| /* |
| * Copyright (c) 2019 ARM Limited. |
| * |
| * SPDX-License-Identifier: MIT |
| * |
| * Permission is hereby granted, free of charge, to any person obtaining a copy |
| * of this software and associated documentation files (the "Software"), to |
| * deal in the Software without restriction, including without limitation the |
| * rights to use, copy, modify, merge, publish, distribute, sublicense, and/or |
| * sell copies of the Software, and to permit persons to whom the Software is |
| * furnished to do so, subject to the following conditions: |
| * |
| * The above copyright notice and this permission notice shall be included in |
| * all |
| * copies or substantial portions of the Software. |
| * |
| * THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR |
| * IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY, |
| * FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE |
| * AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER |
| * LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM, |
| * OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE |
| * SOFTWARE. |
| */ |
| |
| #include "depthwise_quantized_dilated.hpp" |
| #include "impl_dilated.hpp" |
| |
| namespace depthwise { |
| |
| template <unsigned int OutputTileRows, unsigned int OutputTileCols, |
| unsigned int KernelRows, unsigned int KernelCols, |
| unsigned int StrideRows, unsigned int StrideCols> |
| QAsymm8DilatedDepthwiseConvolution<OutputTileRows, OutputTileCols, KernelRows, |
| KernelCols, StrideRows, StrideCols>:: |
| QAsymm8DilatedDepthwiseConvolution( |
| int n_batches, int n_input_rows, int n_input_cols, int n_channels, |
| int dilation_factor, nck::ActivationFunction activation, |
| const qasymm8::QAsymm8Params &weight_quantisation, |
| const qasymm8::QAsymm8Params &input_quantisation, |
| const qasymm8::QAsymm8Params &output_quantisation, |
| unsigned int padding_top, unsigned int padding_left, |
| unsigned int padding_bottom, unsigned int padding_right) |
| : QAsymm8DilatedDepthwiseConvolution( |
| n_batches, n_input_rows, n_input_cols, n_channels, dilation_factor, |
| QAsymm8DilatedDepthwiseConvolution::get_output_size( |
| n_input_rows, padding_top, padding_bottom, dilation_factor), |
| QAsymm8DilatedDepthwiseConvolution::get_output_size( |
| n_input_cols, padding_left, padding_right, dilation_factor), |
| activation, weight_quantisation, input_quantisation, |
| output_quantisation, padding_top, padding_left, padding_bottom, |
| padding_right) {} |
| |
| template <unsigned int OutputTileRows, unsigned int OutputTileCols, |
| unsigned int KernelRows, unsigned int KernelCols, |
| unsigned int StrideRows, unsigned int StrideCols> |
| QAsymm8DilatedDepthwiseConvolution<OutputTileRows, OutputTileCols, KernelRows, |
| KernelCols, StrideRows, StrideCols>:: |
| QAsymm8DilatedDepthwiseConvolution( |
| int n_batches, int n_input_rows, int n_input_cols, int n_channels, |
| int dilation_factor, int n_output_rows, int n_output_cols, |
| nck::ActivationFunction activation, |
| const qasymm8::QAsymm8Params &weight_quantisation, |
| const qasymm8::QAsymm8Params &input_quantisation, |
| const qasymm8::QAsymm8Params &output_quantisation, |
| unsigned int padding_top, unsigned int padding_left, |
| unsigned int padding_bottom, unsigned int padding_right) |
| : QAsymm8DilatedDepthwiseConvolution( |
| n_batches, n_input_rows, n_input_cols, n_channels, dilation_factor, |
| n_output_rows, n_output_cols, activation, weight_quantisation, |
| input_quantisation, output_quantisation, |
| qasymm8::QAsymm8RescaleParams::make_rescale_params( |
| weight_quantisation, input_quantisation, output_quantisation), |
| padding_top, padding_left, padding_bottom, padding_right) {} |
| |
