Georgios Pinitas | 30271c7 | 2019-06-24 14:56:34 +0100 | [diff] [blame] | 1 | /* |
| 2 | * Copyright (c) 2019 ARM Limited. |
| 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 |
| 14 | * all |
| 15 | * copies or substantial portions of the Software. |
| 16 | * |
| 17 | * THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR |
| 18 | * IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY, |
| 19 | * FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE |
| 20 | * AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER |
| 21 | * LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM, |
| 22 | * OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE |
| 23 | * SOFTWARE. |
| 24 | */ |
| 25 | |
| 26 | #include "depthwise_quantized_dilated.hpp" |
| 27 | #include "impl_dilated.hpp" |
| 28 | |
| 29 | namespace depthwise { |
| 30 | |
| 31 | template <unsigned int OutputTileRows, unsigned int OutputTileCols, |
| 32 | unsigned int KernelRows, unsigned int KernelCols, |
| 33 | unsigned int StrideRows, unsigned int StrideCols> |
| 34 | QAsymm8DilatedDepthwiseConvolution<OutputTileRows, OutputTileCols, KernelRows, |
| 35 | KernelCols, StrideRows, StrideCols>:: |
| 36 | QAsymm8DilatedDepthwiseConvolution( |
| 37 | int n_batches, int n_input_rows, int n_input_cols, int n_channels, |
| 38 | int dilation_factor, nck::ActivationFunction activation, |
| 39 | const qasymm8::QAsymm8Params &weight_quantisation, |
| 40 | const qasymm8::QAsymm8Params &input_quantisation, |
| 41 | const qasymm8::QAsymm8Params &output_quantisation, |
| 42 | unsigned int padding_top, unsigned int padding_left, |
| 43 | unsigned int padding_bottom, unsigned int padding_right) |
| 44 | : QAsymm8DilatedDepthwiseConvolution( |
| 45 | n_batches, n_input_rows, n_input_cols, n_channels, dilation_factor, |
| 46 | QAsymm8DilatedDepthwiseConvolution::get_output_size( |
| 47 | n_input_rows, padding_top, padding_bottom, dilation_factor), |
| 48 | QAsymm8DilatedDepthwiseConvolution::get_output_size( |
| 49 | n_input_cols, padding_left, padding_right, dilation_factor), |
| 50 | activation, weight_quantisation, input_quantisation, |
| 51 | output_quantisation, padding_top, padding_left, padding_bottom, |
| 52 | padding_right) {} |
| 53 | |
| 54 | template <unsigned int OutputTileRows, unsigned int OutputTileCols, |
| 55 | unsigned int KernelRows, unsigned int KernelCols, |
| 56 | unsigned int StrideRows, unsigned int StrideCols> |
| 57 | QAsymm8DilatedDepthwiseConvolution<OutputTileRows, OutputTileCols, KernelRows, |
| 58 | KernelCols, StrideRows, StrideCols>:: |
| 59 | QAsymm8DilatedDepthwiseConvolution( |
| 60 | int n_batches, int n_input_rows, int n_input_cols, int n_channels, |
| 61 | int dilation_factor, int n_output_rows, int n_output_cols, |
| 62 | nck::ActivationFunction activation, |
| 63 | const qasymm8::QAsymm8Params &weight_quantisation, |
| 64 | const qasymm8::QAsymm8Params &input_quantisation, |
| 65 | const qasymm8::QAsymm8Params &output_quantisation, |
| 66 | unsigned int padding_top, unsigned int padding_left, |
| 67 | unsigned int padding_bottom, unsigned int padding_right) |
| 68 | : QAsymm8DilatedDepthwiseConvolution( |
| 69 | n_batches, n_input_rows, n_input_cols, n_channels, dilation_factor, |
| 70 | n_output_rows, n_output_cols, activation, weight_quantisation, |
| 71 | input_quantisation, output_quantisation, |
| 72 | qasymm8::QAsymm8RescaleParams::make_rescale_params( |
| 73 | weight_quantisation, input_quantisation, output_quantisation), |
| 74 | padding_top, padding_left, padding_bottom, padding_right) {} |
| 75 | |
| 76 | template <unsigned int OutputTileRows, unsigned int OutputTileCols, |
| 77 | unsigned int KernelRows, unsigned int KernelCols, |
| 78 | unsigned int StrideRows, unsigned int StrideCols> |
| 79 | QAsymm8DilatedDepthwiseConvolution<OutputTileRows, OutputTileCols, KernelRows, |
| 80 | KernelCols, StrideRows, StrideCols>:: |
