Pablo Tello | f5f34bb | 2017-08-22 13:34:13 +0100 | [diff] [blame] | 1 | /* |
Freddie Liardet | 9d061b0 | 2021-04-06 15:59:28 +0100 | [diff] [blame] | 2 | * Copyright (c) 2017-2021 Arm Limited. |
Pablo Tello | f5f34bb | 2017-08-22 13:34:13 +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 "ConvolutionLayer.h" |
| 25 | |
Pablo Tello | f5f34bb | 2017-08-22 13:34:13 +0100 | [diff] [blame] | 26 | #include "tests/validation/Helpers.h" |
Freddie Liardet | e92b045 | 2021-04-22 14:55:17 +0100 | [diff] [blame] | 27 | |
Pablo Tello | f5f34bb | 2017-08-22 13:34:13 +0100 | [diff] [blame] | 28 | namespace arm_compute |
| 29 | { |
| 30 | namespace test |
| 31 | { |
| 32 | namespace validation |
| 33 | { |
| 34 | namespace reference |
| 35 | { |
Freddie Liardet | 9d061b0 | 2021-04-06 15:59:28 +0100 | [diff] [blame] | 36 | template <typename T, typename TW, typename TB> |
| 37 | SimpleTensor<T> deconvolution_layer(const SimpleTensor<T> &src, const SimpleTensor<TW> &weights, const SimpleTensor<TB> &bias, const TensorShape &output_shape, |
Manuel Bottini | 279814b | 2019-10-25 10:28:28 +0100 | [diff] [blame] | 38 | const PadStrideInfo &info, QuantizationInfo out_qinfo) |
Pablo Tello | f5f34bb | 2017-08-22 13:34:13 +0100 | [diff] [blame] | 39 | { |
| 40 | // Create reference |
Sheri Zhang | a14817a | 2020-02-26 10:30:15 +0000 | [diff] [blame] | 41 | const unsigned int pad_left = info.pad_left(); |
| 42 | const unsigned int pad_right = info.pad_right(); |
| 43 | const unsigned int pad_top = info.pad_top(); |
| 44 | const unsigned int pad_bottom = info.pad_bottom(); |
| 45 | const int stride_x = info.stride().first; |
| 46 | const int stride_y = info.stride().second; |
| 47 | const int weights_width = weights.shape().x(); |
| 48 | const int weights_height = weights.shape().y(); |
| 49 | const int weights_upper_dims = weights.shape().total_size() / (weights_width * weights_height); |
Matthew Jackson | b9070a4 | 2019-08-22 16:13:27 +0100 | [diff] [blame] | 50 | |
Sheri Zhang | a14817a | 2020-02-26 10:30:15 +0000 | [diff] [blame] | 51 | ARM_COMPUTE_ERROR_ON(pad_left > (weights.shape().x() - 1)); |
| 52 | ARM_COMPUTE_ERROR_ON(pad_right > (weights.shape().x() - 1)); |
| 53 | ARM_COMPUTE_ERROR_ON(pad_top > (weights.shape().y() - 1)); |
Matthew Jackson | b9070a4 | 2019-08-22 16:13:27 +0100 | [diff] [blame] | 54 | ARM_COMPUTE_ERROR_ON(pad_bottom > (weights.shape().y() - 1)); |
Michalis Spyrou | afbc5ff | 2018-10-03 14:18:19 +0100 | [diff] [blame] | 55 | |
| 56 | // Find the upsampled dimensions |
giuros01 | a69a88b | 2019-01-31 16:29:19 +0000 | [diff] [blame] | 57 | unsigned int out_x = (src.shape().x() - 1) * stride_x + 1; |
| 58 | unsigned int out_y = (src.shape().y() - 1) * stride_y + 1; |
Michalis Spyrou | afbc5ff | 2018-10-03 14:18:19 +0100 | [diff] [blame] | 59 | |
| 60 | // Find the padding needed for the convolution with stride 1 in order to match output shape |
Matthew Jackson | b9070a4 | 2019-08-22 16:13:27 +0100 | [diff] [blame] | 61 | unsigned int deconv_pad_x = output_shape.x() - (out_x - weights_width + 1); |
| 62 | unsigned int deconv_pad_y = output_shape.y() - (out_y - weights_height + 1); |
| 63 | out_x += deconv_pad_x; |
| 64 | out_y += deconv_pad_y; |
| 65 | |
| 66 | unsigned int deconv_pad_left = pad_right > pad_left ? pad_right - pad_left : 0; |
| 67 | unsigned int deconv_pad_right = pad_left > pad_right ? pad_left - pad_right : 0; |
| 68 | deconv_pad_x -= deconv_pad_left + deconv_pad_right; |
| 69 | ARM_COMPUTE_ERROR_ON((deconv_pad_x % 2) != 0); |
Sheri Zhang | a14817a | 2020-02-26 10:30:15 +0000 | [diff] [blame] | 70 | deconv_pad_left += deconv_pad_x / 2; |
Matthew Jackson | b9070a4 | 2019-08-22 16:13:27 +0100 | [diff] [blame] | 71 | deconv_pad_right += deconv_pad_x / 2; |
