eff_bias.info(), GEMMLowpReductionKernelInfo(num_units, false, -qoutput_state_in.offset, true)); |
| 339 | _input_to_cell_reduction->configure(input_to_cell_weights->info(), _input_to_cell_eff_bias.info(), GEMMLowpReductionKernelInfo(num_units, false, -qinput.offset, true)); |
| 340 | _recurrent_to_cell_reduction->configure(recurrent_to_cell_weights->info(), _recurrent_to_cell_eff_bias.info(), GEMMLowpReductionKernelInfo(num_units, false, -qoutput_state_in.offset, true)); |
| 341 | _input_to_output_reduction->configure(input_to_output_weights->info(), _input_to_output_eff_bias.info(), GEMMLowpReductionKernelInfo(num_units, false, -qinput.offset, true)); |
| 342 | _recurrent_to_output_reduction->configure(recurrent_to_output_weights->info(), _recurrent_to_output_eff_bias.info(), GEMMLowpReductionKernelInfo(num_units, false, -qoutput_state_in.offset, true)); |
Sang-Hoon Park | d5c020a | 2020-05-06 21:01:19 +0100 | [diff] [blame] | 343 | if(_has_projection) |
Michele Di Giorgio | 47a8990 | 2020-03-09 19:32:33 +0000 | [diff] [blame] | 344 | { |
Manuel Bottini | cfac51c | 2021-06-18 15:47:28 +0100 | [diff] [blame] | 345 | _projection_reduction = std::make_unique<cpu::kernels::CpuGemmLowpMatrixAReductionKernel>(); |
| 346 | _projection_reduction->configure(_projection_weights->info(), _projection_eff_bias.info(), GEMMLowpReductionKernelInfo(output_size, false, lstm_params.hidden_state_zero(), true)); |
Michele Di Giorgio | 11c562c | 2020-06-10 16:34:50 +0100 | [diff] [blame] | 347 | if(_projection_bias != nullptr) |
| 348 | { |
Michele Di Giorgio | 1902383 | 2020-06-17 16:08:10 +0000 | [diff] [blame] | 349 | _projection_bias_add.configure(_projection_bias, &_projection_eff_bias, &_projection_eff_bias, ConvertPolicy::SATURATE); |
Michele Di Giorgio | 11c562c | 2020-06-10 16:34:50 +0100 | [diff] [blame] | 350 | } |
Michele Di Giorgio | 47a8990 | 2020-03-09 19:32:33 +0000 | [diff] [blame] | 351 | } |
| 352 | |
| 353 | // Pre-transpose weights to be used in GEMM. |
| 354 | _transpose_input_to_forget_weights.configure(input_to_forget_weights, &_input_to_forget_weights_transposed); |
| 355 | _transpose_input_to_cell_weights.configure(input_to_cell_weights, &_input_to_cell_weights_transposed); |
| 356 | _transpose_input_to_output_weights.configure(input_to_output_weights, &_input_to_output_weights_transposed); |
| 357 | _transpose_recurrent_to_forget_weights.configure(recurrent_to_forget_weights, &_recurrent_to_forget_weights_transposed); |
| 358 | _transpose_recurrent_to_cell_weights.configure(recurrent_to_cell_weights, &_recurrent_to_cell_weights_transposed); |
| 359 | _transpose_recurrent_to_output_weights.configure(recurrent_to_output_weights, &_recurrent_to_output_weights_transposed); |
| 360 | if(!_has_cifg) |
| 361 | { |
| 362 | _transpose_input_to_input_weights.configure(lstm_params.input_to_input_weights(), &_input_to_input_weights_transposed); |
| 363 | _transpose_recurrent_to_input_weights.configure(lstm_params.recurrent_to_input_weights(), &_recurrent_to_input_weights_transposed); |
| 364 | } |
| 365 | if(_has_projection) |
| 366 | { |
| 367 | _transpose_projection_weights.configure(_projection_weights, &_projection_weights_transposed); |
| 368 | } |
| 369 | |
| 370 | GEMMLowpOutputStageInfo gemmlowp_info; |
| 371 | gemmlowp_info.type = GEMMLowpOutputStageType::QUANTIZE_DOWN_FIXEDPOINT; |
| 372 | gemmlowp_info.gemmlowp_min_bound = std::numeric_limits<int16_t>::lowest(); |
| 373 | gemmlowp_info.gemmlowp_max_bound = std::numeric_limits<int16_t>::max(); |
| 374 | gemmlowp_info.output_data_type = DataType::QSYMM16; |
| 375 | |
| 376 | const TensorInfo mm_out_info(TensorShape(num_units, batch_size), 1, DataType::S32); |
| 377 | // Forget gate. |
| 378 | const TensorInfo forget_gate_outstage_info(mm_out_info.tensor_shape(), 1, DataType::QSYMM16, QuantizationInfo(lstm_params.forget_intermediate_scale(), 0)); |
| 379 | const float input_to_forget_scale = input_to_forget_weights->info()->quantization_info().uniform().scale * qinput.scale / lstm_params.forget_intermediate_scale(); |
| 380 | configure_mm(_mm_input_to_forget, _input_to_forget_outstage, gemmlowp_info, |
| 381 | input, &_input_to_forget_weights_transposed, &_input_to_forget_eff_bias, |
| 382 | &_mm_input_to_forget_res, &_input_to_forget_outstage_res, input_to_forget_scale, |
| 383 | mm_out_info, forget_gate_outstage_info); |
| 384 | |
| 385 | const float recurrent_to_forget_scale = recurrent_to_forget_weights->info()->quantization_info().uniform().scale * qoutput_state_in.scale / lstm_params.forget_intermediate_scale(); |
| 386 | configure_mm(_mm_recurrent_to_forget, _recurrent_to_forget_outstage, gemmlowp_info, |
| 387 | output_state_in, &_recurrent_to_forget_weights_transposed, &_recurrent_to_forget_eff_bias, |
| 388 | &_mm_recurrent_to_forget_res, &_recurrent_to_forget_outstage_res, recurrent_to_forget_scale, |
| 389 | mm_out_info, forget_gate_outstage_info); |
| 390 | |
| 391 | _accumulate_input_recurrent_forget.configure(&_input_to_forget_outstage_res, &_recurrent_to_forget_outstage_res, &_recurrent_to_forget_outstage_res, ConvertPolicy::SATURATE); |
| 392 | _input_to_forget_outstage_res.allocator()->allocate(); |
| 393 | |
| 394 | if(_has_peephole) |
| 395 | { |
Sang-Hoon Park | d5c020a | 2020-05-06 21:01:19 +0100 | [diff] [blame] | 396 | _mul_cell_to_forget_res.allocator()->init(TensorInfo(cell_state_in->info()->tensor_shape(), 1, DataType::S32)); |
Michele Di Giorgio | 47a8990 | 2020-03-09 19:32:33 +0000 | [diff] [blame] | 397 | _memory_group.manage(&_mul_cell_to_forget_res); |
| 398 | _pixelwise_mul_cell_to_forget.configure(cell_state_in, lstm_params.cell_to_forget_weights(), &_mul_cell_to_forget_res, 1.f, ConvertPolicy::SATURATE, RoundingPolicy::TO_ZERO); |
| 399 | _cell_to_forget_outstage_res.allocator()->init(TensorInfo(_mul_cell_to_forget_res.info()->tensor_shape(), 1, DataType::QSYMM16, QuantizationInfo(lstm_params.forget_intermediate_scale(), 0))); |
| 400 | _memory_group.manage(&_cell_to_forget_outstage_res); |
| 401 | const float cell_to_forget_scale = std::pow(2, cell_shift) * lstm_params.cell_to_forget_weights()->info()->quantization_info().uniform().scale / lstm_params.forget_intermediate_scale(); |
| 402 | quantization::calculate_quantized_multiplier(cell_to_forget_scale, &gemmlowp_info.gemmlowp_multiplier, &gemmlowp_info.gemmlowp_shift); |
| 403 | _cell_to_forget_outstage.configure(&_mul_cell_to_forget_res, nullptr, &_cell_to_forget_outstage_res, gemmlowp_info); |
| 404 | _mul_cell_to_forget_res.allocator()->allocate(); |
| 405 | _accumulate_cell_forget.configure(&_recurrent_to_forget_outstage_res, &_cell_to_forget_outstage_res, &_recurrent_to_forget_outstage_res, ConvertPolicy::SATURATE); |
| 406 | _cell_to_forget_outstage_res.allocator()->allocate(); |
| 407 | } |
| 408 | |
Sang-Hoon Park | 9230e27 | 2020-04-18 00:46:34 +0100 | [diff] [blame] | 409 | Tensor *forget_activation_input = &_recurrent_to_forget_outstage_res; |
| 410 | |
| 411 | if(_has_layer_norm) |
| 412 | { |
| 413 | configure_layer_norm(LayerNormGate::Forget, forget_activation_input); |
| 414 | forget_activation_input->allocator()->allocate(); |
| 415 | forget_activation_input = &get_layer_norm_output(LayerNormGate::Forget); |
| 416 | } |
| 417 | |
Michele Di Giorgio | 47a8990 | 2020-03-09 19:32:33 +0000 | [diff] [blame] | 418 | // Output quantization info of Sigmoid and Tanh activations |
| 419 | const QuantizationInfo sigmoid_tanh_outqinfo(1.f / 32768.f, 0); |
Sang-Hoon Park | 9230e27 | 2020-04-18 00:46:34 +0100 | [diff] [blame] | 420 | const TensorInfo forget_gate_info(TensorShape(num_units, batch_size), 1, DataType::QSYMM16, sigmoid_tanh_outqinfo); |
Michele Di Giorgio | 47a8990 | 2020-03-09 19:32:33 +0000 | [diff] [blame] | 421 | |
Michele Di Giorgio | 47a8990 | 2020-03-09 19:32:33 +0000 | [diff] [blame] | 422 | _memory_group.manage(&_forget_gate); |
| 423 | _forget_gate.allocator()->init(forget_gate_info); |
Sang-Hoon Park | 9230e27 | 2020-04-18 00:46:34 +0100 | [diff] [blame] | 424 | _forget_gate_sigmoid.configure(forget_activation_input, &_forget_gate, ActivationLayerInfo(ActivationLayerInfo::ActivationFunction::LOGISTIC)); |
| 425 | forget_activation_input->allocator()->allocate(); |
Michele Di Giorgio | 47a8990 | 2020-03-09 19:32:33 +0000 | [diff] [blame] | 426 | |
| 427 | // Modulation gate. |
| 428 | const TensorInfo cell_outstage_info(mm_out_info.tensor_shape(), 1, DataType::QSYMM16, QuantizationInfo(lstm_params.cell_intermediate_scale(), 0)); |
| 429 | const float input_to_cell_scale = input_to_cell_weights->info()->quantization_info().uniform().scale * qinput.scale / lstm_params.cell_intermediate_scale(); |
| 430 | configure_mm(_mm_input_to_cell, _input_to_cell_outstage, gemmlowp_info, |
| 431 | input, &_input_to_cell_weights_transposed, &_input_to_cell_eff_bias, |
| 432 | &_mm_input_to_cell_res, &_input_to_cell_outstage_res, input_to_cell_scale, |
| 433 | mm_out_info, cell_outstage_info); |
| 434 | |
| 435 | const float recurrent_to_cell_scale = recurrent_to_cell_weights->info()->quantization_info().uniform().scale * qoutput_state_in.scale / lstm_params.cell_intermediate_scale(); |
| 436 | configure_mm(_mm_recurrent_to_cell, _recurrent_to_cell_outstage, gemmlowp_info, |
| 437 | output_state_in, &_recurrent_to_cell_weights_transposed, &_recurrent_to_cell_eff_bias, |
| 438 | &_mm_recurrent_to_cell_res, &_recurrent_to_cell_outstage_res, recurrent_to_cell_scale, |
| 439 | mm_out_info, cell_outstage_info); |
| 440 | |
| 441 | _accumulate_input_recurrent_modulation.configure(&_input_to_cell_outstage_res, &_recurrent_to_cell_outstage_res, &_recurrent_to_cell_outstage_res, ConvertPolicy::SATURATE); |
| 442 | _input_to_cell_outstage_res.allocator()->allocate(); |
| 443 | |
Sang-Hoon Park | 9230e27 | 2020-04-18 00:46:34 +0100 | [diff] [blame] | 444 | Tensor *cell_activation_input = &_recurrent_to_cell_outstage_res; |
| 445 | |
| 446 | if(_has_layer_norm) |
| 447 | { |
| 448 | configure_layer_norm(LayerNormGate::Cell, cell_activation_input); |
| 449 | cell_activation_input->allocator()->allocate(); |
| 450 | cell_activation_input = &get_layer_norm_output(LayerNormGate::Cell); |
| 451 | } |
| 452 | |
Michele Di Giorgio | 47a8990 | 2020-03-09 19:32:33 +0000 | [diff] [blame] | 453 | const TensorInfo cell_gate_info(TensorShape(num_units, batch_size), 1, DataType::QSYMM16, sigmoid_tanh_outqinfo); |
Sang-Hoon Park | 9230e27 | 2020-04-18 00:46:34 +0100 | [diff] [blame] | 454 | |
Michele Di Giorgio | 47a8990 | 2020-03-09 19:32:33 +0000 | [diff] [blame] | 455 | _memory_group.manage(&_cell_gate); |
| 456 | _cell_gate.allocator()->init(cell_gate_info); |
