Michalis Spyrou | 7e9391b | 2018-10-05 14:49:28 +0100 | [diff] [blame] | 1 | /* |
Michele Di Giorgio | d9eaf61 | 2020-07-08 11:12:57 +0100 | [diff] [blame] | 2 | * Copyright (c) 2018-2020 Arm Limited. |
Michalis Spyrou | 7e9391b | 2018-10-05 14:49:28 +0100 | [diff] [blame] | 3 | * |
| 4 | * SPDX-License-Identifier: MIT |
| 5 | * |
| 6 | * Permission is hereby granted, free of charge, to any person obtaining a copy |
| 7 | * of this software and associated documentation files (the "Software"), to |
| 8 | * deal in the Software without restriction, including without limitation the |
| 9 | * rights to use, copy, modify, merge, publish, distribute, sublicense, and/or |
| 10 | * sell copies of the Software, and to permit persons to whom the Software is |
| 11 | * furnished to do so, subject to the following conditions: |
| 12 | * |
| 13 | * The above copyright notice and this permission notice shall be included in all |
| 14 | * copies or substantial portions of the Software. |
| 15 | * |
| 16 | * THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR |
| 17 | * IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY, |
| 18 | * FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE |
| 19 | * AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER |
| 20 | * LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM, |
| 21 | * OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE |
| 22 | * SOFTWARE. |
| 23 | */ |
| 24 | #include "arm_compute/runtime/CL/functions/CLReduceMean.h" |
| 25 | |
| 26 | #include "arm_compute/core/CL/ICLTensor.h" |
Pablo Tello | a0a4ba1 | 2019-12-11 13:04:34 +0000 | [diff] [blame] | 27 | #include "arm_compute/core/Error.h" |
Michalis Spyrou | 7e9391b | 2018-10-05 14:49:28 +0100 | [diff] [blame] | 28 | #include "arm_compute/core/Types.h" |
Pablo Tello | a0a4ba1 | 2019-12-11 13:04:34 +0000 | [diff] [blame] | 29 | #include "arm_compute/core/utils/misc/ShapeCalculator.h" |
Sang-Hoon Park | 68dd25f | 2020-10-19 16:00:11 +0100 | [diff] [blame] | 30 | #include "src/core/CL/CLValidate.h" |
Sang-Hoon Park | bef7fa2 | 2020-10-21 15:58:54 +0100 | [diff] [blame^] | 31 | #include "src/core/CL/kernels/CLFillBorderKernel.h" |
| 32 | #include "src/core/CL/kernels/CLReductionOperationKernel.h" |
Sang-Hoon Park | 68dd25f | 2020-10-19 16:00:11 +0100 | [diff] [blame] | 33 | #include "src/core/helpers/AutoConfiguration.h" |
Michalis Spyrou | 7e9391b | 2018-10-05 14:49:28 +0100 | [diff] [blame] | 34 | |
| 35 | namespace arm_compute |
| 36 | { |
Pablo Tello | a0a4ba1 | 2019-12-11 13:04:34 +0000 | [diff] [blame] | 37 | namespace |
| 38 | { |
| 39 | Status validate_config(const ITensorInfo *input, const Coordinates &reduction_axis, bool keep_dims, const ITensorInfo *output) |
| 40 | { |
| 41 | ARM_COMPUTE_UNUSED(keep_dims); |
| 42 | ARM_COMPUTE_RETURN_ERROR_ON_NULLPTR(input, output); |
| 43 | ARM_COMPUTE_RETURN_ERROR_ON_F16_UNSUPPORTED(input); |
Michalis Spyrou | 0b18d97 | 2020-01-30 18:11:13 +0000 | [diff] [blame] | 44 | ARM_COMPUTE_RETURN_ERROR_ON_DATA_TYPE_CHANNEL_NOT_IN(input, 1, DataType::QASYMM8, DataType::QASYMM8_SIGNED, DataType::F16, DataType::F32); |
