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Diffstat (limited to 'runtimes/neurun/backend/cpu/kernel/AvgPoolLayer.cc')
-rw-r--r-- | runtimes/neurun/backend/cpu/kernel/AvgPoolLayer.cc | 115 |
1 files changed, 115 insertions, 0 deletions
diff --git a/runtimes/neurun/backend/cpu/kernel/AvgPoolLayer.cc b/runtimes/neurun/backend/cpu/kernel/AvgPoolLayer.cc new file mode 100644 index 000000000..de43aae76 --- /dev/null +++ b/runtimes/neurun/backend/cpu/kernel/AvgPoolLayer.cc @@ -0,0 +1,115 @@ +/* + * Copyright (c) 2018 Samsung Electronics Co., Ltd. All Rights Reserved + * Copyright (C) 2017 The Android Open Source Project + * + * Licensed under the Apache License, Version 2.0 (the "License"); + * you may not use this file except in compliance with the License. + * You may obtain a copy of the License at + * + * http://www.apache.org/licenses/LICENSE-2.0 + * + * Unless required by applicable law or agreed to in writing, software + * distributed under the License is distributed on an "AS IS" BASIS, + * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. + * See the License for the specific language governing permissions and + * limitations under the License. + */ + +#include "AvgPoolLayer.h" + +#include "OperationUtils.h" + +#include <cker/operation/AveragePool.h> + +namespace neurun +{ +namespace backend +{ +namespace cpu +{ +namespace kernel +{ + +#define AVGPOOLING_PARAMETERS \ + nnfw::cker::AveragePoolParams op_params; \ + op_params.stride_height = _strideHeight; \ + op_params.stride_width = _strideWidth; \ + op_params.filter_height = _kernelHeight; \ + op_params.filter_width = _kernelWidth; \ + op_params.padding_values.height = (int8_t)_paddingTop; \ + op_params.padding_values.width = (int8_t)_paddingLeft; + +AvgPoolLayer::AvgPoolLayer() + : _inputData(), _outputData(), _inputShape(), _outputShape(), _paddingLeft(0), _paddingTop(0), + _paddingRight(0), _paddingBottom(0), _strideWidth(0), _strideHeight(0), _kernelWidth(0), + _kernelHeight(0), _activation(model::Activation::NONE), _inputType(OperandType::FLOAT32) +{ + // DO NOTHING +} + +void AvgPoolLayer::averagePoolFloat32() +{ + AVGPOOLING_PARAMETERS + float output_activation_min, output_activation_max; + CalculateActivationRangeFloat(_activation, &output_activation_min, &output_activation_max); + op_params.float_activation_min = output_activation_min; + op_params.float_activation_max = output_activation_max; + + nnfw::cker::AveragePool(op_params, convertShapeToCkerShape(_inputShape), _inputData.f, + convertShapeToCkerShape(_outputShape), _outputData.f); +} +void AvgPoolLayer::averagePoolQuant8() +{ + AVGPOOLING_PARAMETERS + int32_t output_activation_min = 0; + int32_t output_activation_max = 0; + CalculateActivationRangeUint8(_activation, _outputShape, &output_activation_min, + &output_activation_max); + op_params.quantized_activation_min = output_activation_min; + op_params.quantized_activation_max = output_activation_max; + + nnfw::cker::AveragePool(op_params, convertShapeToCkerShape(_inputShape), _inputData.u8, + convertShapeToCkerShape(_outputShape), _outputData.u8); +} + +void AvgPoolLayer::configure(uint8_t *inputData, const Shape inputShape, const uint32_t paddingLeft, + const uint32_t paddingRight, const uint32_t paddingTop, + const uint32_t paddingBottom, const uint32_t strideWidth, + const uint32_t strideHeight, const uint32_t kernelWidth, + const uint32_t kernelHeight, const model::Activation activation, + uint8_t *outputData, const Shape outputShape) +{ + _inputData.u8 = inputData; + _inputShape = inputShape; + _inputType = inputShape.type; + _paddingLeft = paddingLeft; + _paddingRight = paddingRight; + _paddingTop = paddingTop; + _paddingBottom = paddingBottom; + _strideWidth = strideWidth; + _strideHeight = strideHeight; + _kernelWidth = kernelWidth; + _kernelHeight = kernelHeight; + _activation = activation; + _outputData.u8 = outputData; + _outputShape = outputShape; +} + +void AvgPoolLayer::run() +{ + if (_inputType == OperandType::FLOAT32) + { + averagePoolFloat32(); + } + else if (_inputType == OperandType::QUANT8_ASYMM) + { + averagePoolQuant8(); + } +} + +#undef AVGPOOLING_PARAMETERS + +} // namespace kernel +} // namespace cpu +} // namespace backend +} // namespace neurun |