| template <unsigned int OutputTileRows, unsigned int OutputTileCols, |
| unsigned int KernelRows, unsigned int KernelCols, |
| unsigned int StrideRows, unsigned int StrideCols> |
| QAsymm8DilatedDepthwiseConvolution<OutputTileRows, OutputTileCols, KernelRows, |
| KernelCols, StrideRows, StrideCols>:: |
| QAsymm8DilatedDepthwiseConvolution( |
| int n_batches, int n_input_rows, int n_input_cols, int n_channels, |
| int dilation_factor, nck::ActivationFunction activation, |
| const qasymm8::QAsymm8Params &weight_quantisation, |
| const qasymm8::QAsymm8Params &input_quantisation, |
| const qasymm8::QAsymm8Params &output_quantisation, |
| const qasymm8::QAsymm8RescaleParams &rescale_parameters, |
| unsigned int padding_top, unsigned int padding_left, |
| unsigned int padding_bottom, unsigned int padding_right) |
| : QAsymm8DilatedDepthwiseConvolution( |
| n_batches, n_input_rows, n_input_cols, n_channels, dilation_factor, |
| QAsymm8DilatedDepthwiseConvolution::get_output_size( |
| n_input_rows, padding_top, padding_bottom, dilation_factor), |
| QAsymm8DilatedDepthwiseConvolution::get_output_size( |
| n_input_cols, padding_left, padding_right, dilation_factor), |
| activation, weight_quantisation, input_quantisation, |
| output_quantisation, rescale_parameters, padding_top, padding_left, |
| padding_bottom, padding_right) {} |
| |
| template <unsigned int OutputTileRows, unsigned int OutputTileCols, |
| unsigned int KernelRows, unsigned int KernelCols, |
| unsigned int StrideRows, unsigned int StrideCols> |
| QAsymm8DilatedDepthwiseConvolution<OutputTileRows, OutputTileCols, KernelRows, |
| KernelCols, StrideRows, StrideCols>:: |
| QAsymm8DilatedDepthwiseConvolution( |
| int n_batches, int n_input_rows, int n_input_cols, int n_channels, |
| int dilation_factor, int n_output_rows, int n_output_cols, |
| nck::ActivationFunction activation, |
| const qasymm8::QAsymm8Params &weight_quantisation, |
| const qasymm8::QAsymm8Params &input_quantisation, |
| const qasymm8::QAsymm8Params &output_quantisation, |
| const qasymm8::QAsymm8RescaleParams &rescale_parameters, |
| unsigned int padding_top, unsigned int padding_left, |
| unsigned int padding_bottom, unsigned int padding_right) |
| : DilatedDepthwiseConvolution<OutputTileRows, OutputTileCols, KernelRows, |
| KernelCols, StrideRows, StrideCols, uint8_t, |
| int32_t, uint8_t>( |
| n_batches, n_input_rows, n_input_cols, n_channels, dilation_factor, |
| n_output_rows, n_output_cols, activation, padding_top, padding_left, |
| padding_bottom, padding_right, |
| [weight_quantisation, input_quantisation, output_quantisation, |
| rescale_parameters]( |
| const int n_batches, const int n_input_rows, |
| const int n_input_cols, const int n_channels, |
| const int n_output_rows, const int n_output_cols, |
| const nck::ActivationFunction activation, |
| const unsigned int padding_top, const unsigned int padding_left, |
| const unsigned int padding_bottom, |
| const unsigned int padding_right) -> IDepthwiseConvolution * { |
| return new QAsymm8DepthwiseConvolution< |
| OutputTileRows, OutputTileCols, KernelRows, KernelCols, |
| StrideRows, StrideCols>( |
| n_batches, n_input_rows, n_input_cols, n_channels, |
| n_output_rows, n_output_cols, activation, weight_quantisation, |
| input_quantisation, output_quantisation, rescale_parameters, |
| padding_top, padding_left, padding_bottom, padding_right); |
| }) {} |
| |
| } // namespace depthwise |
| |
| template class depthwise::QAsymm8DilatedDepthwiseConvolution<2, 2, 3, 3, 1, 1>; |
| template class depthwise::QAsymm8DilatedDepthwiseConvolution<2, 2, 3, 3, 2, 2>; |
| template class depthwise::QAsymm8DilatedDepthwiseConvolution<2, 2, 5, 5, 1, 1>; |
| template class depthwise::QAsymm8DilatedDepthwiseConvolution<2, 2, 5, 5, 2, 2>; |
