diff options
Diffstat (limited to 'src/core/NEON/kernels/convolution')
18 files changed, 17809 insertions, 0 deletions
diff --git a/src/core/NEON/kernels/convolution/common/utils.cpp b/src/core/NEON/kernels/convolution/common/utils.cpp new file mode 100644 index 0000000000..24d0386c76 --- /dev/null +++ b/src/core/NEON/kernels/convolution/common/utils.cpp @@ -0,0 +1,50 @@ +/* + * Copyright (c) 2017 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 <cstdio> +#include <ctime> + +double TimeInUs(void) +{ +#ifdef CYCLE_PROFILING + timespec t; + clock_gettime(CLOCK_REALTIME, &t); + return 1e6*t.tv_sec + 1e-3*t.tv_nsec; +#else + return 0; +#endif +} + +void PrintMatrix(const float* const m, const int M, const int N, const int row_stride) +{ + for (int i = 0; i < M; i++) + { + for (int j = 0; j < N; j++) + { + printf("%.3f ", m[i*row_stride + j]); + } + printf("\n"); + } + printf("\n"); +} diff --git a/src/core/NEON/kernels/convolution/depthwise/depthwise_2x2_3x3_1x1_fp32_fp32.cpp b/src/core/NEON/kernels/convolution/depthwise/depthwise_2x2_3x3_1x1_fp32_fp32.cpp new file mode 100644 index 0000000000..fa50f79bc5 --- /dev/null +++ b/src/core/NEON/kernels/convolution/depthwise/depthwise_2x2_3x3_1x1_fp32_fp32.cpp @@ -0,0 +1,439 @@ +/* + * Copyright (c) 2018 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 "arm_compute/core/NEON/kernels/convolution/depthwise/impl_fp32_fp32.hpp" + +namespace depthwise +{ +using Conv = DepthwiseConvolution<2, 2, 3, 3, 1, 1, float, float>; +using ConvImpl = DepthwiseConvolutionImpl<2, 2, 3, 3, 1, 1, float, float>; + +template <> +const Conv::TileFn Conv::tile_fns + [max_in_pad_top] + [max_in_pad_left] + [max_in_pad_bottom] + [max_in_pad_right] + [max_out_pad_bottom] + [max_out_pad_right] = { + { // Input pad top = 0 + { // Input pad left = 0 + { // Input pad bottom = 0 + { // Input pad right = 0 + { // Output pad bottom = 0 + ConvImpl::template process_tile<0, 0, 0, 0, 0, 0>, + ConvImpl::template process_tile<0, 0, 0, 0, 0, 1>, + }, // Output pad bottom = 0 + { // Output pad bottom = 1 + ConvImpl::template process_tile<0, 0, 0, 0, 1, 0>, + ConvImpl::template process_tile<0, 0, 0, 0, 1, 1>, + }, // Output pad bottom = 1 + }, // Input pad right = 0 + { // Input pad right = 1 + { // Output pad bottom = 0 + ConvImpl::template process_tile<0, 0, 0, 1, 0, 0>, + ConvImpl::template process_tile<0, 0, 0, 1, 0, 1>, + }, // Output pad bottom = 0 + { // Output pad bottom = 1 + ConvImpl::template process_tile<0, 0, 0, 1, 1, 0>, + ConvImpl::template process_tile<0, 0, 0, 1, 1, 1>, + }, // Output pad bottom = 1 + }, // Input pad right = 1 + { // Input pad right = 2 + { // Output pad bottom = 0 + ConvImpl::template process_tile<0, 0, 0, 2, 0, 0>, + ConvImpl::template process_tile<0, 0, 0, 2, 0, 1>, + }, // Output pad bottom = 0 + { // Output pad bottom = 1 + ConvImpl::template process_tile<0, 0, 0, 2, 1, 0>, + ConvImpl::template process_tile<0, 0, 0, 2, 1, 1>, + }, // Output pad bottom = 1 + }, // Input pad right = 2 + }, // Input pad bottom = 0 + { // Input pad bottom = 1 + { // Input pad right = 0 + { // Output pad