| 72 | |
| 73 | unsigned int deconv_pad_top = pad_bottom > pad_top ? pad_bottom - pad_top : 0; |
| 74 | unsigned int deconv_pad_bottom = pad_top > pad_bottom ? pad_top - pad_bottom : 0; |
| 75 | deconv_pad_y -= deconv_pad_top + deconv_pad_bottom; |
| 76 | ARM_COMPUTE_ERROR_ON((deconv_pad_y % 2) != 0); |
Sheri Zhang | a14817a | 2020-02-26 10:30:15 +0000 | [diff] [blame] | 77 | deconv_pad_top += deconv_pad_y / 2; |
Matthew Jackson | b9070a4 | 2019-08-22 16:13:27 +0100 | [diff] [blame] | 78 | deconv_pad_bottom += deconv_pad_y / 2; |
Michalis Spyrou | afbc5ff | 2018-10-03 14:18:19 +0100 | [diff] [blame] | 79 | |
Pablo Tello | f5f34bb | 2017-08-22 13:34:13 +0100 | [diff] [blame] | 80 | TensorShape scaled_shape = src.shape(); |
Michalis Spyrou | 780db4e | 2017-11-23 09:49:51 +0000 | [diff] [blame] | 81 | scaled_shape.set(0, out_x); |
| 82 | scaled_shape.set(1, out_y); |
Michele Di Giorgio | 9fef38a | 2018-07-06 18:06:58 +0100 | [diff] [blame] | 83 | SimpleTensor<T> scaled{ scaled_shape, src.data_type(), 1, src.quantization_info() }; |
Pablo Tello | f5f34bb | 2017-08-22 13:34:13 +0100 | [diff] [blame] | 84 | |
Michalis Spyrou | 780db4e | 2017-11-23 09:49:51 +0000 | [diff] [blame] | 85 | const int width_in = src.shape().x(); |
| 86 | const int height_in = src.shape().y(); |
| 87 | const int width_scaled = scaled.shape().x(); |
| 88 | const int height_scaled = scaled.shape().y(); |
| 89 | const int num_2d_slices = src.shape().total_size() / (width_in * height_in); |
Michalis Spyrou | 780db4e | 2017-11-23 09:49:51 +0000 | [diff] [blame] | 90 | |
Sheri Zhang | a14817a | 2020-02-26 10:30:15 +0000 | [diff] [blame] | 91 | if(src.data_type() == DataType::QASYMM8 || src.data_type() == DataType::QASYMM8_SIGNED) |
Pablo Tello | f5f34bb | 2017-08-22 13:34:13 +0100 | [diff] [blame] | 92 | { |
Sheri Zhang | a14817a | 2020-02-26 10:30:15 +0000 | [diff] [blame] | 93 | const auto quantized_zero = static_cast<T>(src.quantization_info().uniform().offset); |
Michele Di Giorgio | 9fef38a | 2018-07-06 18:06:58 +0100 | [diff] [blame] | 94 | std::fill_n(scaled.data(), scaled.num_elements(), quantized_zero); |
| 95 | } |
| 96 | else |
| 97 | { |
| 98 | std::fill_n(scaled.data(), scaled.num_elements(), T(0)); |
Pablo Tello | f5f34bb | 2017-08-22 13:34:13 +0100 | [diff] [blame] | 99 | } |
| 100 | |
Michalis Spyrou | afbc5ff | 2018-10-03 14:18:19 +0100 | [diff] [blame] | 101 | // Flip weights by 180 degrees |
Freddie Liardet | 9d061b0 | 2021-04-06 15:59:28 +0100 | [diff] [blame] | 102 | SimpleTensor<TW> weights_flipped{ weights.shape(), weights.data_type(), 1, weights.quantization_info(), weights.data_layout() }; |
Michalis Spyrou | d1d7722 | 2020-04-08 14:10:15 +0100 | [diff] [blame] | 103 | #if defined(_OPENMP) |
| 104 | #pragma omp parallel for |
| 105 | #endif /* _OPENMP */ |
Michalis Spyrou | afbc5ff | 2018-10-03 14:18:19 +0100 | [diff] [blame] | 106 | for(int ud = 0; ud < weights_upper_dims; ++ud) |
| 107 | { |
| 108 | const int offset = ud * weights_width * weights_height; |
| 109 | for(int y = 0; y < weights_height; ++y) |
| 110 | { |
| 111 | for(int x = 0; x < weights_width; ++x) |
| 112 | { |
| 113 | weights_flipped[offset + (weights_height - 1 - y) * weights_width + (weights_width - 1 - x)] = weights[offset + y * weights_width + x]; |
| 114 | } |
| 115 | } |
| 116 | } |
Michalis Spyrou | d1d7722 | 2020-04-08 14:10:15 +0100 | [diff] [blame] | 117 | #if defined(_OPENMP) |
| 118 | #pragma omp parallel for |
| 119 | #endif /* _OPENMP */ |
Pablo Tello | f5f34bb | 2017-08-22 13:34:13 +0100 | [diff] [blame] | 120 | for(int slice = 0; slice < num_2d_slices; ++slice) |
| 121 | { |
| 122 | const int offset_slice_in = slice * width_in * height_in; |
| 123 | const int offset_slice_out = slice * width_scaled * height_scaled; |