Sang-Hoon Park | 9230e27 | 2020-04-18 00:46:34 +0100 | [diff] [blame] | 457 | _cell_gate_tanh.configure(cell_activation_input, &_cell_gate, ActivationLayerInfo(ActivationLayerInfo::ActivationFunction::TANH, 1.f, 1.f)); |
| 458 | cell_activation_input->allocator()->allocate(); |
Michele Di Giorgio | 47a8990 | 2020-03-09 19:32:33 +0000 | [diff] [blame] | 459 | |
| 460 | // Input gate. |
| 461 | const TensorInfo input_gate_info(TensorShape(num_units, batch_size), 1, DataType::QSYMM16, sigmoid_tanh_outqinfo); |
| 462 | _input_gate.allocator()->init(input_gate_info); |
| 463 | _memory_group.manage(&_input_gate); |
| 464 | if(_has_cifg) |
| 465 | { |
| 466 | _ones.allocator()->init(*_forget_gate.info()); |
| 467 | _input_gate_sub.configure(&_ones, &_forget_gate, &_input_gate, ConvertPolicy::SATURATE); |
| 468 | _ones.allocator()->allocate(); |
| 469 | } |
| 470 | else |
| 471 | { |
| 472 | const TensorInfo input_outstage_info(TensorShape(num_units, batch_size), 1, DataType::QSYMM16, QuantizationInfo(lstm_params.input_intermediate_scale(), 0)); |
| 473 | const float input_to_input_scale = _input_to_input_weights->info()->quantization_info().uniform().scale * qinput.scale / lstm_params.input_intermediate_scale(); |
| 474 | configure_mm(_mm_input_to_input, _input_to_input_outstage, gemmlowp_info, |
| 475 | input, &_input_to_input_weights_transposed, &_input_to_input_eff_bias, |
| 476 | &_mm_input_to_input_res, &_input_to_input_outstage_res, input_to_input_scale, |
| 477 | mm_out_info, input_outstage_info); |
| 478 | |
| 479 | const float recurrent_to_input_scale = _recurrent_to_input_weights->info()->quantization_info().uniform().scale * qoutput_state_in.scale / lstm_params.input_intermediate_scale(); |
| 480 | configure_mm(_mm_recurrent_to_input, _recurrent_to_input_outstage, gemmlowp_info, |
Sang-Hoon Park | d5c020a | 2020-05-06 21:01:19 +0100 | [diff] [blame] | 481 | output_state_in, &_recurrent_to_input_weights_transposed, &_recurrent_to_input_eff_bias, |
Michele Di Giorgio | 47a8990 | 2020-03-09 19:32:33 +0000 | [diff] [blame] | 482 | &_mm_recurrent_to_input_res, &_recurrent_to_input_outstage_res, recurrent_to_input_scale, |
| 483 | mm_out_info, input_outstage_info); |
| 484 | _accumulate_input_recurrent_input.configure(&_input_to_input_outstage_res, &_recurrent_to_input_outstage_res, &_recurrent_to_input_outstage_res, ConvertPolicy::SATURATE); |
| 485 | _input_to_input_outstage_res.allocator()->allocate(); |
| 486 | |
| 487 | if(_has_peephole) |
| 488 | { |
Sang-Hoon Park | d5c020a | 2020-05-06 21:01:19 +0100 | [diff] [blame] | 489 | _mul_cell_to_input_res.allocator()->init(TensorInfo(cell_state_in->info()->tensor_shape(), 1, DataType::S32)); |
Michele Di Giorgio | 47a8990 | 2020-03-09 19:32:33 +0000 | [diff] [blame] | 490 | _memory_group.manage(&_mul_cell_to_input_res); |
| 491 | _pixelwise_mul_cell_to_input.configure(cell_state_in, lstm_params.cell_to_input_weights(), &_mul_cell_to_input_res, 1.f, ConvertPolicy::SATURATE, RoundingPolicy::TO_ZERO); |
| 492 | const float cell_to_input_scale = std::pow(2, cell_shift) * lstm_params.cell_to_input_weights()->info()->quantization_info().uniform().scale / lstm_params.input_intermediate_scale(); |
| 493 | quantization::calculate_quantized_multiplier(cell_to_input_scale, &gemmlowp_info.gemmlowp_multiplier, &gemmlowp_info.gemmlowp_shift); |
| 494 | _cell_to_input_outstage_res.allocator()->init(TensorInfo(_mul_cell_to_input_res.info()->tensor_shape(), 1, DataType::QSYMM16, QuantizationInfo(lstm_params.input_intermediate_scale(), 0))); |
| 495 | _memory_group.manage(&_cell_to_input_outstage_res); |
| 496 | _cell_to_input_outstage.configure(&_mul_cell_to_input_res, nullptr, &_cell_to_input_outstage_res, gemmlowp_info); |
| 497 | _mul_cell_to_input_res.allocator()->allocate(); |
| 498 | _accumulate_cell_input.configure(&_recurrent_to_input_outstage_res, &_cell_to_input_outstage_res, &_recurrent_to_input_outstage_res, ConvertPolicy::SATURATE); |
| 499 | _cell_to_input_outstage_res.allocator()->allocate(); |
| 500 | } |
| 501 | |
Sang-Hoon Park | 9230e27 | 2020-04-18 00:46:34 +0100 | [diff] [blame] | 502 | Tensor *input_activation_input = &_recurrent_to_input_outstage_res; |
| 503 | |
| 504 | if(_has_layer_norm) |
| 505 | { |
| 506 | configure_layer_norm(LayerNormGate::Input, input_activation_input); |
| 507 | input_activation_input->allocator()->allocate(); |
| 508 | input_activation_input = &get_layer_norm_output(LayerNormGate::Input); |
| 509 | } |
| 510 | |
Sang-Hoon Park | d5c020a | 2020-05-06 21:01:19 +0100 | [diff] [blame] | 511 | _input_gate_sigmoid.configure(input_activation_input, &_input_gate, ActivationLayerInfo(ActivationLayerInfo::ActivationFunction::LOGISTIC)); |
Sang-Hoon Park | 9230e27 | 2020-04-18 00:46:34 +0100 | [diff] [blame] | 512 | input_activation_input->allocator()->allocate(); |
Michele Di Giorgio | 47a8990 | 2020-03-09 19:32:33 +0000 | [diff] [blame] | 513 | } |
| 514 | // Cell. |
Michalis Spyrou | 6eb7345 | 2020-07-02 17:39:25 +0100 | [diff] [blame] | 515 | // TODO(COMPMID-3395): Perform multiplication in the quantized domain in NEPixelWiseMultiplication |
Michele Di Giorgio | 47a8990 | 2020-03-09 19:32:33 +0000 | [diff] [blame] | 516 | _pixelwise_mul_forget_cell.configure(&_forget_gate, cell_state_in, &_forget_gate, 1.f, ConvertPolicy::SATURATE, RoundingPolicy::TO_ZERO); |
| 517 | const float cell_gate_scale = _cell_gate.info()->quantization_info().uniform().scale; |
| 518 | const float mul_input_cell_scale = cell_gate_scale * std::pow(2, 15 + cell_shift); |
| 519 | const TensorInfo mul_input_cell_info(TensorShape(num_units, batch_size), 1, DataType::QSYMM16, QuantizationInfo(mul_input_cell_scale, 0)); |
| 520 | _memory_group.manage(&_mul_input_cell_res); |
| 521 | _mul_input_cell_res.allocator()->init(mul_input_cell_info); |
| 522 | _pixelwise_mul_input_cell.configure(&_input_gate, &_cell_gate, &_mul_input_cell_res, 1.f, ConvertPolicy::SATURATE, RoundingPolicy::TO_ZERO); |
| 523 | _cell_gate.allocator()->allocate(); |
| 524 | _add_forget_cell.configure(&_forget_gate, &_mul_input_cell_res, cell_state_out, ConvertPolicy::SATURATE); |
| 525 | _mul_input_cell_res.allocator()->allocate(); |
| 526 | _forget_gate.allocator()->allocate(); |
| 527 | if(_has_cell_clipping) |
| 528 | { |
| 529 | _cell_clip.configure(cell_state_out, nullptr, ActivationLayerInfo(ActivationLayerInfo::ActivationFunction::LU_BOUNDED_RELU, -quantized_cell_clip, quantized_cell_clip)); |
| 530 | } |
| 531 | // Output gate. |
| 532 | const TensorInfo output_outstage_info(TensorShape(num_units, batch_size), 1, DataType::QSYMM16, QuantizationInfo(lstm_params.output_intermediate_scale(), 0)); |
| 533 | const float input_to_output_scale = input_to_output_weights->info()->quantization_info().uniform().scale * qinput.scale / lstm_params.output_intermediate_scale(); |
| 534 | configure_mm(_mm_input_to_output, _input_to_output_outstage, gemmlowp_info, |
| 535 | input, &_input_to_output_weights_transposed, &_input_to_output_eff_bias, |
| 536 | &_mm_input_to_output_res, &_input_to_output_outstage_res, input_to_output_scale, |
| 537 | mm_out_info, output_outstage_info); |
| 538 | |
| 539 | const float recurrent_to_output_scale = recurrent_to_output_weights->info()->quantization_info().uniform().scale * qoutput_state_in.scale / lstm_params.output_intermediate_scale(); |
| 540 | configure_mm(_mm_recurrent_to_output, _recurrent_to_output_outstage, gemmlowp_info, |
| 541 | output_state_in, &_recurrent_to_output_weights_transposed, &_recurrent_to_output_eff_bias, |
| 542 | &_mm_recurrent_to_output_res, &_recurrent_to_output_outstage_res, recurrent_to_output_scale, |
| 543 | mm_out_info, output_outstage_info); |
| 544 | |
| 545 | _accumulate_input_recurrent_output.configure(&_recurrent_to_output_outstage_res, &_input_to_output_outstage_res, &_recurrent_to_output_outstage_res, ConvertPolicy::SATURATE); |
| 546 | _input_to_output_outstage_res.allocator()->allocate(); |
| 547 | |
| 548 | if(_has_peephole) |
| 549 | { |
Michalis Spyrou | 6eb7345 | 2020-07-02 17:39:25 +0100 | [diff] [blame] | 550 | // TODO(COMPMID-3395): Perform multiplication in the quantized domain in NEPixelWiseMultiplication |
Michele Di Giorgio | 47a8990 | 2020-03-09 19:32:33 +0000 | [diff] [blame] | 551 | // Here we are not using the output stage because all operations are done in float |
Sang-Hoon Park | d5c020a | 2020-05-06 21:01:19 +0100 | [diff] [blame] | 552 | _mul_cell_to_output_res.allocator()->init(TensorInfo(cell_state_out->info()->tensor_shape(), 1, DataType::S32)); |
Michele Di Giorgio | 47a8990 | 2020-03-09 19:32:33 +0000 | [diff] [blame] | 553 | _memory_group.manage(&_mul_cell_to_output_res); |
| 554 | _pixelwise_mul_cell_to_output.configure(cell_state_out, lstm_params.cell_to_output_weights(), &_mul_cell_to_output_res, 1.f, ConvertPolicy::SATURATE, RoundingPolicy::TO_ZERO); |
Sang-Hoon Park | d5c020a | 2020-05-06 21:01:19 +0100 | [diff] [blame] | 555 | |
| 556 | const float cell_to_output_scale = std::pow(2, cell_shift) * lstm_params.cell_to_output_weights()->info()->quantization_info().uniform().scale / lstm_params.output_intermediate_scale(); |
| 557 | quantization::calculate_quantized_multiplier(cell_to_output_scale, &gemmlowp_info.gemmlowp_multiplier, &gemmlowp_info.gemmlowp_shift); |
| 558 | _cell_to_output_outstage_res.allocator()->init(TensorInfo(_mul_cell_to_output_res.info()->tensor_shape(), 1, DataType::QSYMM16, QuantizationInfo(lstm_params.output_intermediate_scale(), 0))); |
| 559 | _memory_group.manage(&_cell_to_output_outstage_res); |
| 560 | _cell_to_output_outstage.configure(&_mul_cell_to_output_res, nullptr, &_cell_to_output_outstage_res, gemmlowp_info); |
Michele Di Giorgio | 47a8990 | 2020-03-09 19:32:33 +0000 | [diff] [blame] | 561 | _mul_cell_to_output_res.allocator()->allocate(); |
Sang-Hoon Park | d5c020a | 2020-05-06 21:01:19 +0100 | [diff] [blame] | 562 | |
| 563 | _accumulate_cell_to_output.configure(&_recurrent_to_output_outstage_res, &_cell_to_output_outstage_res, &_recurrent_to_output_outstage_res, ConvertPolicy::SATURATE); |
| 564 | _cell_to_output_outstage_res.allocator()->allocate(); |
Michele Di Giorgio | 47a8990 | 2020-03-09 19:32:33 +0000 | [diff] [blame] | 565 | } |
| 566 | |
Sang-Hoon Park | 9230e27 | 2020-04-18 00:46:34 +0100 | [diff] [blame] | 567 | Tensor *output_activation_input = &_recurrent_to_output_outstage_res; |
| 568 | |
| 569 | if(_has_layer_norm) |
| 570 | { |
| 571 | configure_layer_norm(LayerNormGate::Output, output_activation_input); |
| 572 | output_activation_input->allocator()->allocate(); |