bottom = 0 + ConvImpl::template process_tile<0, 0, 1, 0, 0, 0>, + ConvImpl::template process_tile<0, 0, 1, 0, 0, 1>, + }, // Output pad bottom = 0 + { // Output pad bottom = 1 + ConvImpl::template process_tile<0, 0, 1, 0, 1, 0>, + ConvImpl::template process_tile<0, 0, 1, 0, 1, 1>, + }, // Output pad bottom = 1 + }, // Input pad right = 0 + { // Input pad right = 1 + { // Output pad bottom = 0 + ConvImpl::template process_tile<0, 0, 1, 1, 0, 0>, + ConvImpl::template process_tile<0, 0, 1, 1, 0, 1>, + }, // Output pad bottom = 0 + { // Output pad bottom = 1 + ConvImpl::template process_tile<0, 0, 1, 1, 1, 0>, + ConvImpl::template process_tile<0, 0, 1, 1, 1, 1>, + }, // Output pad bottom = 1 + }, // Input pad right = 1 + { // Input pad right = 2 + { // Output pad bottom = 0 + ConvImpl::template process_tile<0, 0, 1, 2, 0, 0>, + ConvImpl::template process_tile<0, 0, 1, 2, 0, 1>, + }, // Output pad bottom = 0 + { // Output pad bottom = 1 + ConvImpl::template process_tile<0, 0, 1, 2, 1, 0>, + ConvImpl::template process_tile<0, 0, 1, 2, 1, 1>, + }, // Output pad bottom = 1 + }, // Input pad right = 2 + }, // Input pad bottom = 1 + { // Input pad bottom = 2 + { // Input pad right = 0 + { // Output pad bottom = 0 + ConvImpl::template process_tile<0, 0, 2, 0, 0, 0>, + ConvImpl::template process_tile<0, 0, 2, 0, 0, 1>, + }, // Output pad bottom = 0 + { // Output pad bottom = 1 + ConvImpl::template process_tile<0, 0, 2, 0, 1, 0>, + ConvImpl::template process_tile<0, 0, 2, 0, 1, 1>, + }, // Output pad bottom = 1 + }, // Input pad right = 0 + { // Input pad right = 1 + { // Output pad bottom = 0 + ConvImpl::template process_tile<0, 0, 2, 1, 0, 0>, + ConvImpl::template process_tile<0, 0, 2, 1, 0, 1>, + }, // Output pad bottom = 0 + { // Output pad bottom = 1 + ConvImpl::template process_tile<0, 0, 2, 1, 1, 0>, + ConvImpl::template process_tile<0, 0, 2, 1, 1, 1>, + }, // Output pad bottom = 1 + }, // Input pad right = 1 + { // Input pad right = 2 + { // Output pad bottom = 0 + ConvImpl::template process_tile<0, 0, 2, 2, 0, 0>, + ConvImpl::template process_tile<0, 0, 2, 2, 0, 1>, + }, // Output pad bottom = 0 + { // Output pad bottom = 1 + ConvImpl::template process_tile<0, 0, 2, 2, 1, 0>, + ConvImpl::template process_tile<0, 0, 2, 2, 1, 1>, + }, // Output pad bottom = 1 + }, // Input pad right = 2 + }, // Input pad bottom = 2 + }, // Input pad left = 0 + { // Input pad left = 1 + { // Input pad bottom = 0 + { // Input pad right = 0 + { // Output pad bottom = 0 + ConvImpl::template process_tile<0, 1, 0, 0, 0, 0>, + ConvImpl::template process_tile<0, 1, 0, 0, 0, 1>, + }, // Output pad bottom = 0 + { // Output pad bottom = 1 + ConvImpl::template process_tile<0, 1, 0, 0, 1, 0>, + ConvImpl::template process_tile<0, 1, 0, 0, 1, 1>, + }, // Output pad bottom = 1 + }, // Input pad right = 0 + { // Input pad right = 1 + { // Output pad bottom = 0 + ConvImpl::template process_tile<0, 1, 0, 1, 0, 0>, + ConvImpl::template process_tile<0, 1, 0, 1, 0, 1>, + }, // Output pad bottom = 0 + { // Output pad bottom = 1 + ConvImpl::template process_tile<0, 1, 0, 1, 