Matthew Jackson | b9070a4 | 2019-08-22 16:13:27 +0100 | [diff] [blame] | 124 | const int start_x = deconv_pad_left; |
| 125 | const int start_y = deconv_pad_top; |
| 126 | const int end_x = width_scaled - deconv_pad_right; |
| 127 | const int end_y = height_scaled - deconv_pad_bottom; |
Michalis Spyrou | 780db4e | 2017-11-23 09:49:51 +0000 | [diff] [blame] | 128 | |
| 129 | for(int yi = start_y, in_y = 0; yi < end_y; yi += stride_y, in_y++) |
Pablo Tello | f5f34bb | 2017-08-22 13:34:13 +0100 | [diff] [blame] | 130 | { |
Michalis Spyrou | 780db4e | 2017-11-23 09:49:51 +0000 | [diff] [blame] | 131 | for(int xi = start_x, in_x = 0; xi < end_x; xi += stride_x, in_x++) |
Pablo Tello | f5f34bb | 2017-08-22 13:34:13 +0100 | [diff] [blame] | 132 | { |
Michalis Spyrou | 780db4e | 2017-11-23 09:49:51 +0000 | [diff] [blame] | 133 | const T *in = src.data() + offset_slice_in + in_y * width_in + in_x; |
| 134 | T *out = scaled.data() + offset_slice_out + xi + yi * width_scaled; |
| 135 | *out = *in; |
Pablo Tello | f5f34bb | 2017-08-22 13:34:13 +0100 | [diff] [blame] | 136 | } |
| 137 | } |
| 138 | } |
Michalis Spyrou | 780db4e | 2017-11-23 09:49:51 +0000 | [diff] [blame] | 139 | |
| 140 | const PadStrideInfo conv_info(1, 1, 0, 0, 0, 0, DimensionRoundingType::CEIL); |
Manuel Bottini | 279814b | 2019-10-25 10:28:28 +0100 | [diff] [blame] | 141 | return convolution_layer(scaled, weights_flipped, bias, output_shape, conv_info, Size2D(1U, 1U), 1, out_qinfo); |
Pablo Tello | f5f34bb | 2017-08-22 13:34:13 +0100 | [diff] [blame] | 142 | } |
| 143 | |
Michele Di Giorgio | 9fef38a | 2018-07-06 18:06:58 +0100 | [diff] [blame] | 144 | template SimpleTensor<uint8_t> deconvolution_layer(const SimpleTensor<uint8_t> &src, const SimpleTensor<uint8_t> &weights, const SimpleTensor<int32_t> &bias, const TensorShape &output_shape, |
Manuel Bottini | 279814b | 2019-10-25 10:28:28 +0100 | [diff] [blame] | 145 | const PadStrideInfo &info, QuantizationInfo out_quant_info); |
Freddie Liardet | 9d061b0 | 2021-04-06 15:59:28 +0100 | [diff] [blame] | 146 | template SimpleTensor<uint8_t> deconvolution_layer(const SimpleTensor<uint8_t> &src, const SimpleTensor<int8_t> &weights, const SimpleTensor<int32_t> &bias, const TensorShape &output_shape, |
| 147 | const PadStrideInfo &info, QuantizationInfo out_quant_info); |
Sheri Zhang | a14817a | 2020-02-26 10:30:15 +0000 | [diff] [blame] | 148 | template SimpleTensor<int8_t> deconvolution_layer(const SimpleTensor<int8_t> &src, const SimpleTensor<int8_t> &weights, const SimpleTensor<int32_t> &bias, const TensorShape &output_shape, |
| 149 | const PadStrideInfo &info, QuantizationInfo out_quant_info); |
Pablo Tello | f5f34bb | 2017-08-22 13:34:13 +0100 | [diff] [blame] | 150 | template SimpleTensor<float> deconvolution_layer(const SimpleTensor<float> &src, const SimpleTensor<float> &weights, const SimpleTensor<float> &bias, const TensorShape &output_shape, |
Manuel Bottini | 279814b | 2019-10-25 10:28:28 +0100 | [diff] [blame] | 151 | const PadStrideInfo &info, QuantizationInfo out_quant_info); |
Georgios Pinitas | 793f87d | 2018-05-18 20:08:58 +0100 | [diff] [blame] | 152 | template SimpleTensor<half> deconvolution_layer(const SimpleTensor<half> &src, const SimpleTensor<half> &weights, const SimpleTensor<half> &bias, const TensorShape &output_shape, |
Manuel Bottini | 279814b | 2019-10-25 10:28:28 +0100 | [diff] [blame] | 153 | const PadStrideInfo &info, QuantizationInfo out_quant_info); |
Pablo Tello | f5f34bb | 2017-08-22 13:34:13 +0100 | [diff] [blame] | 154 | } // namespace reference |
| 155 | } // namespace validation |
| 156 | } // namespace test |
Manuel Bottini | 6e10aa3 | 2020-04-30 13:28:23 +0100 | [diff] [blame] | 157 | } // namespace arm_compute |