| 573 | output_activation_input = &get_layer_norm_output(LayerNormGate::Output); |
| 574 | } |
Michele Di Giorgio | 47a8990 | 2020-03-09 19:32:33 +0000 | [diff] [blame] | 575 | const TensorInfo output_gate_info(TensorShape(num_units, batch_size), 1, DataType::QSYMM16, sigmoid_tanh_outqinfo); |
Sang-Hoon Park | 9230e27 | 2020-04-18 00:46:34 +0100 | [diff] [blame] | 576 | |
Michele Di Giorgio | 47a8990 | 2020-03-09 19:32:33 +0000 | [diff] [blame] | 577 | _memory_group.manage(&_output_gate); |
| 578 | _output_gate.allocator()->init(output_gate_info); |
Sang-Hoon Park | 9230e27 | 2020-04-18 00:46:34 +0100 | [diff] [blame] | 579 | _output_gate_sigmoid.configure(output_activation_input, &_output_gate, ActivationLayerInfo(ActivationLayerInfo::ActivationFunction::LOGISTIC)); |
| 580 | output_activation_input->allocator()->allocate(); |
Michele Di Giorgio | 47a8990 | 2020-03-09 19:32:33 +0000 | [diff] [blame] | 581 | |
| 582 | // Hidden. |
| 583 | _hidden_tanh.configure(cell_state_out, &_input_gate, ActivationLayerInfo(ActivationLayerInfo::ActivationFunction::TANH, 1.f, 1.f)); |
Michalis Spyrou | 6eb7345 | 2020-07-02 17:39:25 +0100 | [diff] [blame] | 584 | // TODO(COMPMID-3395): Perform multiplication in the quantized domain in NEPixelWiseMultiplication |
Michele Di Giorgio | 47a8990 | 2020-03-09 19:32:33 +0000 | [diff] [blame] | 585 | _memory_group.manage(&_hidden_mul_res); |
| 586 | const TensorInfo hidden_mul_res(_input_gate.info()->tensor_shape(), 1, DataType::S32); |
| 587 | _hidden_mul_res.allocator()->init(hidden_mul_res); |
| 588 | _pixelwise_mul_hidden.configure(&_output_gate, &_input_gate, &_hidden_mul_res, 1.f, ConvertPolicy::SATURATE, RoundingPolicy::TO_ZERO); |
| 589 | _output_gate.allocator()->allocate(); |
| 590 | _input_gate.allocator()->allocate(); |
| 591 | const float hidden_state_scale = std::pow(2, -15) / lstm_params.hidden_state_scale() * std::pow(2, -15); |
Sang-Hoon Park | 30b46a6 | 2020-04-18 01:40:57 +0100 | [diff] [blame] | 592 | quantization::calculate_quantized_multiplier(hidden_state_scale, &gemmlowp_info.gemmlowp_multiplier, &gemmlowp_info.gemmlowp_shift, /* ignore_epsilon */ true); |
Michele Di Giorgio | 47a8990 | 2020-03-09 19:32:33 +0000 | [diff] [blame] | 593 | gemmlowp_info.gemmlowp_offset = lstm_params.hidden_state_zero(); |
| 594 | gemmlowp_info.output_data_type = output_state_in->info()->data_type(); |
Sang-Hoon Park | d5c020a | 2020-05-06 21:01:19 +0100 | [diff] [blame] | 595 | |
| 596 | _projection_tensor_copy_required = (num_units != output_size); |
| 597 | ITensor *hidden_gate_result = output_state_out; |
| 598 | |
Sang-Hoon Park | a7431ae | 2020-05-12 11:13:30 +0100 | [diff] [blame] | 599 | _memory_group.manage(&_hidden_gate); |
| 600 | |
Sang-Hoon Park | d5c020a | 2020-05-06 21:01:19 +0100 | [diff] [blame] | 601 | if(_projection_tensor_copy_required) |
| 602 | { |
| 603 | _hidden_gate.allocator()->init(*output_state_out->info()); |
| 604 | _hidden_gate.info()->set_tensor_shape(_hidden_mul_res.info()->tensor_shape()); |
| 605 | hidden_gate_result = &_hidden_gate; |
| 606 | } |
| 607 | |
| 608 | _hidden_outstage.configure(&_hidden_mul_res, nullptr, hidden_gate_result, gemmlowp_info); |
Michele Di Giorgio | 47a8990 | 2020-03-09 19:32:33 +0000 | [diff] [blame] | 609 | _hidden_mul_res.allocator()->allocate(); |
| 610 | |
| 611 | // Projection. |
| 612 | if(_has_projection) |
| 613 | { |
Sang-Hoon Park | a7431ae | 2020-05-12 11:13:30 +0100 | [diff] [blame] | 614 | const TensorInfo projection_outstage_info(*output_state_out->info()); |
Michele Di Giorgio | 47a8990 | 2020-03-09 19:32:33 +0000 | [diff] [blame] | 615 | const UniformQuantizationInfo qprojection = _projection_weights->info()->quantization_info().uniform(); |
| 616 | const float projection_scale = qprojection.scale * lstm_params.hidden_state_scale() / qoutput_state_in.scale; |
| 617 | gemmlowp_info.gemmlowp_offset = qoutput_state_in.offset; |
| 618 | gemmlowp_info.gemmlowp_min_bound = std::numeric_limits<int8_t>::lowest(); |
| 619 | gemmlowp_info.gemmlowp_max_bound = std::numeric_limits<int8_t>::max(); |
| 620 | gemmlowp_info.output_data_type = DataType::QASYMM8_SIGNED; |
| 621 | |
Sang-Hoon Park | a7431ae | 2020-05-12 11:13:30 +0100 | [diff] [blame] | 622 | TensorInfo projection_mm_out_info{ mm_out_info }; |
| 623 | projection_mm_out_info.set_tensor_shape(TensorShape(output_size, batch_size)); |
Sang-Hoon Park | d5c020a | 2020-05-06 21:01:19 +0100 | [diff] [blame] | 624 | |
Michele Di Giorgio | 47a8990 | 2020-03-09 19:32:33 +0000 | [diff] [blame] | 625 | configure_mm(_mm_projection, _projection_outstage, gemmlowp_info, |
Sang-Hoon Park | a7431ae | 2020-05-12 11:13:30 +0100 | [diff] [blame] | 626 | hidden_gate_result, &_projection_weights_transposed, &_projection_eff_bias, |
Michele Di Giorgio | 47a8990 | 2020-03-09 19:32:33 +0000 | [diff] [blame] | 627 | &_mm_projection_res, &_projection_outstage_res, projection_scale, |
Sang-Hoon Park | a7431ae | 2020-05-12 11:13:30 +0100 | [diff] [blame] | 628 | projection_mm_out_info, projection_outstage_info); |
Sang-Hoon Park | d5c020a | 2020-05-06 21:01:19 +0100 | [diff] [blame] | 629 | |
| 630 | ITensor *accumulate_destination = output_state_out; |
| 631 | |
| 632 | if(_projection_tensor_copy_required) |
| 633 | { |
| 634 | _hidden_gate.allocator()->allocate(); |
Sang-Hoon Park | 840a72c | 2020-09-23 13:24:13 +0100 | [diff] [blame] | 635 | _projection_accumulate_res.allocator()->init(*output_state_in->info()); |
Sang-Hoon Park | d5c020a | 2020-05-06 21:01:19 +0100 | [diff] [blame] | 636 | _projection_accumulate_res.info()->set_tensor_shape(_projection_outstage_res.info()->tensor_shape()); |
Sang-Hoon Park | 840a72c | 2020-09-23 13:24:13 +0100 | [diff] [blame] | 637 | _projection_output_to_accumulate_copy.configure(*output_state_in, _projection_accumulate_res); |
Sang-Hoon Park | d5c020a | 2020-05-06 21:01:19 +0100 | [diff] [blame] | 638 | accumulate_destination = &_projection_accumulate_res; |
| 639 | } |
| 640 | |
| 641 | _accumulate_projection.configure(&_projection_outstage_res, accumulate_destination, accumulate_destination, ConvertPolicy::SATURATE); |
Michele Di Giorgio | 47a8990 | 2020-03-09 19:32:33 +0000 | [diff] [blame] | 642 | _projection_outstage_res.allocator()->allocate(); |
| 643 | |
Sang-Hoon Park | d5c020a | 2020-05-06 21:01:19 +0100 | [diff] [blame] | 644 | if(_projection_tensor_copy_required) |
| 645 | { |
| 646 | _projection_accumulate_to_output_copy.configure(_projection_accumulate_res, *output_state_out); |
| 647 | _projection_accumulate_res.allocator()->allocate(); |
| 648 | } |
| 649 | |
Michele Di Giorgio | 47a8990 | 2020-03-09 19:32:33 +0000 | [diff] [blame] | 650 | int8_t quantized_projection_clip{ 0 }; |
| 651 | if(lstm_params.projection_clip() > 0.0f) |
| 652 | { |
| 653 | quantized_projection_clip = utility::clamp<int8_t>(lstm_params.projection_clip() / qprojection.scale, -128, 127); |
| 654 | } |
| 655 | |
| 656 | if(quantized_projection_clip > 0) |
| 657 | { |
| 658 | _projection_clip.configure(output_state_out, nullptr, ActivationLayerInfo(ActivationLayerInfo::ActivationFunction::LU_BOUNDED_RELU, -quantized_projection_clip, quantized_projection_clip)); |
| 659 | _has_projection_clipping = true; |
| 660 | } |
| 661 | } |
Sang-Hoon Park | d5c020a | 2020-05-06 21:01:19 +0100 | [diff] [blame] | 662 | else |
| 663 | { |
| 664 | if(_projection_tensor_copy_required) |
| 665 | { |
| 666 | _hidden_to_output_copy.configure(_hidden_gate, *output_state_out); |
| 667 | _hidden_gate.allocator()->allocate(); |
| 668 | } |
| 669 | } |
Michele Di Giorgio | beb2d45 | 2020-05-11 16:17:51 +0100 | [diff] [blame] | 670 | |
| 671 | // Copy output_state_out to output |
| 672 | _copy_output.configure(output_state_out, output); |
Michele Di Giorgio | 47a8990 | 2020-03-09 19:32:33 +0000 | [diff] [blame] | 673 | } |
| 674 | |
| 675 | Status NEQLSTMLayer::validate(const ITensorInfo *input, |
| 676 | const ITensorInfo *input_to_forget_weights, const ITensorInfo *input_to_cell_weights, const ITensorInfo *input_to_output_weights, |
| 677 | const ITensorInfo *recurrent_to_forget_weights, const ITensorInfo *recurrent_to_cell_weights, const ITensorInfo *recurrent_to_output_weights, |
| 678 | const ITensorInfo *forget_gate_bias, const ITensorInfo *cell_bias, const ITensorInfo *output_gate_bias, |
| 679 | const ITensorInfo *cell_state_in, const ITensorInfo *output_state_in, |
Michele Di Giorgio | beb2d45 | 2020-05-11 16:17:51 +0100 | [diff] [blame] | 680 | const ITensorInfo *cell_state_out, const ITensorInfo *output_state_out, const ITensorInfo *output, |
Michele Di Giorgio | 47a8990 | 2020-03-09 19:32:33 +0000 | [diff] [blame] | 681 | const LSTMParams<ITensorInfo> &lstm_params) |
| 682 | { |
| 683 | ARM_COMPUTE_RETURN_ERROR_ON_NULLPTR(input, input_to_forget_weights, input_to_cell_weights, input_to_output_weights, recurrent_to_forget_weights, recurrent_to_cell_weights, |
Michele Di Giorgio | beb2d45 | 2020-05-11 16:17:51 +0100 | [diff] [blame] | 684 | recurrent_to_output_weights, forget_gate_bias, cell_bias, output_gate_bias, cell_state_in, output_state_in, |
| 685 | cell_state_out, output_state_out, output); |
Michele Di Giorgio | 47a8990 | 2020-03-09 19:32:33 +0000 | [diff] [blame] | 686 | |
| 687 | ARM_COMPUTE_RETURN_ERROR_ON_DATA_TYPE_CHANNEL_NOT_IN(input, 1, DataType::QASYMM8_SIGNED); |
| 688 | ARM_COMPUTE_RETURN_ERROR_ON_MSG(input->num_dimensions() != 2, "Input must have exactly 2 dimensions"); |
| 689 | |
| 690 | const unsigned int input_size = input->dimension(0); |
| 691 | const unsigned int batch_size = input->dimension(1); |
| 692 | const unsigned int num_units = input_to_output_weights->dimension(1); |
Sang-Hoon Park | d5c020a | 2020-05-06 21:01:19 +0100 | [diff] [blame] | 693 | const unsigned int output_size = output_state_out->dimension(_out_state_output_size_dimension_idx); |
Michele Di Giorgio | 47a8990 | 2020-03-09 19:32:33 +0000 | [diff] [blame] | 694 | |
| 695 | ARM_COMPUTE_RETURN_ERROR_ON(input_to_output_weights->num_dimensions() != 2); |
| 696 | ARM_COMPUTE_RETURN_ERROR_ON(input_to_output_weights->dimension(0) != input_size); |
| 697 | ARM_COMPUTE_RETURN_ERROR_ON_MISMATCHING_SHAPES(input_to_output_weights, input_to_forget_weights, input_to_cell_weights); |
| 698 | ARM_COMPUTE_RETURN_ERROR_ON(recurrent_to_output_weights->num_dimensions() != 2); |
| 699 | ARM_COMPUTE_RETURN_ERROR_ON(recurrent_to_output_weights->dimension(1) != num_units); |
| 700 | ARM_COMPUTE_RETURN_ERROR_ON_MISMATCHING_SHAPES(recurrent_to_output_weights, recurrent_to_forget_weights, recurrent_to_cell_weights); |