1, 0>, + ConvImpl::template process_tile<0, 1, 0, 1, 1, 1>, + }, // Output pad bottom = 1 + }, // Input pad right = 1 + { // Input pad right = 2 + { // Output pad bottom = 0 + ConvImpl::template process_tile<0, 1, 0, 2, 0, 0>, + ConvImpl::template process_tile<0, 1, 0, 2, 0, 1>, + }, // Output pad bottom = 0 + { // Output pad bottom = 1 + ConvImpl::template process_tile<0, 1, 0, 2, 1, 0>, + ConvImpl::template process_tile<0, 1, 0, 2, 1, 1>, + }, // Output pad bottom = 1 + }, // Input pad right = 2 + }, // Input pad bottom = 0 + { // Input pad bottom = 1 + { // Input pad right = 0 + { // Output pad bottom = 0 + ConvImpl::template process_tile<0, 1, 1, 0, 0, 0>, + ConvImpl::template process_tile<0, 1, 1, 0, 0, 1>, + }, // Output pad bottom = 0 + { // Output pad bottom = 1 + ConvImpl::template process_tile<0, 1, 1, 0, 1, 0>, + ConvImpl::template process_tile<0, 1, 1, 0, 1, 1>, + }, // Output pad bottom = 1 + }, // Input pad right = 0 + { // Input pad right = 1 + { // Output pad bottom = 0 + ConvImpl::template process_tile<0, 1, 1, 1, 0, 0>, + ConvImpl::template process_tile<0, 1, 1, 1, 0, 1>, + }, // Output pad bottom = 0 + { // Output pad bottom = 1 + ConvImpl::template process_tile<0, 1, 1, 1, 1, 0>, + ConvImpl::template process_tile<0, 1, 1, 1, 1, 1>, + }, // Output pad bottom = 1 + }, // Input pad right = 1 + { // Input pad right = 2 + { // Output pad bottom = 0 + ConvImpl::template process_tile<0, 1, 1, 2, 0, 0>, + ConvImpl::template process_tile<0, 1, 1, 2, 0, 1>, + }, // Output pad bottom = 0 + { // Output pad bottom = 1 + ConvImpl::template process_tile<0, 1, 1, 2, 1, 0>, + ConvImpl::template process_tile<0, 1, 1, 2, 1, 1>, + }, // Output pad bottom = 1 + }, // Input pad right = 2 + }, // Input pad bottom = 1 + { // Input pad bottom = 2 + { // Input pad right = 0 + { // Output pad bottom = 0 + ConvImpl::template process_tile<0, 1, 2, 0, 0, 0>, + ConvImpl::template process_tile<0, 1, 2, 0, 0, 1>, + }, // Output pad bottom = 0 + { // Output pad bottom = 1 + ConvImpl::template process_tile<0, 1, 2, 0, 1, 0>, + ConvImpl::template process_tile<0, 1, 2, 0, 1, 1>, + }, // Output pad bottom = 1 + }, // Input pad right = 0 + { // Input pad right = 1 + { // Output pad bottom = 0 + ConvImpl::template process_tile<0, 1, 2, 1, 0, 0>, + ConvImpl::template process_tile<0, 1, 2, 1, 0, 1>, + }, // Output pad bottom = 0 + { // Output pad bottom = 1 + ConvImpl::template process_tile<0, 1, 2, 1, 1, 0>, + ConvImpl::template process_tile<0, 1, 2, 1, 1, 1>, + }, // Output pad bottom = 1 + }, // Input pad right = 1 + { // Input pad right = 2 + { // Output pad bottom = 0 + ConvImpl::template process_tile<0, 1, 2, 2, 0, 0>, + ConvImpl::template process_tile<0, 1, 2, 2, 0, 1>, + }, // Output pad bottom = 0 + { // Output pad bottom = 1 + ConvImpl::template process_tile<0, 1, 2, 2, 1, 0>, + ConvImpl::template process_tile<0, 1, 2, 2, 1, 1>, + }, // Output pad bottom = 1 + }, // Input pad right = 2 + }, // Input pad bottom = 2 + }, // Input pad left = 1 + }, // Input pad top = 0 + { // Input pad top = 1 + { // Input pad left = 0 + { // Input pad bottom = 0 + { // Input pad right = 0 + { // Output pad bottom = 0 + ConvImpl::template process_tile<1, 0, 0, 0, 0, 0>, + ConvImpl::template process_tile<1, 0, 0, 0, 0, 1>, + }, // Output pad bottom = 0 + { // Output pad bottom = 1 + ConvImpl::template process_tile<1, 0, 0, 0, 1, 0>, + ConvImpl::template process_tile<1, 0, 0, 0, 1, 1>, + }, // Output pad bottom = 1 + }, // Input pad right = 0 + { // Input pad right = 1 + { // Output pad bottom = 0 + ConvImpl::template process_tile<1, 0, 0, 1, 0, 0>, + ConvImpl::template process_tile<1, 0, 0, 1, 0, 1>, + }, // Output pad bottom = 0 + { // Output pad bottom = 1 + ConvImpl::template process_tile<1, 0, 0, 1, 1, 0>, + ConvImpl::template process_tile<1, 0, 0, 1, 1, 1>, + }, // Output pad bottom = 1 + }, // Input pad right = 1 + { // Input pad right = 2 + { // Output pad bottom = 0 + ConvImpl::template process_tile<1, 0, 0, 2, 0, 0>, + ConvImpl::template process_tile<1, 0, 0, 2, 0, 1>, + }, // Output pad bottom = 0 + { // Output pad bottom = 1 + ConvImpl::template process_tile<1, 0, 0, 2, 1, 0>, + ConvImpl::template process_tile<1, 0, 0, 2, 1, 1>, + }, // Output pad bottom = 1 + }, // Input pad right = 2 + }, // Input pad bottom = 0 + { // Input pad bottom = 1 + { // Input pad right = 0 + { // Output pad bottom = 0 + ConvImpl::template process_tile<1, 0, 1, 0, 0, 0>, + ConvImpl::template process_tile<1, 0, 1, 0, 0, 1>, + }, // Output pad bottom = 0 + { // Output pad bottom = 1 + ConvImpl::template process_tile<1, 0, 1, 0, 1, 0>, + ConvImpl::template process_tile<1, 0, 1, 0, 1, 1>, + }, // Output pad bottom = 1 + }, // Input pad right = 0 + { // Input pad right = 1 + { // Output pad bottom = 0 + ConvImpl::template process_tile<1, 0, 1, 1, 0, 0>, + ConvImpl::template process_tile<1, 0, 1, 1, 0, 1>, + }, // Output pad bottom = 0 + { // Output pad bottom = 1 + ConvImpl::template process_tile<1, 0, 1, 1, 1, 0>, + ConvImpl::template process_tile<1, 0, 1, 1, 1, 1>, + }, // Output pad bottom = 1 + }, // Input pad right = 1 + { // Input pad right = 2 + { // Output pad bottom = 0 + ConvImpl::template process_tile<1, 0, 1, 2, 0, 0>, + ConvImpl::template process_tile<1, 0, 1, 2, 0, 1>, + }, // Output pad bottom = 0 + { // Output pad bottom = 1 + ConvImpl::template process_tile<1, 0, 1, 2, 1, 0>, + ConvImpl::template process_tile<1, 0, 1, 2, 1, 1>, + }, // Output pad bottom = 1 + }, // Input pad right = 2 + }, // Input pad bottom = 1 + { // Input pad bottom = 2 + { // Input pad right = 0 + { // Output pad bottom = 0 + ConvImpl::template process_tile<1, 0, 2, 0, 0, 0>, + ConvImpl::template process_tile<1, 0, 2, 0, 0, 1>, + }, // Output pad bottom = 0 + { // Output pad bottom = 1 + ConvImpl::template process_tile<1, 0, 2, 0, 1, 0>, + ConvImpl::template process_tile<1, 0, 2, 0, 1, 1>, + }, // Output pad bottom = 1 + }, // Input pad right = 0 + { // Input pad right = 1 + { // Output pad bottom = 0 + ConvImpl::template process_tile<1, 0, 2, 1, 0, 0>, + ConvImpl::template process_tile<1, 0, 2, 1, 0, 1>, + }, // Output pad bottom = 0 + { // Output pad bottom = 1 + ConvImpl::template process_tile<1, 0, 2, 1, 1, 