Pablo Tello | a0a4ba1 | 2019-12-11 13:04:34 +0000 | [diff] [blame] | 45 | ARM_COMPUTE_RETURN_ERROR_ON(reduction_axis.num_dimensions() < 1); |
| 46 | ARM_COMPUTE_RETURN_ERROR_ON(reduction_axis.num_dimensions() > input->num_dimensions()); |
| 47 | |
| 48 | const unsigned int reduction_ops = reduction_axis.num_dimensions(); |
| 49 | const int input_dims = input->num_dimensions(); |
| 50 | Coordinates axis_local = reduction_axis; |
| 51 | |
| 52 | for(unsigned int i = 0; i < axis_local.num_dimensions(); ++i) |
| 53 | { |
| 54 | //axis: The dimensions to reduce. Must be in the range [-rank(input_tensor), rank(input_tensor)). |
| 55 | ARM_COMPUTE_RETURN_ERROR_ON(axis_local[i] < (-static_cast<int>(input->num_dimensions()))); |
| 56 | ARM_COMPUTE_RETURN_ERROR_ON(axis_local[i] >= static_cast<int>(input->num_dimensions())); |
| 57 | } |
| 58 | |
| 59 | if(output->tensor_shape().total_size() != 0) |
| 60 | { |
| 61 | // Only validate if not using auto_init for the output tensor |
| 62 | TensorShape out_shape = input->tensor_shape(); |
| 63 | // Validate output_shape only if not using auto_init |
| 64 | convert_negative_axis(axis_local, input_dims); |
| 65 | std::sort(axis_local.begin(), axis_local.begin() + reduction_ops); |
| 66 | for(unsigned int i = 0; i < reduction_ops; ++i) |
| 67 | { |
| 68 | ARM_COMPUTE_RETURN_ERROR_ON(axis_local[i] > 3); |
| 69 | ARM_COMPUTE_RETURN_ERROR_ON(static_cast<unsigned int>(axis_local[i]) > input->num_dimensions() - 1); |
| 70 | if(output->total_size() > 0 && keep_dims) |
| 71 | { |
| 72 | ARM_COMPUTE_RETURN_ERROR_ON(output->dimension(axis_local[i]) != 1); |
| 73 | } |
| 74 | if(keep_dims) |
| 75 | { |
| 76 | out_shape.set(axis_local[i], 1); |
| 77 | } |
| 78 | else |
| 79 | { |
| 80 | ARM_COMPUTE_RETURN_ERROR_ON(i > static_cast<unsigned int>(axis_local[i])); |
| 81 | const unsigned int remove_index = axis_local[i] - i; |
| 82 | ARM_COMPUTE_RETURN_ERROR_ON(remove_index >= out_shape.num_dimensions()); |
| 83 | out_shape.remove_dimension(remove_index); |
| 84 | } |
| 85 | } |
| 86 | const TensorInfo out_info = input->clone()->set_tensor_shape(out_shape); |
| 87 | ARM_COMPUTE_RETURN_ERROR_ON_MISMATCHING_SHAPES(output, &out_info); |
Manuel Bottini | c58f0ad | 2020-08-07 16:49:15 +0100 | [diff] [blame] | 88 | const bool requant = is_data_type_quantized(input->data_type()) && input->quantization_info() != output->quantization_info(); |
| 89 | if(requant) |
| 90 | { |
| 91 | TensorInfo input_no_quant(input->clone()->set_data_type(DataType::F32)); |
| 92 | CLDequantizationLayer::validate(input, &input_no_quant); |
| 93 | TensorInfo output_no_quant(output->clone()->set_data_type(DataType::F32)); |
| 94 | CLQuantizationLayer::validate(&output_no_quant, output); |
| 95 | } |
Pablo Tello | a0a4ba1 | 2019-12-11 13:04:34 +0000 | [diff] [blame] | 96 | } |
| 97 | return Status{}; |
| 98 | } |
| 99 | } |
Manuel Bottini | c58f0ad | 2020-08-07 16:49:15 +0100 | [diff] [blame] | 100 | |
Michalis Spyrou | 7e9391b | 2018-10-05 14:49:28 +0100 | [diff] [blame] | 101 | CLReduceMean::CLReduceMean(std::shared_ptr<IMemoryManager> memory_manager) |