Mike Kelly | 5873358 | 2022-05-05 20:19:00 +0100 | [diff] [blame] | 701 | ARM_COMPUTE_RETURN_ERROR_ON_DATA_TYPE_CHANNEL_NOT_IN(input_to_forget_weights, 1, DataType::QASYMM8_SIGNED, DataType::QSYMM8); |
| 702 | |
| 703 | // If the input_to_forget_weights data type is DataType::QSYMM8 then it can never match the other weights as they are all DataType::QASYMM8_SIGNED |
| 704 | if (input_to_forget_weights->data_type() == DataType::QSYMM8) |
| 705 | { |
| 706 | ARM_COMPUTE_RETURN_ERROR_ON_MISMATCHING_DATA_TYPES(input_to_cell_weights, input_to_output_weights, |
| 707 | recurrent_to_forget_weights, recurrent_to_cell_weights, recurrent_to_output_weights); |
| 708 | } |
| 709 | else |
| 710 | { |
| 711 | ARM_COMPUTE_RETURN_ERROR_ON_MISMATCHING_DATA_TYPES(input_to_forget_weights, input_to_cell_weights, input_to_output_weights, |
| 712 | recurrent_to_forget_weights, recurrent_to_cell_weights, recurrent_to_output_weights); |
| 713 | } |
Michele Di Giorgio | 47a8990 | 2020-03-09 19:32:33 +0000 | [diff] [blame] | 714 | ARM_COMPUTE_RETURN_ERROR_ON(forget_gate_bias->num_dimensions() != 1); |
| 715 | ARM_COMPUTE_RETURN_ERROR_ON(forget_gate_bias->dimension(0) != num_units); |
| 716 | ARM_COMPUTE_RETURN_ERROR_ON_MISMATCHING_SHAPES(forget_gate_bias, cell_bias, output_gate_bias); |
| 717 | ARM_COMPUTE_RETURN_ERROR_ON_DATA_TYPE_CHANNEL_NOT_IN(forget_gate_bias, 1, DataType::S32); |
| 718 | ARM_COMPUTE_RETURN_ERROR_ON_MISMATCHING_DATA_TYPES(forget_gate_bias, cell_bias, output_gate_bias); |
| 719 | |
| 720 | ARM_COMPUTE_RETURN_ERROR_ON(cell_state_in->num_dimensions() != 2); |
| 721 | ARM_COMPUTE_RETURN_ERROR_ON(cell_state_in->dimension(0) != num_units); |
| 722 | ARM_COMPUTE_RETURN_ERROR_ON(cell_state_in->dimension(1) != batch_size); |
| 723 | ARM_COMPUTE_RETURN_ERROR_ON_DATA_TYPE_CHANNEL_NOT_IN(cell_state_in, 1, DataType::QSYMM16); |
| 724 | |
| 725 | ARM_COMPUTE_RETURN_ERROR_ON(output_state_in->num_dimensions() != 2); |
| 726 | ARM_COMPUTE_RETURN_ERROR_ON(output_state_in->dimension(0) != output_size); |
| 727 | ARM_COMPUTE_RETURN_ERROR_ON(output_state_in->dimension(1) != batch_size); |
| 728 | ARM_COMPUTE_RETURN_ERROR_ON_MISMATCHING_DATA_TYPES(input, output_state_in); |
| 729 | |
| 730 | // Check whether peephole weights are all there or none |
| 731 | if(lstm_params.has_peephole_opt()) |
| 732 | { |
| 733 | ARM_COMPUTE_RETURN_ERROR_ON_NULLPTR(lstm_params.cell_to_forget_weights(), lstm_params.cell_to_output_weights()); |
| 734 | ARM_COMPUTE_RETURN_ERROR_ON_DATA_TYPE_CHANNEL_NOT_IN(lstm_params.cell_to_forget_weights(), 1, DataType::QSYMM16); |
| 735 | ARM_COMPUTE_RETURN_ERROR_ON(lstm_params.cell_to_forget_weights()->num_dimensions() != 1); |
| 736 | ARM_COMPUTE_RETURN_ERROR_ON(lstm_params.cell_to_forget_weights()->dimension(0) != num_units); |
| 737 | ARM_COMPUTE_RETURN_ERROR_ON_MISMATCHING_DATA_TYPES(lstm_params.cell_to_forget_weights(), lstm_params.cell_to_output_weights()); |
| 738 | ARM_COMPUTE_RETURN_ERROR_ON_MISMATCHING_SHAPES(lstm_params.cell_to_forget_weights(), lstm_params.cell_to_output_weights()); |
| 739 | |
| 740 | if(!lstm_params.has_cifg_opt()) |
| 741 | { |
| 742 | ARM_COMPUTE_RETURN_ERROR_ON_NULLPTR(lstm_params.cell_to_input_weights()); |
| 743 | ARM_COMPUTE_RETURN_ERROR_ON_MISMATCHING_DATA_TYPES(lstm_params.cell_to_forget_weights(), lstm_params.cell_to_input_weights()); |
| 744 | ARM_COMPUTE_RETURN_ERROR_ON_MISMATCHING_SHAPES(lstm_params.cell_to_forget_weights(), lstm_params.cell_to_input_weights()); |
| 745 | } |
| 746 | } |
| 747 | |
| 748 | const UniformQuantizationInfo qinput = input->quantization_info().uniform(); |
| 749 | const UniformQuantizationInfo qcell_state_in = cell_state_in->quantization_info().uniform(); |
| 750 | const UniformQuantizationInfo qoutput_state_in = output_state_in->quantization_info().uniform(); |
| 751 | |
| 752 | // Calculate and decompose effective scales for optimizing matmul calculation |
| 753 | const int32_t cell_shift = log2(qcell_state_in.scale); |
| 754 | ARM_COMPUTE_RETURN_ERROR_ON(cell_shift > -9); |
| 755 | |
| 756 | // Calculate quantized parameters for clipping. |
| 757 | int16_t quantized_cell_clip = 0; |
| 758 | if(lstm_params.cell_clip() > 0.0f) |
| 759 | { |
| 760 | quantized_cell_clip = quantize_qsymm16(lstm_params.cell_clip(), qcell_state_in); |
| 761 | } |
| 762 | |
| 763 | // Precompute effective bias for optimizing the matmul computations. |
| 764 | const TensorInfo eff_bias_info(TensorShape(num_units), 1, DataType::S32); |
Sang-Hoon Park | d5c020a | 2020-05-06 21:01:19 +0100 | [diff] [blame] | 765 | const TensorInfo projection_eff_bias_info(TensorShape(output_size), 1, DataType::S32); |
Michele Di Giorgio | 47a8990 | 2020-03-09 19:32:33 +0000 | [diff] [blame] | 766 | if(!lstm_params.has_cifg_opt()) |
| 767 | { |
Manuel Bottini | cfac51c | 2021-06-18 15:47:28 +0100 | [diff] [blame] | 768 | ARM_COMPUTE_RETURN_ON_ERROR(cpu::kernels::CpuGemmLowpMatrixAReductionKernel::validate(lstm_params.input_to_input_weights(), &eff_bias_info, GEMMLowpReductionKernelInfo(num_units, false, |
| 769 | -qinput.offset, true))); |
| 770 | ARM_COMPUTE_RETURN_ON_ERROR(cpu::kernels::CpuGemmLowpMatrixAReductionKernel::validate(lstm_params.recurrent_to_input_weights(), &eff_bias_info, GEMMLowpReductionKernelInfo(num_units, false, |
| 771 | -qoutput_state_in.offset, |
| 772 | true))); |
Michele Di Giorgio | 47a8990 | 2020-03-09 19:32:33 +0000 | [diff] [blame] | 773 | } |
Manuel Bottini | cfac51c | 2021-06-18 15:47:28 +0100 | [diff] [blame] | 774 | ARM_COMPUTE_RETURN_ON_ERROR(cpu::kernels::CpuGemmLowpMatrixAReductionKernel::validate(input_to_forget_weights, &eff_bias_info, GEMMLowpReductionKernelInfo(num_units, false, -qinput.offset, true))); |
| 775 | ARM_COMPUTE_RETURN_ON_ERROR(cpu::kernels::CpuGemmLowpMatrixAReductionKernel::validate(recurrent_to_forget_weights, &eff_bias_info, GEMMLowpReductionKernelInfo(num_units, false, |
| 776 | -qoutput_state_in.offset, true))); |
| 777 | ARM_COMPUTE_RETURN_ON_ERROR(cpu::kernels::CpuGemmLowpMatrixAReductionKernel::validate(input_to_cell_weights, &eff_bias_info, GEMMLowpReductionKernelInfo(num_units, false, -qinput.offset, true))); |
| 778 | ARM_COMPUTE_RETURN_ON_ERROR(cpu::kernels::CpuGemmLowpMatrixAReductionKernel::validate(recurrent_to_cell_weights, &eff_bias_info, GEMMLowpReductionKernelInfo(num_units, false, -qoutput_state_in.offset, |
| 779 | true))); |
| 780 | ARM_COMPUTE_RETURN_ON_ERROR(cpu::kernels::CpuGemmLowpMatrixAReductionKernel::validate(input_to_output_weights, &eff_bias_info, GEMMLowpReductionKernelInfo(num_units, false, -qinput.offset, true))); |
| 781 | ARM_COMPUTE_RETURN_ON_ERROR(cpu::kernels::CpuGemmLowpMatrixAReductionKernel::validate(recurrent_to_output_weights, &eff_bias_info, GEMMLowpReductionKernelInfo(num_units, false, |
| 782 | -qoutput_state_in.offset, true))); |
Sang-Hoon Park | d5c020a | 2020-05-06 21:01:19 +0100 | [diff] [blame] | 783 | if(lstm_params.has_projection()) |
Michele Di Giorgio | 47a8990 | 2020-03-09 19:32:33 +0000 | [diff] [blame] | 784 | { |
Manuel Bottini | cfac51c | 2021-06-18 15:47:28 +0100 | [diff] [blame] | 785 | ARM_COMPUTE_RETURN_ON_ERROR(cpu::kernels::CpuGemmLowpMatrixAReductionKernel::validate(lstm_params.projection_weights(), &projection_eff_bias_info, GEMMLowpReductionKernelInfo(output_size, false, |
| 786 | lstm_params.hidden_state_zero(), |
| 787 | true))); |
Michele Di Giorgio | 11c562c | 2020-06-10 16:34:50 +0100 | [diff] [blame] | 788 | if(lstm_params.projection_bias() != nullptr) |
| 789 | { |
| 790 | ARM_COMPUTE_RETURN_ERROR_ON_DATA_TYPE_CHANNEL_NOT_IN(lstm_params.projection_bias(), 1, DataType::S32); |
Michalis Spyrou | 173ba9b | 2020-06-23 17:25:43 +0100 | [diff] [blame] | 791 | ARM_COMPUTE_RETURN_ON_ERROR(NEArithmeticAddition::validate(lstm_params.projection_bias(), &projection_eff_bias_info, &projection_eff_bias_info, ConvertPolicy::SATURATE)); |
Michele Di Giorgio | 11c562c | 2020-06-10 16:34:50 +0100 | [diff] [blame] | 792 | } |
Michele Di Giorgio | 47a8990 | 2020-03-09 19:32:33 +0000 | [diff] [blame] | 793 | } |
| 794 | |
Mike Kelly | 5873358 | 2022-05-05 20:19:00 +0100 | [diff] [blame] | 795 | const TensorInfo input_weights_transposed(TensorShape(num_units, input_size), 1, input_to_cell_weights->data_type(), input_to_cell_weights->quantization_info()); |
Pablo Marquez Tello | bfd10a1 | 2022-03-21 14:56:38 +0000 | [diff] [blame] | 796 | const TensorInfo input_to_output_weights_transposed(TensorShape(num_units, input_size), 1, input_to_output_weights->data_type(), input_to_output_weights->quantization_info()); |
| 797 | const TensorInfo recurrent_to_forget_weights_transposed(TensorShape(num_units, output_size), 1, recurrent_to_forget_weights->data_type(), recurrent_to_forget_weights->quantization_info()); |
Mike Kelly | 5873358 | 2022-05-05 20:19:00 +0100 | [diff] [blame] | 798 | const TensorInfo recurrent_to_cell_weights_transposed(TensorShape(num_units, output_size), 1, recurrent_to_cell_weights->data_type(), recurrent_to_cell_weights->quantization_info()); |
| 799 | const TensorInfo recurrent_to_output_weights_transposed(TensorShape(num_units, output_size), 1, recurrent_to_output_weights->data_type(), recurrent_to_output_weights->quantization_info()); |
Michele Di Giorgio | 47a8990 | 2020-03-09 19:32:33 +0000 | [diff] [blame] | 800 | const TensorInfo recurrent_weights_transposed(TensorShape(num_units, output_size), 1, recurrent_to_forget_weights->data_type(), recurrent_to_forget_weights->quantization_info()); |
| 801 | |
Michele Di Giorgio | 47a8990 | 2020-03-09 19:32:33 +0000 | [diff] [blame] | 802 | ARM_COMPUTE_RETURN_ON_ERROR(NETranspose::validate(input_to_cell_weights, &input_weights_transposed)); |
Pablo Marquez Tello | bfd10a1 | 2022-03-21 14:56:38 +0000 | [diff] [blame] | 803 | ARM_COMPUTE_RETURN_ON_ERROR(NETranspose::validate(input_to_output_weights, &input_to_output_weights_transposed)); |
| 804 | ARM_COMPUTE_RETURN_ON_ERROR(NETranspose::validate(recurrent_to_forget_weights, &recurrent_to_forget_weights_transposed)); |
| 805 | ARM_COMPUTE_RETURN_ON_ERROR(NETranspose::validate(recurrent_to_cell_weights, &recurrent_to_cell_weights_transposed)); |
| 806 | ARM_COMPUTE_RETURN_ON_ERROR(NETranspose::validate(recurrent_to_output_weights, &recurrent_to_output_weights_transposed)); |
Michele Di Giorgio | 47a8990 | 2020-03-09 19:32:33 +0000 | [diff] [blame] | 807 | if(!lstm_params.has_cifg_opt()) |
| 808 | { |
Pablo Marquez Tello | bfd10a1 | 2022-03-21 14:56:38 +0000 | [diff] [blame] | 809 | const TensorInfo recurrent_to_input_weights_transposed(TensorShape(num_units, output_size), 1, |
| 810 | recurrent_to_forget_weights->data_type(), lstm_params.recurrent_to_input_weights()->quantization_info()); |