| 81 | QAsymm8DilatedDepthwiseConvolution( |
| 82 | int n_batches, int n_input_rows, int n_input_cols, int n_channels, |
| 83 | int dilation_factor, nck::ActivationFunction activation, |
| 84 | const qasymm8::QAsymm8Params &weight_quantisation, |
| 85 | const qasymm8::QAsymm8Params &input_quantisation, |
| 86 | const qasymm8::QAsymm8Params &output_quantisation, |
| 87 | const qasymm8::QAsymm8RescaleParams &rescale_parameters, |
| 88 | unsigned int padding_top, unsigned int padding_left, |
| 89 | unsigned int padding_bottom, unsigned int padding_right) |
| 90 | : QAsymm8DilatedDepthwiseConvolution( |
| 91 | n_batches, n_input_rows, n_input_cols, n_channels, dilation_factor, |
| 92 | QAsymm8DilatedDepthwiseConvolution::get_output_size( |
| 93 | n_input_rows, padding_top, padding_bottom, dilation_factor), |
| 94 | QAsymm8DilatedDepthwiseConvolution::get_output_size( |
| 95 | n_input_cols, padding_left, padding_right, dilation_factor), |
| 96 | activation, weight_quantisation, input_quantisation, |
| 97 | output_quantisation, rescale_parameters, padding_top, padding_left, |
| 98 | padding_bottom, padding_right) {} |
| 99 | |
| 100 | template <unsigned int OutputTileRows, unsigned int OutputTileCols, |
| 101 | unsigned int KernelRows, unsigned int KernelCols, |
| 102 | unsigned int StrideRows, unsigned int StrideCols> |
| 103 | QAsymm8DilatedDepthwiseConvolution<OutputTileRows, OutputTileCols, KernelRows, |
| 104 | KernelCols, StrideRows, StrideCols>:: |
| 105 | QAsymm8DilatedDepthwiseConvolution( |
| 106 | int n_batches, int n_input_rows, int n_input_cols, int n_channels, |
| 107 | int dilation_factor, int n_output_rows, int n_output_cols, |
| 108 | nck::ActivationFunction activation, |
| 109 | const qasymm8::QAsymm8Params &weight_quantisation, |
| 110 | const qasymm8::QAsymm8Params &input_quantisation, |
| 111 | const qasymm8::QAsymm8Params &output_quantisation, |
| 112 | const qasymm8::QAsymm8RescaleParams &rescale_parameters, |
| 113 | unsigned int padding_top, unsigned int padding_left, |
| 114 | unsigned int padding_bottom, unsigned int padding_right) |
| 115 | : DilatedDepthwiseConvolution<OutputTileRows, OutputTileCols, KernelRows, |
| 116 | KernelCols, StrideRows, StrideCols, uint8_t, |
| 117 | int32_t, uint8_t>( |
| 118 | n_batches, n_input_rows, n_input_cols, n_channels, dilation_factor, |
| 119 | n_output_rows, n_output_cols, activation, padding_top, padding_left, |
| 120 | padding_bottom, padding_right, |
| 121 | [weight_quantisation, input_quantisation, output_quantisation, |
| 122 | rescale_parameters]( |
| 123 | const int n_batches, const int n_input_rows, |
| 124 | const int n_input_cols, const int n_channels, |
| 125 | const int n_output_rows, const int n_output_cols, |
| 126 | const nck::ActivationFunction activation, |
| 127 | const unsigned int padding_top, const unsigned int padding_left, |
| 128 | const unsigned int padding_bottom, |
| 129 | const unsigned int padding_right) -> IDepthwiseConvolution * { |
| 130 | return new QAsymm8DepthwiseConvolution< |
| 131 | OutputTileRows, OutputTileCols, KernelRows, KernelCols, |
| 132 | StrideRows, StrideCols>( |
| 133 | n_batches, n_input_rows, n_input_cols, n_channels, |
| 134 | n_output_rows, n_output_cols, activation, weight_quantisation, |
| 135 | input_quantisation, output_quantisation, rescale_parameters, |
| 136 | padding_top, padding_left, padding_bottom, padding_right); |
| 137 | }) {} |
| 138 | |
| 139 | } // namespace depthwise |
| 140 | |
| 141 | template class depthwise::QAsymm8DilatedDepthwiseConvolution<2, 2, 3, 3, 1, 1>; |
| 142 | template class depthwise::QAsymm8DilatedDepthwiseConvolution<2, 2, 3, 3, 2, 2>; |
Georgios Pinitas | 4c75851 | 2019-07-10 19:49:11 +0100 | [diff] [blame] | 143 | template class depthwise::QAsymm8DilatedDepthwiseConvolution<2, 2, 5, 5, 1, 1>; |
| 144 | template class depthwise::QAsymm8DilatedDepthwiseConvolution<2, 2, 5, 5, 2, 2>; |