Manuel Bottini | c58f0ad | 2020-08-07 16:49:15 +0100 | [diff] [blame] | 102 | : _memory_group(std::move(memory_manager)), _reduction_kernels(), _reduced_outs(), _reshape(), _dequant(), _requant(), _reduction_ops(), _keep_dims(), _do_requant(), _input_no_quant(), |
| 103 | _output_no_quant() |
Michalis Spyrou | 7e9391b | 2018-10-05 14:49:28 +0100 | [diff] [blame] | 104 | { |
| 105 | } |
Manuel Bottini | c58f0ad | 2020-08-07 16:49:15 +0100 | [diff] [blame] | 106 | |
Michalis Spyrou | 7e9391b | 2018-10-05 14:49:28 +0100 | [diff] [blame] | 107 | void CLReduceMean::configure(ICLTensor *input, const Coordinates &reduction_axis, bool keep_dims, ICLTensor *output) |
| 108 | { |
Manuel Bottini | 2b84be5 | 2020-04-08 10:15:51 +0100 | [diff] [blame] | 109 | configure(CLKernelLibrary::get().get_compile_context(), input, reduction_axis, keep_dims, output); |
| 110 | } |
| 111 | |
| 112 | void CLReduceMean::configure(const CLCompileContext &compile_context, ICLTensor *input, const Coordinates &reduction_axis, bool keep_dims, ICLTensor *output) |
| 113 | { |
Pablo Tello | a0a4ba1 | 2019-12-11 13:04:34 +0000 | [diff] [blame] | 114 | // Perform validate step |
| 115 | ARM_COMPUTE_ERROR_THROW_ON(CLReduceMean::validate(input->info(), reduction_axis, keep_dims, output->info())); |
| 116 | // Output auto inizialitation if not yet initialized |
Manuel Bottini | c58f0ad | 2020-08-07 16:49:15 +0100 | [diff] [blame] | 117 | const TensorShape output_shape = arm_compute::misc::shape_calculator::calculate_reduce_mean_shape(input->info(), reduction_axis, keep_dims); |
Pablo Tello | a0a4ba1 | 2019-12-11 13:04:34 +0000 | [diff] [blame] | 118 | auto_init_if_empty(*output->info(), input->info()->clone()->set_tensor_shape(output_shape)); |
Michalis Spyrou | 7e9391b | 2018-10-05 14:49:28 +0100 | [diff] [blame] | 119 | |
Manuel Bottini | c58f0ad | 2020-08-07 16:49:15 +0100 | [diff] [blame] | 120 | _do_requant = is_data_type_quantized(input->info()->data_type()) && input->info()->quantization_info() != output->info()->quantization_info(); |
Michalis Spyrou | bcfd09a | 2019-05-01 13:03:59 +0100 | [diff] [blame] | 121 | _reduction_ops = reduction_axis.num_dimensions(); |
| 122 | _reduction_kernels.resize(_reduction_ops); |
| 123 | _reduced_outs.resize(_reduction_ops - (keep_dims ? 1 : 0)); |
| 124 | _keep_dims = keep_dims; |
Michalis Spyrou | 7e9391b | 2018-10-05 14:49:28 +0100 | [diff] [blame] | 125 | |
Manuel Bottini | c58f0ad | 2020-08-07 16:49:15 +0100 | [diff] [blame] | 126 | ICLTensor *tmp_input = input; |
| 127 | ICLTensor *tmp_output = output; |
| 128 | if(_do_requant) |
| 129 | { |
| 130 | _memory_group.manage(&_input_no_quant); |
| 131 | _memory_group.manage(&_output_no_quant); |
| 132 | TensorInfo output_no_quant_info = input->info()->clone()->set_tensor_shape(output_shape); |
| 133 | output_no_quant_info.set_data_type(DataType::F32); |
| 134 | auto_init_if_empty(*_output_no_quant.info(), output_no_quant_info); |
| 135 | auto_init_if_empty(*_input_no_quant.info(), input->info()->clone()->set_data_type(DataType::F32)); |
| 136 | _dequant.configure(compile_context, input, &_input_no_quant); |