| 811 | const TensorInfo input_to_input_weights_transposed(TensorShape(num_units, input_size), 1, |
Mike Kelly | 5873358 | 2022-05-05 20:19:00 +0100 | [diff] [blame] | 812 | lstm_params.input_to_input_weights()->data_type(), lstm_params.input_to_input_weights()->quantization_info()); |
Pablo Marquez Tello | bfd10a1 | 2022-03-21 14:56:38 +0000 | [diff] [blame] | 813 | ARM_COMPUTE_RETURN_ON_ERROR(NETranspose::validate(lstm_params.input_to_input_weights(), &input_to_input_weights_transposed)); |
| 814 | ARM_COMPUTE_RETURN_ON_ERROR(NETranspose::validate(lstm_params.recurrent_to_input_weights(), &recurrent_to_input_weights_transposed)); |
Michele Di Giorgio | 47a8990 | 2020-03-09 19:32:33 +0000 | [diff] [blame] | 815 | } |
| 816 | if(lstm_params.has_projection()) |
| 817 | { |
Sang-Hoon Park | d5c020a | 2020-05-06 21:01:19 +0100 | [diff] [blame] | 818 | const TensorInfo projection_weights_transposed(TensorShape(output_size, num_units), 1, lstm_params.projection_weights()->data_type(), lstm_params.projection_weights()->quantization_info()); |
| 819 | ARM_COMPUTE_RETURN_ON_ERROR(NETranspose::validate(lstm_params.projection_weights(), &projection_weights_transposed)); |
Michele Di Giorgio | 47a8990 | 2020-03-09 19:32:33 +0000 | [diff] [blame] | 820 | } |
| 821 | |
| 822 | GEMMLowpOutputStageInfo gemmlowp_info; |
| 823 | gemmlowp_info.type = GEMMLowpOutputStageType::QUANTIZE_DOWN_FIXEDPOINT; |
| 824 | gemmlowp_info.gemmlowp_min_bound = std::numeric_limits<int16_t>::lowest(); |
| 825 | gemmlowp_info.gemmlowp_max_bound = std::numeric_limits<int16_t>::max(); |
| 826 | gemmlowp_info.output_data_type = DataType::QSYMM16; |
| 827 | |
Sang-Hoon Park | 9230e27 | 2020-04-18 00:46:34 +0100 | [diff] [blame] | 828 | const bool has_layer_norm = lstm_params.use_layer_norm(); |
| 829 | |
Michele Di Giorgio | 47a8990 | 2020-03-09 19:32:33 +0000 | [diff] [blame] | 830 | // Forget gate. |
Sang-Hoon Park | ee4833d | 2020-05-20 09:13:32 +0100 | [diff] [blame] | 831 | ARM_COMPUTE_RETURN_ERROR_ON(lstm_params.forget_intermediate_scale() == 0); |
Michele Di Giorgio | 47a8990 | 2020-03-09 19:32:33 +0000 | [diff] [blame] | 832 | const TensorInfo forget_outstage_info(TensorShape(num_units, batch_size), 1, DataType::QSYMM16, QuantizationInfo(lstm_params.forget_intermediate_scale(), 0)); |
| 833 | const TensorInfo mm_out_info(TensorShape(num_units, batch_size), 1, DataType::S32); |
| 834 | const float input_to_forget_scale = input_to_forget_weights->quantization_info().uniform().scale * qinput.scale / lstm_params.forget_intermediate_scale(); |
Sang-Hoon Park | a7431ae | 2020-05-12 11:13:30 +0100 | [diff] [blame] | 835 | ARM_COMPUTE_RETURN_ON_ERROR(validate_mm(gemmlowp_info, input, &input_weights_transposed, &eff_bias_info, input_to_forget_scale, &mm_out_info, &forget_outstage_info)); |
Michele Di Giorgio | 47a8990 | 2020-03-09 19:32:33 +0000 | [diff] [blame] | 836 | |
| 837 | const float recurrent_to_forget_scale = recurrent_to_forget_weights->quantization_info().uniform().scale * qoutput_state_in.scale / lstm_params.forget_intermediate_scale(); |
Sang-Hoon Park | a7431ae | 2020-05-12 11:13:30 +0100 | [diff] [blame] | 838 | ARM_COMPUTE_RETURN_ON_ERROR(validate_mm(gemmlowp_info, output_state_in, &recurrent_weights_transposed, &eff_bias_info, recurrent_to_forget_scale, &mm_out_info, &forget_outstage_info)); |
Michele Di Giorgio | 47a8990 | 2020-03-09 19:32:33 +0000 | [diff] [blame] | 839 | |
Michalis Spyrou | 173ba9b | 2020-06-23 17:25:43 +0100 | [diff] [blame] | 840 | ARM_COMPUTE_RETURN_ON_ERROR(NEArithmeticAddition::validate(&forget_outstage_info, &forget_outstage_info, &forget_outstage_info, ConvertPolicy::SATURATE)); |
Michele Di Giorgio | 47a8990 | 2020-03-09 19:32:33 +0000 | [diff] [blame] | 841 | |
| 842 | if(lstm_params.has_peephole_opt()) |
| 843 | { |
| 844 | ARM_COMPUTE_RETURN_ERROR_ON_DATA_TYPE_CHANNEL_NOT_IN(lstm_params.cell_to_forget_weights(), 1, DataType::QSYMM16); |
Michalis Spyrou | 6eb7345 | 2020-07-02 17:39:25 +0100 | [diff] [blame] | 845 | ARM_COMPUTE_RETURN_ON_ERROR(NEPixelWiseMultiplication::validate(cell_state_in, lstm_params.cell_to_forget_weights(), &mm_out_info, 1.f, ConvertPolicy::SATURATE, |
| 846 | RoundingPolicy::TO_ZERO)); |
Michele Di Giorgio | 47a8990 | 2020-03-09 19:32:33 +0000 | [diff] [blame] | 847 | const float cell_to_forget_scale = std::pow(2, cell_shift) * lstm_params.cell_to_forget_weights()->quantization_info().uniform().scale / lstm_params.forget_intermediate_scale(); |
| 848 | ARM_COMPUTE_RETURN_ON_ERROR(quantization::calculate_quantized_multiplier(cell_to_forget_scale, &gemmlowp_info.gemmlowp_multiplier, &gemmlowp_info.gemmlowp_shift)); |
| 849 | ARM_COMPUTE_RETURN_ON_ERROR(NEGEMMLowpOutputStage::validate(&mm_out_info, nullptr, &forget_outstage_info, gemmlowp_info)); |
Michalis Spyrou | 173ba9b | 2020-06-23 17:25:43 +0100 | [diff] [blame] | 850 | ARM_COMPUTE_RETURN_ON_ERROR(NEArithmeticAddition::validate(&forget_outstage_info, &forget_outstage_info, &forget_outstage_info, ConvertPolicy::SATURATE)); |
Michele Di Giorgio | 47a8990 | 2020-03-09 19:32:33 +0000 | [diff] [blame] | 851 | } |
| 852 | |
Sang-Hoon Park | 9230e27 | 2020-04-18 00:46:34 +0100 | [diff] [blame] | 853 | if(has_layer_norm) |
| 854 | { |
| 855 | const ITensorInfo *w_info = lstm_params.forget_layer_norm_weights(); |
| 856 | const ITensorInfo *b_info = forget_gate_bias; |
| 857 | ARM_COMPUTE_RETURN_ON_ERROR(validate_layer_norm(forget_outstage_info, *w_info, *b_info)); |
| 858 | } |
| 859 | |
Michele Di Giorgio | 47a8990 | 2020-03-09 19:32:33 +0000 | [diff] [blame] | 860 | // Output quantization info of Sigmoid and Tanh activations |
| 861 | const QuantizationInfo sigmoid_tanh_outqinfo(1.f / 32768.f, 0); |
Sang-Hoon Park | 9230e27 | 2020-04-18 00:46:34 +0100 | [diff] [blame] | 862 | const TensorInfo forget_gate_info(TensorShape(num_units, batch_size), 1, DataType::QSYMM16, sigmoid_tanh_outqinfo); |
Michele Di Giorgio | 47a8990 | 2020-03-09 19:32:33 +0000 | [diff] [blame] | 863 | |
Michele Di Giorgio | 47a8990 | 2020-03-09 19:32:33 +0000 | [diff] [blame] | 864 | ARM_COMPUTE_RETURN_ON_ERROR(NEActivationLayer::validate(&forget_outstage_info, &forget_gate_info, ActivationLayerInfo(ActivationLayerInfo::ActivationFunction::LOGISTIC))); |
| 865 | |
| 866 | // Modulation gate. |
Sang-Hoon Park | ee4833d | 2020-05-20 09:13:32 +0100 | [diff] [blame] | 867 | ARM_COMPUTE_RETURN_ERROR_ON(lstm_params.cell_intermediate_scale() == 0); |
Michele Di Giorgio | 47a8990 | 2020-03-09 19:32:33 +0000 | [diff] [blame] | 868 | const TensorInfo cell_outstage_info(TensorShape(num_units, batch_size), 1, DataType::QSYMM16, QuantizationInfo(lstm_params.cell_intermediate_scale(), 0)); |
| 869 | const float input_to_cell_scale = input_to_cell_weights->quantization_info().uniform().scale * qinput.scale / lstm_params.cell_intermediate_scale(); |
Sang-Hoon Park | a7431ae | 2020-05-12 11:13:30 +0100 | [diff] [blame] | 870 | ARM_COMPUTE_RETURN_ON_ERROR(validate_mm(gemmlowp_info, input, &input_weights_transposed, &eff_bias_info, input_to_cell_scale, &mm_out_info, &cell_outstage_info)); |
Michele Di Giorgio | 47a8990 | 2020-03-09 19:32:33 +0000 | [diff] [blame] | 871 | |
| 872 | const float recurrent_to_cell_scale = recurrent_to_cell_weights->quantization_info().uniform().scale * qoutput_state_in.scale / lstm_params.cell_intermediate_scale(); |
Sang-Hoon Park | a7431ae | 2020-05-12 11:13:30 +0100 | [diff] [blame] | 873 | ARM_COMPUTE_RETURN_ON_ERROR(validate_mm(gemmlowp_info, output_state_in, &recurrent_weights_transposed, &eff_bias_info, recurrent_to_cell_scale, &mm_out_info, &cell_outstage_info)); |
Michele Di Giorgio | 47a8990 | 2020-03-09 19:32:33 +0000 | [diff] [blame] | 874 | |
Michalis Spyrou | 173ba9b | 2020-06-23 17:25:43 +0100 | [diff] [blame] | 875 | ARM_COMPUTE_RETURN_ON_ERROR(NEArithmeticAddition::validate(&cell_outstage_info, &cell_outstage_info, &cell_outstage_info, ConvertPolicy::SATURATE)); |
Michele Di Giorgio | 47a8990 | 2020-03-09 19:32:33 +0000 | [diff] [blame] | 876 | |
Sang-Hoon Park | 9230e27 | 2020-04-18 00:46:34 +0100 | [diff] [blame] | 877 | if(has_layer_norm) |
| 878 | { |
| 879 | const ITensorInfo *w_info = lstm_params.cell_layer_norm_weights(); |
| 880 | const ITensorInfo *b_info = cell_bias; |
| 881 | ARM_COMPUTE_RETURN_ON_ERROR(validate_layer_norm(cell_outstage_info, *w_info, *b_info)); |
| 882 | } |
Michele Di Giorgio | 47a8990 | 2020-03-09 19:32:33 +0000 | [diff] [blame] | 883 | const TensorInfo cell_gate_info(TensorShape(num_units, batch_size), 1, DataType::QSYMM16, sigmoid_tanh_outqinfo); |
Sang-Hoon Park | 9230e27 | 2020-04-18 00:46:34 +0100 | [diff] [blame] | 884 | |
Michele Di Giorgio | 47a8990 | 2020-03-09 19:32:33 +0000 | [diff] [blame] | 885 | ARM_COMPUTE_RETURN_ON_ERROR(NEActivationLayer::validate(&cell_outstage_info, &cell_gate_info, ActivationLayerInfo(ActivationLayerInfo::ActivationFunction::TANH, 1.f, 1.f))); |
| 886 | |
| 887 | // Input gate. |
| 888 | const TensorInfo input_gate_info(TensorShape(num_units, batch_size), 1, DataType::QSYMM16, sigmoid_tanh_outqinfo); |
| 889 | if(lstm_params.has_cifg_opt()) |
| 890 | { |
| 891 | ARM_COMPUTE_RETURN_ERROR_ON_MSG(lstm_params.input_gate_bias() != nullptr, "Input gate bias must not be present when CIFG is used"); |
Michalis Spyrou | 173ba9b | 2020-06-23 17:25:43 +0100 | [diff] [blame] | 892 | ARM_COMPUTE_RETURN_ON_ERROR(NEArithmeticSubtraction::validate(&input_gate_info, &forget_gate_info, &forget_gate_info, ConvertPolicy::SATURATE)); |
Michele Di Giorgio | 47a8990 | 2020-03-09 19:32:33 +0000 | [diff] [blame] | 893 | } |
| 894 | else |
| 895 | { |
| 896 | ARM_COMPUTE_RETURN_ERROR_ON_NULLPTR(lstm_params.input_to_input_weights(), lstm_params.recurrent_to_input_weights(), lstm_params.input_gate_bias()); |
Mike Kelly | 5873358 | 2022-05-05 20:19:00 +0100 | [diff] [blame] | 897 | |
| 898 | // If the input_to_forget_weights data type is DataType::QSYMM8 then it can never match the other weights as they are all DataType::QASYMM8_SIGNED |
| 899 | if (input_to_forget_weights->data_type() == DataType::QSYMM8) |
| 900 | { |
| 901 | ARM_COMPUTE_RETURN_ERROR_ON_MISMATCHING_DATA_TYPES(lstm_params.input_to_input_weights(), lstm_params.recurrent_to_input_weights()); |
| 902 | } |
| 903 | else |
| 904 | { |
| 905 | ARM_COMPUTE_RETURN_ERROR_ON_MISMATCHING_DATA_TYPES(input_to_forget_weights, lstm_params.input_to_input_weights(), lstm_params.recurrent_to_input_weights()); |
| 906 | } |
Michele Di Giorgio | 47a8990 | 2020-03-09 19:32:33 +0000 | [diff] [blame] | 907 | ARM_COMPUTE_RETURN_ERROR_ON_MISMATCHING_SHAPES(input_to_forget_weights, lstm_params.input_to_input_weights()); |