| 137 | tmp_input = &_input_no_quant; |
| 138 | tmp_output = &_output_no_quant; |
| 139 | } |
| 140 | |
Michalis Spyrou | 8d1b718 | 2019-01-02 15:54:03 +0000 | [diff] [blame] | 141 | Coordinates axis_local = reduction_axis; |
Manuel Bottini | c58f0ad | 2020-08-07 16:49:15 +0100 | [diff] [blame] | 142 | const int input_dims = tmp_input->info()->num_dimensions(); |
Michalis Spyrou | 8d1b718 | 2019-01-02 15:54:03 +0000 | [diff] [blame] | 143 | |
Pablo Tello | a0a4ba1 | 2019-12-11 13:04:34 +0000 | [diff] [blame] | 144 | convert_negative_axis(axis_local, input_dims); |
Michalis Spyrou | 8d1b718 | 2019-01-02 15:54:03 +0000 | [diff] [blame] | 145 | |
Michalis Spyrou | 7e9391b | 2018-10-05 14:49:28 +0100 | [diff] [blame] | 146 | // Perform reduction for every axis |
Pablo Tello | a0a4ba1 | 2019-12-11 13:04:34 +0000 | [diff] [blame] | 147 | for(int i = 0; i < _reduction_ops; ++i) |
Michalis Spyrou | 7e9391b | 2018-10-05 14:49:28 +0100 | [diff] [blame] | 148 | { |
Manuel Bottini | c58f0ad | 2020-08-07 16:49:15 +0100 | [diff] [blame] | 149 | TensorShape out_shape = i == 0 ? tmp_input->info()->tensor_shape() : (&_reduced_outs[i - 1])->info()->tensor_shape(); |
Michalis Spyrou | 8d1b718 | 2019-01-02 15:54:03 +0000 | [diff] [blame] | 150 | out_shape.set(axis_local[i], 1); |
Manuel Bottini | c58f0ad | 2020-08-07 16:49:15 +0100 | [diff] [blame] | 151 | auto in = (i == 0) ? tmp_input : (&_reduced_outs[i - 1]); |
Michalis Spyrou | 7e9391b | 2018-10-05 14:49:28 +0100 | [diff] [blame] | 152 | |
| 153 | if(i == _reduction_ops - 1 && keep_dims) |
| 154 | { |
Manuel Bottini | c58f0ad | 2020-08-07 16:49:15 +0100 | [diff] [blame] | 155 | _reduction_kernels[i].configure(compile_context, in, tmp_output, axis_local[i], ReductionOperation::MEAN_SUM); |
Michalis Spyrou | 7e9391b | 2018-10-05 14:49:28 +0100 | [diff] [blame] | 156 | } |
| 157 | else |
| 158 | { |
Manuel Bottini | c58f0ad | 2020-08-07 16:49:15 +0100 | [diff] [blame] | 159 | _reduced_outs[i].allocator()->init(TensorInfo(out_shape, tmp_input->info()->num_channels(), tmp_input->info()->data_type(), tmp_input->info()->quantization_info())); |
Michalis Spyrou | bcfd09a | 2019-05-01 13:03:59 +0100 | [diff] [blame] | 160 | _memory_group.manage(&_reduced_outs[i]); |
Manuel Bottini | 2b84be5 | 2020-04-08 10:15:51 +0100 | [diff] [blame] | 161 | _reduction_kernels[i].configure(compile_context, in, &_reduced_outs[i], axis_local[i], ReductionOperation::MEAN_SUM); |
Michalis Spyrou | 7e9391b | 2018-10-05 14:49:28 +0100 | [diff] [blame] | 162 | } |
| 163 | } |
| 164 | |
| 165 | // Allocate intermediate tensors |
Pablo Tello | a0a4ba1 | 2019-12-11 13:04:34 +0000 | [diff] [blame] | 166 | for(int i = 0; i < _reduction_ops - (keep_dims ? 1 : 0); ++i) |
Michalis Spyrou | 7e9391b | 2018-10-05 14:49:28 +0100 | [diff] [blame] | 167 | { |
| 168 | _reduced_outs[i].allocator()->allocate(); |
| 169 | } |
| 170 | |
| 171 | // Configure reshape layer if we want to drop the dimensions |
Manuel Bottini | c58f0ad | 2020-08-07 16:49:15 +0100 | [diff] [blame] | 172 | if(!_keep_dims) |
Michalis Spyrou | 7e9391b | 2018-10-05 14:49:28 +0100 | [diff] [blame] | 173 | { |