| 908 | ARM_COMPUTE_RETURN_ERROR_ON_MISMATCHING_SHAPES(recurrent_to_forget_weights, lstm_params.recurrent_to_input_weights()); |
| 909 | ARM_COMPUTE_RETURN_ERROR_ON_MISMATCHING_DATA_TYPES(forget_gate_bias, lstm_params.input_gate_bias()); |
| 910 | ARM_COMPUTE_RETURN_ERROR_ON_MISMATCHING_SHAPES(forget_gate_bias, lstm_params.input_gate_bias()); |
| 911 | |
Sang-Hoon Park | ee4833d | 2020-05-20 09:13:32 +0100 | [diff] [blame] | 912 | ARM_COMPUTE_RETURN_ERROR_ON(lstm_params.input_intermediate_scale() == 0); |
Michele Di Giorgio | 47a8990 | 2020-03-09 19:32:33 +0000 | [diff] [blame] | 913 | const TensorInfo input_outstage_info(TensorShape(num_units, batch_size), 1, DataType::QSYMM16, QuantizationInfo(lstm_params.input_intermediate_scale(), 0)); |
| 914 | const float input_to_input_scale = lstm_params.input_to_input_weights()->quantization_info().uniform().scale * qinput.scale / lstm_params.input_intermediate_scale(); |
Sang-Hoon Park | a7431ae | 2020-05-12 11:13:30 +0100 | [diff] [blame] | 915 | ARM_COMPUTE_RETURN_ON_ERROR(validate_mm(gemmlowp_info, input, &input_weights_transposed, &eff_bias_info, input_to_input_scale, &mm_out_info, &input_outstage_info)); |
Michele Di Giorgio | 47a8990 | 2020-03-09 19:32:33 +0000 | [diff] [blame] | 916 | |
| 917 | const float recurrent_to_input_scale = lstm_params.recurrent_to_input_weights()->quantization_info().uniform().scale * qoutput_state_in.scale / lstm_params.input_intermediate_scale(); |
Sang-Hoon Park | a7431ae | 2020-05-12 11:13:30 +0100 | [diff] [blame] | 918 | ARM_COMPUTE_RETURN_ON_ERROR(validate_mm(gemmlowp_info, output_state_in, &recurrent_weights_transposed, &eff_bias_info, recurrent_to_input_scale, &mm_out_info, &input_outstage_info)); |
Michele Di Giorgio | 47a8990 | 2020-03-09 19:32:33 +0000 | [diff] [blame] | 919 | |
Michalis Spyrou | 173ba9b | 2020-06-23 17:25:43 +0100 | [diff] [blame] | 920 | ARM_COMPUTE_RETURN_ON_ERROR(NEArithmeticAddition::validate(&input_outstage_info, &input_outstage_info, &input_outstage_info, ConvertPolicy::SATURATE)); |
Michele Di Giorgio | 47a8990 | 2020-03-09 19:32:33 +0000 | [diff] [blame] | 921 | |
| 922 | if(lstm_params.has_peephole_opt()) |
| 923 | { |
Michalis Spyrou | 6eb7345 | 2020-07-02 17:39:25 +0100 | [diff] [blame] | 924 | ARM_COMPUTE_RETURN_ON_ERROR(NEPixelWiseMultiplication::validate(cell_state_in, lstm_params.cell_to_input_weights(), &mm_out_info, 1.f, ConvertPolicy::SATURATE, |
| 925 | RoundingPolicy::TO_ZERO)); |
Michele Di Giorgio | 47a8990 | 2020-03-09 19:32:33 +0000 | [diff] [blame] | 926 | const float cell_to_input_scale = std::pow(2, cell_shift) * lstm_params.cell_to_input_weights()->quantization_info().uniform().scale / lstm_params.input_intermediate_scale(); |
| 927 | ARM_COMPUTE_RETURN_ON_ERROR(quantization::calculate_quantized_multiplier(cell_to_input_scale, &gemmlowp_info.gemmlowp_multiplier, &gemmlowp_info.gemmlowp_shift)); |
Sang-Hoon Park | d5c020a | 2020-05-06 21:01:19 +0100 | [diff] [blame] | 928 | ARM_COMPUTE_RETURN_ON_ERROR(NEGEMMLowpOutputStage::validate(&mm_out_info, &eff_bias_info, &input_outstage_info, gemmlowp_info)); |
Michalis Spyrou | 173ba9b | 2020-06-23 17:25:43 +0100 | [diff] [blame] | 929 | ARM_COMPUTE_RETURN_ON_ERROR(NEArithmeticAddition::validate(&input_outstage_info, &input_outstage_info, &input_outstage_info, ConvertPolicy::SATURATE)); |
Michele Di Giorgio | 47a8990 | 2020-03-09 19:32:33 +0000 | [diff] [blame] | 930 | } |
| 931 | |
Sang-Hoon Park | 9230e27 | 2020-04-18 00:46:34 +0100 | [diff] [blame] | 932 | if(has_layer_norm) |
| 933 | { |
| 934 | const ITensorInfo *w_info = lstm_params.input_layer_norm_weights(); |
| 935 | const ITensorInfo *b_info = lstm_params.input_gate_bias(); |
| 936 | ARM_COMPUTE_RETURN_ON_ERROR(validate_layer_norm(input_outstage_info, *w_info, *b_info)); |
| 937 | } |
| 938 | |
Sang-Hoon Park | d5c020a | 2020-05-06 21:01:19 +0100 | [diff] [blame] | 939 | ARM_COMPUTE_RETURN_ON_ERROR(NEActivationLayer::validate(&input_outstage_info, &input_gate_info, ActivationLayerInfo(ActivationLayerInfo::ActivationFunction::TANH, 1.f, 1.f))); |
Michele Di Giorgio | 47a8990 | 2020-03-09 19:32:33 +0000 | [diff] [blame] | 940 | } |
| 941 | // Cell. |
Michalis Spyrou | 6eb7345 | 2020-07-02 17:39:25 +0100 | [diff] [blame] | 942 | ARM_COMPUTE_RETURN_ON_ERROR(NEPixelWiseMultiplication::validate(&forget_gate_info, cell_state_in, &forget_gate_info, 1.f, ConvertPolicy::SATURATE, RoundingPolicy::TO_ZERO)); |
| 943 | ARM_COMPUTE_RETURN_ON_ERROR(NEPixelWiseMultiplication::validate(&input_gate_info, cell_state_in, &cell_gate_info, 1.f, ConvertPolicy::SATURATE, RoundingPolicy::TO_ZERO)); |
Michalis Spyrou | 173ba9b | 2020-06-23 17:25:43 +0100 | [diff] [blame] | 944 | ARM_COMPUTE_RETURN_ON_ERROR(NEArithmeticAddition::validate(&forget_gate_info, &cell_gate_info, cell_state_out, ConvertPolicy::SATURATE)); |
Michele Di Giorgio | 47a8990 | 2020-03-09 19:32:33 +0000 | [diff] [blame] | 945 | if(quantized_cell_clip > 0) |
| 946 | { |
| 947 | ARM_COMPUTE_RETURN_ON_ERROR(NEActivationLayer::validate(cell_state_out, nullptr, ActivationLayerInfo(ActivationLayerInfo::ActivationFunction::LU_BOUNDED_RELU, -quantized_cell_clip, |
| 948 | quantized_cell_clip))); |
| 949 | } |
| 950 | // Output gate. |
Sang-Hoon Park | ee4833d | 2020-05-20 09:13:32 +0100 | [diff] [blame] | 951 | ARM_COMPUTE_RETURN_ERROR_ON(lstm_params.output_intermediate_scale() == 0); |
Michele Di Giorgio | 47a8990 | 2020-03-09 19:32:33 +0000 | [diff] [blame] | 952 | const TensorInfo output_outstage_info(TensorShape(num_units, batch_size), 1, DataType::QSYMM16, QuantizationInfo(lstm_params.output_intermediate_scale(), 0)); |
| 953 | const float input_to_output_scale = input_to_output_weights->quantization_info().uniform().scale * qinput.scale / lstm_params.output_intermediate_scale(); |
Sang-Hoon Park | a7431ae | 2020-05-12 11:13:30 +0100 | [diff] [blame] | 954 | ARM_COMPUTE_RETURN_ON_ERROR(validate_mm(gemmlowp_info, input, &input_weights_transposed, &eff_bias_info, input_to_output_scale, &mm_out_info, &output_outstage_info)); |
Michele Di Giorgio | 47a8990 | 2020-03-09 19:32:33 +0000 | [diff] [blame] | 955 | |
| 956 | const float recurrent_to_output_scale = recurrent_to_output_weights->quantization_info().uniform().scale * qoutput_state_in.scale / lstm_params.output_intermediate_scale(); |
Sang-Hoon Park | a7431ae | 2020-05-12 11:13:30 +0100 | [diff] [blame] | 957 | ARM_COMPUTE_RETURN_ON_ERROR(validate_mm(gemmlowp_info, output_state_in, &recurrent_weights_transposed, &eff_bias_info, recurrent_to_output_scale, &mm_out_info, &output_outstage_info)); |
Michele Di Giorgio | 47a8990 | 2020-03-09 19:32:33 +0000 | [diff] [blame] | 958 | |
Michalis Spyrou | 173ba9b | 2020-06-23 17:25:43 +0100 | [diff] [blame] | 959 | ARM_COMPUTE_RETURN_ON_ERROR(NEArithmeticAddition::validate(&output_outstage_info, &output_outstage_info, &output_outstage_info, ConvertPolicy::SATURATE)); |
Michele Di Giorgio | 47a8990 | 2020-03-09 19:32:33 +0000 | [diff] [blame] | 960 | if(lstm_params.has_peephole_opt()) |
| 961 | { |
| 962 | ARM_COMPUTE_RETURN_ERROR_ON_DATA_TYPE_CHANNEL_NOT_IN(lstm_params.cell_to_output_weights(), 1, DataType::QSYMM16); |
Michalis Spyrou | 6eb7345 | 2020-07-02 17:39:25 +0100 | [diff] [blame] | 963 | // TODO(COMPMID-3395): Perform multiplication in the quantized domain in NEPixelWiseMultiplication |
Michele Di Giorgio | 47a8990 | 2020-03-09 19:32:33 +0000 | [diff] [blame] | 964 | // Here we are not using the output stage because all operations are done in float |
| 965 | // const float cell_to_output_scale = std::pow(2, cell_shift) * lstm_params.cell_to_output_weights()->quantization_info().uniform().scale / lstm_params.output_intermediate_scale(); |
| 966 | // ARM_COMPUTE_RETURN_ON_ERROR(quantization::calculate_quantized_multiplier(cell_to_output_scale, &gemmlowp_info.gemmlowp_multiplier, &gemmlowp_info.gemmlowp_shift)); |
Michalis Spyrou | 6eb7345 | 2020-07-02 17:39:25 +0100 | [diff] [blame] | 967 | ARM_COMPUTE_RETURN_ON_ERROR(NEPixelWiseMultiplication::validate(cell_state_out, lstm_params.cell_to_output_weights(), &output_outstage_info, 1.f, ConvertPolicy::SATURATE, |
| 968 | RoundingPolicy::TO_ZERO)); |
Michalis Spyrou | 173ba9b | 2020-06-23 17:25:43 +0100 | [diff] [blame] | 969 | ARM_COMPUTE_RETURN_ON_ERROR(NEArithmeticAddition::validate(&output_outstage_info, &output_outstage_info, &output_outstage_info, ConvertPolicy::SATURATE)); |
Michele Di Giorgio | 47a8990 | 2020-03-09 19:32:33 +0000 | [diff] [blame] | 970 | } |
| 971 | |
Sang-Hoon Park | 9230e27 | 2020-04-18 00:46:34 +0100 | [diff] [blame] | 972 | if(has_layer_norm) |
| 973 | { |
| 974 | const ITensorInfo *w_info = lstm_params.output_layer_norm_weights(); |
| 975 | const ITensorInfo *b_info = output_gate_bias; |
| 976 | ARM_COMPUTE_RETURN_ON_ERROR(validate_layer_norm(output_outstage_info, *w_info, *b_info)); |
| 977 | } |
| 978 | |
Michele Di Giorgio | 47a8990 | 2020-03-09 19:32:33 +0000 | [diff] [blame] | 979 | const TensorInfo output_gate_info(TensorShape(num_units, batch_size), 1, DataType::QSYMM16, sigmoid_tanh_outqinfo); |
| 980 | ARM_COMPUTE_RETURN_ON_ERROR(NEActivationLayer::validate(&output_outstage_info, &output_gate_info, ActivationLayerInfo(ActivationLayerInfo::ActivationFunction::LOGISTIC))); |
| 981 | |
| 982 | // Hidden. |
| 983 | ARM_COMPUTE_RETURN_ON_ERROR(NEActivationLayer::validate(cell_state_out, &input_gate_info, ActivationLayerInfo(ActivationLayerInfo::ActivationFunction::TANH, 1.f, 1.f))); |
| 984 | const TensorInfo hidden_mul_res(TensorShape(num_units, batch_size), 1, DataType::S32); |
Sang-Hoon Park | d5c020a | 2020-05-06 21:01:19 +0100 | [diff] [blame] | 985 | const TensorInfo hidden_out_info(TensorShape(num_units, batch_size), 1, DataType::QASYMM8_SIGNED); |
Michalis Spyrou | 6eb7345 | 2020-07-02 17:39:25 +0100 | [diff] [blame] | 986 | ARM_COMPUTE_RETURN_ON_ERROR(NEPixelWiseMultiplication::validate(&output_gate_info, &input_gate_info, &hidden_mul_res, 1.f, ConvertPolicy::SATURATE, RoundingPolicy::TO_ZERO)); |
Sang-Hoon Park | ee4833d | 2020-05-20 09:13:32 +0100 | [diff] [blame] | 987 | |
| 988 | ARM_COMPUTE_RETURN_ERROR_ON(lstm_params.hidden_state_scale() == 0); |
Michele Di Giorgio | 47a8990 | 2020-03-09 19:32:33 +0000 | [diff] [blame] | 989 | const float hidden_state_scale = std::pow(2, -15) / lstm_params.hidden_state_scale() * std::pow(2, -15); |
Sang-Hoon Park | 30b46a6 | 2020-04-18 01:40:57 +0100 | [diff] [blame] | 990 | ARM_COMPUTE_RETURN_ON_ERROR(quantization::calculate_quantized_multiplier(hidden_state_scale, &gemmlowp_info.gemmlowp_multiplier, &gemmlowp_info.gemmlowp_shift, /* ignore_epsilon */ true)); |
Sang-Hoon Park | 9f89375 | 2020-10-20 15:33:31 +0100 | [diff] [blame] | 991 | gemmlowp_info.gemmlowp_offset = lstm_params.hidden_state_zero(); |
| 992 | gemmlowp_info.output_data_type = hidden_out_info.data_type(); |
Sang-Hoon Park | d5c020a | 2020-05-06 21:01:19 +0100 | [diff] [blame] | 993 | ARM_COMPUTE_RETURN_ON_ERROR(NEGEMMLowpOutputStage::validate(&hidden_mul_res, nullptr, &hidden_out_info, gemmlowp_info)); |
| 994 | |
| 995 | const bool projection_tensor_copy_required = num_units != output_size; |
Michele Di Giorgio | 47a8990 | 2020-03-09 19:32:33 +0000 | [diff] [blame] | 996 | |
| 997 | // Projection. |
| 998 | if(lstm_params.has_projection()) |
| 999 | { |
| 1000 | ARM_COMPUTE_RETURN_ERROR_ON_MISMATCHING_DATA_TYPES(recurrent_to_forget_weights, lstm_params.projection_weights()); |
Sang-Hoon Park | ee4833d | 2020-05-20 09:13:32 +0100 | [diff] [blame] | 1001 | ARM_COMPUTE_RETURN_ERROR_ON(qoutput_state_in.scale == 0); |
Michele Di Giorgio | 47a8990 | 2020-03-09 19:32:33 +0000 | [diff] [blame] | 1002 | |
| 1003 | const UniformQuantizationInfo qprojection = lstm_params.projection_weights()->quantization_info().uniform(); |
| 1004 | const float projection_scale = qprojection.scale * lstm_params.hidden_state_scale() / qoutput_state_in.scale; |
| 1005 | ARM_COMPUTE_RETURN_ON_ERROR(quantization::calculate_quantized_multiplier(projection_scale, &gemmlowp_info.gemmlowp_multiplier, &gemmlowp_info.gemmlowp_shift)); |
| 1006 | gemmlowp_info.gemmlowp_offset = qoutput_state_in.offset; |
| 1007 | gemmlowp_info.gemmlowp_min_bound = std::numeric_limits<int8_t>::lowest(); |
| 1008 | gemmlowp_info.gemmlowp_max_bound = std::numeric_limits<int8_t>::max(); |
| 1009 | gemmlowp_info.output_data_type = DataType::QASYMM8_SIGNED; |
| 1010 | |
Sang-Hoon Park | a7431ae | 2020-05-12 11:13:30 +0100 | [diff] [blame] | 1011 | const TensorInfo projection_outstage_info(*output_state_out); |
| 1012 | const TensorInfo projection_weights_transposed(TensorShape(output_size, num_units), 1, lstm_params.projection_weights()->data_type(), lstm_params.projection_weights()->quantization_info()); |
Sang-Hoon Park | d5c020a | 2020-05-06 21:01:19 +0100 | [diff] [blame] | 1013 | |
Sang-Hoon Park | a7431ae | 2020-05-12 11:13:30 +0100 | [diff] [blame] | 1014 | TensorInfo projection_mm_out_info{ mm_out_info }; |
| 1015 | projection_mm_out_info.set_tensor_shape(TensorShape(output_size, batch_size)); |
Sang-Hoon Park | d5c020a | 2020-05-06 21:01:19 +0100 | [diff] [blame] | 1016 | |
Sang-Hoon Park | a7431ae | 2020-05-12 11:13:30 +0100 | [diff] [blame] | 1017 | ARM_COMPUTE_RETURN_ON_ERROR(validate_mm(gemmlowp_info, &hidden_out_info, &projection_weights_transposed, &projection_eff_bias_info, projection_scale, &projection_mm_out_info, |
| 1018 | &projection_outstage_info)); |
Sang-Hoon Park | d5c020a | 2020-05-06 21:01:19 +0100 | [diff] [blame] | 1019 | |
| 1020 | if(projection_tensor_copy_required) |
| 1021 | { |
Sang-Hoon Park | 840a72c | 2020-09-23 13:24:13 +0100 | [diff] [blame] | 1022 | ARM_COMPUTE_RETURN_ON_ERROR(NEQLSTMLayer::TensorCopyKernel::validate(*output_state_in, projection_outstage_info)); |
Sang-Hoon Park | d5c020a | 2020-05-06 21:01:19 +0100 | [diff] [blame] | 1023 | } |
Michele Di Giorgio | 47a8990 | 2020-03-09 19:32:33 +0000 | [diff] [blame] | 1024 | |
Michalis Spyrou | 173ba9b | 2020-06-23 17:25:43 +0100 | [diff] [blame] | 1025 | ARM_COMPUTE_RETURN_ON_ERROR(NEArithmeticAddition::validate(output_state_out, output_state_out, output_state_out, ConvertPolicy::SATURATE)); |
Michele Di Giorgio | 47a8990 | 2020-03-09 19:32:33 +0000 | [diff] [blame] | 1026 | |
Sang-Hoon Park | d5c020a | 2020-05-06 21:01:19 +0100 | [diff] [blame] | 1027 | if(projection_tensor_copy_required) |
| 1028 | { |
| 1029 | ARM_COMPUTE_RETURN_ON_ERROR(NEQLSTMLayer::TensorCopyKernel::validate(projection_outstage_info, *output_state_out)); |
| 1030 | } |
| 1031 | |
Michele Di Giorgio | 47a8990 | 2020-03-09 19:32:33 +0000 | [diff] [blame] | 1032 | int8_t quantized_projection_clip{ 0 }; |
| 1033 | if(lstm_params.projection_clip() > 0.0f) |
| 1034 | { |
| 1035 | quantized_projection_clip = quantize_qasymm8_signed(lstm_params.projection_clip(), qprojection); |
| 1036 | } |
| 1037 | |
| 1038 | if(quantized_projection_clip > 0) |
| 1039 | { |
| 1040 | ARM_COMPUTE_RETURN_ON_ERROR(NEActivationLayer::validate(output_state_out, nullptr, ActivationLayerInfo(ActivationLayerInfo::ActivationFunction::LU_BOUNDED_RELU, -quantized_projection_clip, |
| 1041 | quantized_projection_clip))); |
| 1042 | } |
| 1043 | } |
Sang-Hoon Park | d5c020a | 2020-05-06 21:01:19 +0100 | [diff] [blame] | 1044 | else |
| 1045 | { |
| 1046 | if(projection_tensor_copy_required) |
| 1047 | { |
| 1048 | ARM_COMPUTE_RETURN_ON_ERROR(NEQLSTMLayer::TensorCopyKernel::validate(hidden_out_info, *output_state_out)); |
| 1049 | } |
| 1050 | } |
Michele Di Giorgio | 47a8990 | 2020-03-09 19:32:33 +0000 | [diff] [blame] | 1051 | |
| 1052 | if(cell_state_out->total_size() > 0) |
| 1053 | { |
| 1054 | ARM_COMPUTE_RETURN_ERROR_ON_MISMATCHING_DATA_TYPES(cell_state_in, cell_state_out); |
| 1055 | ARM_COMPUTE_RETURN_ERROR_ON_MISMATCHING_SHAPES(cell_state_in, cell_state_out); |
| 1056 | } |
| 1057 | |
| 1058 | if(output_state_out->total_size() > 0) |
| 1059 | { |
| 1060 | ARM_COMPUTE_RETURN_ERROR_ON_MISMATCHING_DATA_TYPES(input, output_state_out); |
| 1061 | ARM_COMPUTE_RETURN_ERROR_ON_MISMATCHING_SHAPES(output_state_in, output_state_out); |
| 1062 | } |
| 1063 | |
Michalis Spyrou | ebcebf1 | 2020-10-21 00:04:14 +0100 | [diff] [blame] | 1064 | ARM_COMPUTE_RETURN_ON_ERROR(NECopy::validate(output_state_out, output)); |
Michele Di Giorgio | 47a8990 | 2020-03-09 19:32:33 +0000 | [diff] [blame] | 1065 | return Status{}; |
| 1066 | } |
| 1067 | |
| 1068 | void NEQLSTMLayer::run() |
| 1069 | { |
| 1070 | prepare(); |
| 1071 | |
| 1072 | // Acquire all the temporaries |
| 1073 | MemoryGroupResourceScope scope_mg(_memory_group); |
| 1074 | |
| 1075 | // Forget gate. |
| 1076 | _mm_input_to_forget.run(); |
| 1077 | _input_to_forget_outstage.run(); |
| 1078 | |
| 1079 | _mm_recurrent_to_forget.run(); |
| 1080 | _recurrent_to_forget_outstage.run(); |
Michalis Spyrou | 173ba9b | 2020-06-23 17:25:43 +0100 | [diff] [blame] | 1081 | _accumulate_input_recurrent_forget.run(); |
Michele Di Giorgio | 47a8990 | 2020-03-09 19:32:33 +0000 | [diff] [blame] | 1082 | |
| 1083 | if(_has_peephole) |
| 1084 | { |
Michalis Spyrou | 6eb7345 | 2020-07-02 17:39:25 +0100 | [diff] [blame] | 1085 | _pixelwise_mul_cell_to_forget.run(); |
Michele Di Giorgio | 47a8990 | 2020-03-09 19:32:33 +0000 | [diff] [blame] | 1086 | _cell_to_forget_outstage.run(); |
Michalis Spyrou | 173ba9b | 2020-06-23 17:25:43 +0100 | [diff] [blame] | 1087 | _accumulate_cell_forget.run(); |
Michele Di Giorgio | 47a8990 | 2020-03-09 19:32:33 +0000 | [diff] [blame] | 1088 | } |
| 1089 | |
Sang-Hoon Park | 9230e27 | 2020-04-18 00:46:34 +0100 | [diff] [blame] | 1090 | if(_has_layer_norm) |
| 1091 | { |
Michalis Spyrou | ebcebf1 | 2020-10-21 00:04:14 +0100 | [diff] [blame] | 1092 | NEScheduler::get().schedule(get_layer_norm(LayerNormGate::Forget).get(), Window::DimY); |
Sang-Hoon Park | 9230e27 | 2020-04-18 00:46:34 +0100 | [diff] [blame] | 1093 | } |
| 1094 | |
Michele Di Giorgio | 47a8990 | 2020-03-09 19:32:33 +0000 | [diff] [blame] | 1095 | _forget_gate_sigmoid.run(); |
| 1096 | |
| 1097 | // Modulation gate. |
| 1098 | _mm_input_to_cell.run(); |
| 1099 | _input_to_cell_outstage.run(); |
| 1100 | |
| 1101 | _mm_recurrent_to_cell.run(); |
| 1102 | _recurrent_to_cell_outstage.run(); |
Michalis Spyrou | 173ba9b | 2020-06-23 17:25:43 +0100 | [diff] [blame] | 1103 | _accumulate_input_recurrent_modulation.run(); |
Michele Di Giorgio | 47a8990 | 2020-03-09 19:32:33 +0000 | [diff] [blame] | 1104 | |
Sang-Hoon Park | 9230e27 | 2020-04-18 00:46:34 +0100 | [diff] [blame] | 1105 | if(_has_layer_norm) |
| 1106 | { |
Michalis Spyrou | ebcebf1 | 2020-10-21 00:04:14 +0100 | [diff] [blame] | 1107 | NEScheduler::get().schedule(get_layer_norm(LayerNormGate::Cell).get(), Window::DimY); |
Sang-Hoon Park | 9230e27 | 2020-04-18 00:46:34 +0100 | [diff] [blame] | 1108 | } |
| 1109 | |
Michele Di Giorgio | 47a8990 | 2020-03-09 19:32:33 +0000 | [diff] [blame] | 1110 | _cell_gate_tanh.run(); |
| 1111 | |
| 1112 | // Input gate |
| 1113 | if(_has_cifg) |
| 1114 | { |
Michalis Spyrou | 173ba9b | 2020-06-23 17:25:43 +0100 | [diff] [blame] | 1115 | _input_gate_sub.run(); |
Michele Di Giorgio | 47a8990 | 2020-03-09 19:32:33 +0000 | [diff] [blame] | 1116 | } |
| 1117 | else |
| 1118 | { |
| 1119 | _mm_input_to_input.run(); |
| 1120 | _input_to_input_outstage.run(); |
| 1121 | _mm_recurrent_to_input.run(); |
| 1122 | _recurrent_to_input_outstage.run(); |
Michalis Spyrou | 173ba9b | 2020-06-23 17:25:43 +0100 | [diff] [blame] | 1123 | _accumulate_input_recurrent_input.run(); |
Michele Di Giorgio | 47a8990 | 2020-03-09 19:32:33 +0000 | [diff] [blame] | 1124 | |
| 1125 | if(_has_peephole) |
| 1126 | { |
Michalis Spyrou | 6eb7345 | 2020-07-02 17:39:25 +0100 | [diff] [blame] | 1127 | _pixelwise_mul_cell_to_input.run(); |
Michele Di Giorgio | 47a8990 | 2020-03-09 19:32:33 +0000 | [diff] [blame] | 1128 | _cell_to_input_outstage.run(); |
Michalis Spyrou | 173ba9b | 2020-06-23 17:25:43 +0100 | [diff] [blame] | 1129 | _accumulate_cell_input.run(); |
Michele Di Giorgio | 47a8990 | 2020-03-09 19:32:33 +0000 | [diff] [blame] | 1130 | } |
| 1131 | |
Sang-Hoon Park | 9230e27 | 2020-04-18 00:46:34 +0100 | [diff] [blame] | 1132 | if(_has_layer_norm) |
| 1133 | { |
Michalis Spyrou | ebcebf1 | 2020-10-21 00:04:14 +0100 | [diff] [blame] | 1134 | NEScheduler::get().schedule(get_layer_norm(LayerNormGate::Input).get(), Window::DimY); |
Sang-Hoon Park | 9230e27 | 2020-04-18 00:46:34 +0100 | [diff] [blame] | 1135 | } |
| 1136 | |
Sang-Hoon Park | d5c020a | 2020-05-06 21:01:19 +0100 | [diff] [blame] | 1137 | _input_gate_sigmoid.run(); |
Michele Di Giorgio | 47a8990 | 2020-03-09 19:32:33 +0000 | [diff] [blame] | 1138 | } |
| 1139 | |
| 1140 | // Cell. |
Michalis Spyrou | 6eb7345 | 2020-07-02 17:39:25 +0100 | [diff] [blame] | 1141 | _pixelwise_mul_forget_cell.run(); |
| 1142 | _pixelwise_mul_input_cell.run(); |
Michalis Spyrou | 173ba9b | 2020-06-23 17:25:43 +0100 | [diff] [blame] | 1143 | _add_forget_cell.run(); |
| 1144 | |
Michele Di Giorgio | 47a8990 | 2020-03-09 19:32:33 +0000 | [diff] [blame] | 1145 | if(_has_cell_clipping) |
| 1146 | { |
| 1147 | _cell_clip.run(); |
| 1148 | } |
| 1149 | |
| 1150 | // Output gate. |
| 1151 | _mm_input_to_output.run(); |
| 1152 | _input_to_output_outstage.run(); |
| 1153 | _mm_recurrent_to_output.run(); |