Manuel Bottini | c58f0ad | 2020-08-07 16:49:15 +0100 | [diff] [blame] | 174 | TensorShape out_shape = tmp_input->info()->tensor_shape(); |
Michalis Spyrou | 96f8461 | 2018-10-24 14:01:04 +0100 | [diff] [blame] | 175 | |
| 176 | // We have to sort the reduction axis vectors in order for remove_dimension |
| 177 | // to work properly |
Michalis Spyrou | 8d1b718 | 2019-01-02 15:54:03 +0000 | [diff] [blame] | 178 | std::sort(axis_local.begin(), axis_local.begin() + _reduction_ops); |
Pablo Tello | a0a4ba1 | 2019-12-11 13:04:34 +0000 | [diff] [blame] | 179 | for(int i = 0; i < _reduction_ops; ++i) |
Michalis Spyrou | 7e9391b | 2018-10-05 14:49:28 +0100 | [diff] [blame] | 180 | { |
Michalis Spyrou | 8d1b718 | 2019-01-02 15:54:03 +0000 | [diff] [blame] | 181 | out_shape.remove_dimension(axis_local[i] - i); |
Michalis Spyrou | 7e9391b | 2018-10-05 14:49:28 +0100 | [diff] [blame] | 182 | } |
Manuel Bottini | c58f0ad | 2020-08-07 16:49:15 +0100 | [diff] [blame] | 183 | auto_init_if_empty(*tmp_output->info(), tmp_input->info()->clone()->set_tensor_shape(out_shape)); |
| 184 | _reshape.configure(compile_context, &_reduced_outs[_reduction_ops - 1], tmp_output); |
| 185 | } |
| 186 | if(_do_requant) |
| 187 | { |
| 188 | _requant.configure(compile_context, &_output_no_quant, output); |
| 189 | _input_no_quant.allocator()->allocate(); |
| 190 | _output_no_quant.allocator()->allocate(); |
Michalis Spyrou | 7e9391b | 2018-10-05 14:49:28 +0100 | [diff] [blame] | 191 | } |
| 192 | } |
| 193 | |
| 194 | Status CLReduceMean::validate(const ITensorInfo *input, const Coordinates &reduction_axis, bool keep_dims, const ITensorInfo *output) |
| 195 | { |
Pablo Tello | a0a4ba1 | 2019-12-11 13:04:34 +0000 | [diff] [blame] | 196 | return validate_config(input, reduction_axis, keep_dims, output); |
Michalis Spyrou | 7e9391b | 2018-10-05 14:49:28 +0100 | [diff] [blame] | 197 | } |
| 198 | |
| 199 | void CLReduceMean::run() |
| 200 | { |
Georgios Pinitas | da953f2 | 2019-04-02 17:27:03 +0100 | [diff] [blame] | 201 | MemoryGroupResourceScope scope_mg(_memory_group); |
Michalis Spyrou | 7e9391b | 2018-10-05 14:49:28 +0100 | [diff] [blame] | 202 | |
Manuel Bottini | c58f0ad | 2020-08-07 16:49:15 +0100 | [diff] [blame] | 203 | if(_do_requant) |
| 204 | { |
| 205 | _dequant.run(); |
| 206 | } |
Pablo Tello | a0a4ba1 | 2019-12-11 13:04:34 +0000 | [diff] [blame] | 207 | for(auto &kernel : _reduction_kernels) |
Michalis Spyrou | 7e9391b | 2018-10-05 14:49:28 +0100 | [diff] [blame] | 208 | { |
Pablo Tello | a0a4ba1 | 2019-12-11 13:04:34 +0000 | [diff] [blame] | 209 | kernel.run(); |
Michalis Spyrou | 7e9391b | 2018-10-05 14:49:28 +0100 | [diff] [blame] | 210 | } |
Michalis Spyrou | 7e9391b | 2018-10-05 14:49:28 +0100 | [diff] [blame] | 211 | if(!_keep_dims) |
| 212 | { |
| 213 | _reshape.run(); |
| 214 | } |
Manuel Bottini | c58f0ad | 2020-08-07 16:49:15 +0100 | [diff] [blame] | 215 | if(_do_requant) |
| 216 | { |
| 217 | _requant.run(); |
| 218 | } |
Michalis Spyrou | 7e9391b | 2018-10-05 14:49:28 +0100 | [diff] [blame] | 219 | } |
| 220 | } // namespace arm_compute |