| 1154 | _recurrent_to_output_outstage.run(); |
Michalis Spyrou | 173ba9b | 2020-06-23 17:25:43 +0100 | [diff] [blame] | 1155 | _accumulate_input_recurrent_output.run(); |
Michele Di Giorgio | 47a8990 | 2020-03-09 19:32:33 +0000 | [diff] [blame] | 1156 | if(_has_peephole) |
| 1157 | { |
Michalis Spyrou | 6eb7345 | 2020-07-02 17:39:25 +0100 | [diff] [blame] | 1158 | _pixelwise_mul_cell_to_output.run(); |
Sang-Hoon Park | d5c020a | 2020-05-06 21:01:19 +0100 | [diff] [blame] | 1159 | _cell_to_output_outstage.run(); |
Michalis Spyrou | 173ba9b | 2020-06-23 17:25:43 +0100 | [diff] [blame] | 1160 | _accumulate_cell_to_output.run(); |
Michele Di Giorgio | 47a8990 | 2020-03-09 19:32:33 +0000 | [diff] [blame] | 1161 | } |
| 1162 | |
Sang-Hoon Park | 9230e27 | 2020-04-18 00:46:34 +0100 | [diff] [blame] | 1163 | if(_has_layer_norm) |
| 1164 | { |
Michalis Spyrou | ebcebf1 | 2020-10-21 00:04:14 +0100 | [diff] [blame] | 1165 | NEScheduler::get().schedule(get_layer_norm(LayerNormGate::Output).get(), Window::DimY); |
Sang-Hoon Park | 9230e27 | 2020-04-18 00:46:34 +0100 | [diff] [blame] | 1166 | } |
| 1167 | |
Michele Di Giorgio | 47a8990 | 2020-03-09 19:32:33 +0000 | [diff] [blame] | 1168 | _output_gate_sigmoid.run(); |
| 1169 | |
| 1170 | // Hidden. |
| 1171 | _hidden_tanh.run(); |
Michalis Spyrou | 6eb7345 | 2020-07-02 17:39:25 +0100 | [diff] [blame] | 1172 | _pixelwise_mul_hidden.run(); |
Michele Di Giorgio | 47a8990 | 2020-03-09 19:32:33 +0000 | [diff] [blame] | 1173 | _hidden_outstage.run(); |
| 1174 | |
| 1175 | // Projection. |
| 1176 | if(_has_projection) |
| 1177 | { |
| 1178 | _mm_projection.run(); |
| 1179 | _projection_outstage.run(); |
Sang-Hoon Park | d5c020a | 2020-05-06 21:01:19 +0100 | [diff] [blame] | 1180 | |
| 1181 | if(_projection_tensor_copy_required) |
| 1182 | { |
| 1183 | _projection_output_to_accumulate_copy.run(); |
| 1184 | } |
| 1185 | |
Michalis Spyrou | 173ba9b | 2020-06-23 17:25:43 +0100 | [diff] [blame] | 1186 | _accumulate_projection.run(); |
Sang-Hoon Park | d5c020a | 2020-05-06 21:01:19 +0100 | [diff] [blame] | 1187 | |
| 1188 | if(_projection_tensor_copy_required) |
| 1189 | { |
| 1190 | _projection_accumulate_to_output_copy.run(); |
| 1191 | } |
| 1192 | |
Michele Di Giorgio | 47a8990 | 2020-03-09 19:32:33 +0000 | [diff] [blame] | 1193 | if(_has_projection_clipping) |
| 1194 | { |
| 1195 | _projection_clip.run(); |
| 1196 | } |
| 1197 | } |
Sang-Hoon Park | d5c020a | 2020-05-06 21:01:19 +0100 | [diff] [blame] | 1198 | else |
| 1199 | { |
| 1200 | if(_projection_tensor_copy_required) |
| 1201 | { |
| 1202 | _hidden_to_output_copy.run(); |
| 1203 | } |
| 1204 | } |
Michele Di Giorgio | beb2d45 | 2020-05-11 16:17:51 +0100 | [diff] [blame] | 1205 | |
| 1206 | // Copy output_state_out to output |
Michalis Spyrou | ebcebf1 | 2020-10-21 00:04:14 +0100 | [diff] [blame] | 1207 | _copy_output.run(); |
Michele Di Giorgio | 47a8990 | 2020-03-09 19:32:33 +0000 | [diff] [blame] | 1208 | } |
| 1209 | |
| 1210 | void NEQLSTMLayer::prepare() |
| 1211 | { |
| 1212 | if(!_is_prepared) |
| 1213 | { |
Pablo Marquez Tello | 1bae0f9 | 2022-04-20 18:19:19 +0100 | [diff] [blame] | 1214 | if(_convert_input_to_forget_weights_to_qsymm8) |
| 1215 | { |
| 1216 | _input_to_forget_weights_f32.allocator()->allocate(); |
| 1217 | _input_to_forget_weights_symm8.allocator()->allocate(); |
| 1218 | _dequantize_input_to_forget_weights.run(); |
| 1219 | _quantize_input_to_forget_weights.run(); |
| 1220 | } |
| 1221 | |
Michele Di Giorgio | 47a8990 | 2020-03-09 19:32:33 +0000 | [diff] [blame] | 1222 | // Pre-transpose weights to be used in GEMM. |
| 1223 | _input_to_forget_weights_transposed.allocator()->allocate(); |
| 1224 | _input_to_cell_weights_transposed.allocator()->allocate(); |
| 1225 | _input_to_output_weights_transposed.allocator()->allocate(); |
| 1226 | _recurrent_to_forget_weights_transposed.allocator()->allocate(); |
| 1227 | _recurrent_to_cell_weights_transposed.allocator()->allocate(); |
| 1228 | _recurrent_to_output_weights_transposed.allocator()->allocate(); |
| 1229 | _transpose_input_to_forget_weights.run(); |
| 1230 | _transpose_input_to_cell_weights.run(); |
| 1231 | _transpose_input_to_output_weights.run(); |
| 1232 | _transpose_recurrent_to_forget_weights.run(); |
| 1233 | _transpose_recurrent_to_cell_weights.run(); |
| 1234 | _transpose_recurrent_to_output_weights.run(); |
| 1235 | |
| 1236 | // Precompute effective biases |
| 1237 | if(_has_cifg) |
| 1238 | { |
| 1239 | std::fill_n(reinterpret_cast<int16_t *>(_ones.buffer()), _ones.info()->total_size() / _ones.info()->element_size(), 32767); |
| 1240 | } |
| 1241 | else |
| 1242 | { |
| 1243 | _input_to_input_eff_bias.allocator()->allocate(); |
| 1244 | _recurrent_to_input_eff_bias.allocator()->allocate(); |
Manuel Bottini | cfac51c | 2021-06-18 15:47:28 +0100 | [diff] [blame] | 1245 | |
| 1246 | ITensorPack packII = |
| 1247 | { |
| 1248 | { TensorType::ACL_SRC, _input_to_input_weights }, |
| 1249 | { TensorType::ACL_DST, &_input_to_input_eff_bias } |
| 1250 | }; |
| 1251 | NEScheduler::get().schedule_op(_input_to_input_reduction.get(), Window::DimY, _input_to_input_reduction->window(), packII); |
| 1252 | |
| 1253 | ITensorPack packRI = |
| 1254 | { |
| 1255 | { TensorType::ACL_SRC, _recurrent_to_input_weights }, |
| 1256 | { TensorType::ACL_DST, &_recurrent_to_input_eff_bias } |
| 1257 | }; |
| 1258 | NEScheduler::get().schedule_op(_recurrent_to_input_reduction.get(), Window::DimY, _recurrent_to_input_reduction->window(), packRI); |
Michele Di Giorgio | 47a8990 | 2020-03-09 19:32:33 +0000 | [diff] [blame] | 1259 | |
| 1260 | _input_to_input_weights_transposed.allocator()->allocate(); |
| 1261 | _recurrent_to_input_weights_transposed.allocator()->allocate(); |
| 1262 | _transpose_input_to_input_weights.run(); |
| 1263 | _transpose_recurrent_to_input_weights.run(); |
| 1264 | _input_to_input_weights->mark_as_unused(); |
| 1265 | _recurrent_to_input_weights->mark_as_unused(); |
| 1266 | } |
| 1267 | _input_to_forget_eff_bias.allocator()->allocate(); |
| 1268 | _recurrent_to_forget_eff_bias.allocator()->allocate(); |
| 1269 | _input_to_cell_eff_bias.allocator()->allocate(); |
| 1270 | _recurrent_to_cell_eff_bias.allocator()->allocate(); |
| 1271 | _input_to_output_eff_bias.allocator()->allocate(); |
| 1272 | _recurrent_to_output_eff_bias.allocator()->allocate(); |
Manuel Bottini | cfac51c | 2021-06-18 15:47:28 +0100 | [diff] [blame] | 1273 | |
| 1274 | ITensorPack packIF = |
| 1275 | { |
| 1276 | { TensorType::ACL_SRC, _input_to_forget_weights }, |
| 1277 | { TensorType::ACL_DST, &_input_to_forget_eff_bias } |
| 1278 | }; |
| 1279 | NEScheduler::get().schedule_op(_input_to_forget_reduction.get(), Window::DimY, _input_to_forget_reduction->window(), packIF); |
| 1280 | |
| 1281 | ITensorPack packRF = |
| 1282 | { |
| 1283 | { TensorType::ACL_SRC, _recurrent_to_forget_weights }, |
| 1284 | { TensorType::ACL_DST, &_recurrent_to_forget_eff_bias } |
| 1285 | }; |
| 1286 | NEScheduler::get().schedule_op(_recurrent_to_forget_reduction.get(), Window::DimY, _recurrent_to_forget_reduction->window(), packRF); |
| 1287 | |
| 1288 | ITensorPack packIC = |
| 1289 | { |
| 1290 | { TensorType::ACL_SRC, _input_to_cell_weights }, |
| 1291 | { TensorType::ACL_DST, &_input_to_cell_eff_bias } |
| 1292 | }; |
| 1293 | NEScheduler::get().schedule_op(_input_to_cell_reduction.get(), Window::DimY, _input_to_cell_reduction->window(), packIC); |
| 1294 | |
| 1295 | ITensorPack packRC = |
| 1296 | { |
| 1297 | { TensorType::ACL_SRC, _recurrent_to_cell_weights }, |
| 1298 | { TensorType::ACL_DST, &_recurrent_to_cell_eff_bias } |
| 1299 | }; |
| 1300 | NEScheduler::get().schedule_op(_recurrent_to_cell_reduction.get(), Window::DimY, _recurrent_to_cell_reduction->window(), packRC); |
| 1301 | |
| 1302 | ITensorPack packIO = |
| 1303 | { |
| 1304 | { TensorType::ACL_SRC, _input_to_output_weights }, |
| 1305 | { TensorType::ACL_DST, &_input_to_output_eff_bias } |
| 1306 | }; |
| 1307 | NEScheduler::get().schedule_op(_input_to_output_reduction.get(), Window::DimY, _input_to_output_reduction->window(), packIO); |
| 1308 | |
| 1309 | ITensorPack packRO = |
| 1310 | { |
| 1311 | { TensorType::ACL_SRC, _recurrent_to_output_weights }, |
| 1312 | { TensorType::ACL_DST, &_recurrent_to_output_eff_bias } |
| 1313 | }; |
| 1314 | NEScheduler::get().schedule_op(_recurrent_to_output_reduction.get(), Window::DimY, _recurrent_to_output_reduction->window(), packRO); |
Michele Di Giorgio | 47a8990 | 2020-03-09 19:32:33 +0000 | [diff] [blame] | 1315 | |
| 1316 | if(_has_projection) |
| 1317 | { |
Michele Di Giorgio | 11c562c | 2020-06-10 16:34:50 +0100 | [diff] [blame] | 1318 | _projection_eff_bias.allocator()->allocate(); |
Manuel Bottini | cfac51c | 2021-06-18 15:47:28 +0100 | [diff] [blame] | 1319 | ITensorPack pack = |
| 1320 | { |
| 1321 | { TensorType::ACL_SRC, _projection_weights }, |
| 1322 | { TensorType::ACL_DST, &_projection_eff_bias } |
| 1323 | }; |
| 1324 | NEScheduler::get().schedule_op(_projection_reduction.get(), Window::DimY, _projection_reduction->window(), pack); |
Michele Di Giorgio | 47a8990 | 2020-03-09 19:32:33 +0000 | [diff] [blame] | 1325 | if(_projection_bias != nullptr) |
| 1326 | { |
Michalis Spyrou | 173ba9b | 2020-06-23 17:25:43 +0100 | [diff] [blame] | 1327 | _projection_bias_add.run(); |
Michele Di Giorgio | 47a8990 | 2020-03-09 19:32:33 +0000 | [diff] [blame] | 1328 | _projection_bias->mark_as_unused(); |
| 1329 | } |
| 1330 | |
| 1331 | _projection_weights_transposed.allocator()->allocate(); |
| 1332 | _transpose_projection_weights.run(); |
| 1333 | _projection_weights->mark_as_unused(); |
Sang-Hoon Park | d5c020a | 2020-05-06 21:01:19 +0100 | [diff] [blame] | 1334 | |
| 1335 | if(!_projection_tensor_copy_required) |
| 1336 | { |
| 1337 | _hidden_gate.mark_as_unused(); |
Sang-Hoon Park | d5c020a | 2020-05-06 21:01:19 +0100 | [diff] [blame] | 1338 | _projection_accumulate_res.mark_as_unused(); |
| 1339 | } |
Michele Di Giorgio | 47a8990 | 2020-03-09 19:32:33 +0000 | [diff] [blame] | 1340 | } |
| 1341 | |
| 1342 | // Mark weights as unused |
| 1343 | _input_to_forget_weights->mark_as_unused(); |
| 1344 | _input_to_cell_weights->mark_as_unused(); |
| 1345 | _input_to_output_weights->mark_as_unused(); |
| 1346 | _recurrent_to_forget_weights->mark_as_unused(); |
| 1347 | _recurrent_to_cell_weights->mark_as_unused(); |
| 1348 | _recurrent_to_output_weights->mark_as_unused(); |
| 1349 | |
| 1350 | _is_prepared = true; |
| 1351 | } |
| 1352 | } |
Michele Di Giorgio | 47a8990 | 2020-03-09 19:32:33 +0000 | [diff] [blame] | 1353 | } // namespace arm_compute |