0>, + ConvImpl::template process_tile<1, 0, 2, 1, 1, 1>, + }, // Output pad bottom = 1 + }, // Input pad right = 1 + { // Input pad right = 2 + { // Output pad bottom = 0 + ConvImpl::template process_tile<1, 0, 2, 2, 0, 0>, + ConvImpl::template process_tile<1, 0, 2, 2, 0, 1>, + }, // Output pad bottom = 0 + { // Output pad bottom = 1 + ConvImpl::template process_tile<1, 0, 2, 2, 1, 0>, + ConvImpl::template process_tile<1, 0, 2, 2, 1, 1>, + }, // Output pad bottom = 1 + }, // Input pad right = 2 + }, // Input pad bottom = 2 + }, // Input pad left = 0 + { // Input pad left = 1 + { // Input pad bottom = 0 + { // Input pad right = 0 + { // Output pad bottom = 0 + ConvImpl::template process_tile<1, 1, 0, 0, 0, 0>, + ConvImpl::template process_tile<1, 1, 0, 0, 0, 1>, + }, // Output pad bottom = 0 + { // Output pad bottom = 1 + ConvImpl::template process_tile<1, 1, 0, 0, 1, 0>, + ConvImpl::template process_tile<1, 1, 0, 0, 1, 1>, + }, // Output pad bottom = 1 + }, // Input pad right = 0 + { // Input pad right = 1 + { // Output pad bottom = 0 + ConvImpl::template process_tile<1, 1, 0, 1, 0, 0>, + ConvImpl::template process_tile<1, 1, 0, 1, 0, 1>, + }, // Output pad bottom = 0 + { // Output pad bottom = 1 + ConvImpl::template process_tile<1, 1, 0, 1, 1, 0>, + ConvImpl::template process_tile<1, 1, 0, 1, 1, 1>, + }, // Output pad bottom = 1 + }, // Input pad right = 1 + { // Input pad right = 2 + { // Output pad bottom = 0 + ConvImpl::template process_tile<1, 1, 0, 2, 0, 0>, + ConvImpl::template process_tile<1, 1, 0, 2, 0, 1>, + }, // Output pad bottom = 0 + { // Output pad bottom = 1 + ConvImpl::template process_tile<1, 1, 0, 2, 1, 0>, + ConvImpl::template process_tile<1, 1, 0, 2, 1, 1>, + }, // Output pad bottom = 1 + }, // Input pad right = 2 + }, // Input pad bottom = 0 + { // Input pad bottom = 1 + { // Input pad right = 0 + { // Output pad bottom = 0 + ConvImpl::template process_tile<1, 1, 1, 0, 0, 0>, + ConvImpl::template process_tile<1, 1, 1, 0, 0, 1>, + }, // Output pad bottom = 0 + { // Output pad bottom = 1 + ConvImpl::template process_tile<1, 1, 1, 0, 1, 0>, + ConvImpl::template process_tile<1, 1, 1, 0, 1, 1>, + }, // Output pad bottom = 1 + }, // Input pad right = 0 + { // Input pad right = 1 + { // Output pad bottom = 0 + ConvImpl::template process_tile<1, 1, 1, 1, 0, 0>, + ConvImpl::template process_tile<1, 1, 1, 1, 0, 1>, + }, // Output pad bottom = 0 + { // Output pad bottom = 1 + ConvImpl::template process_tile<1, 1, 1, 1, 1, 0>, + ConvImpl::template process_tile<1, 1, 1, 1, 1, 1>, + }, // Output pad bottom = 1 + }, // Input pad right = 1 + { // Input pad right = 2 + { // Output pad bottom = 0 + ConvImpl::template process_tile<1, 1, 1, 2, 0, 0>, + ConvImpl::template process_tile<1, 1, 1, 2, 0, 1>, + }, // Output pad bottom = 0 + { // Output pad bottom = 1 + ConvImpl::template process_tile<1, 1, 1, 2, 1, 0>, + ConvImpl::template process_tile<1, 1, 1, 2, 1, 1>, + }, // Output pad bottom = 1 + }, // Input pad right = 2 + }, // Input pad bottom = 1 + { // Input pad bottom = 2 + { // Input pad right = 0 + { // Output pad bottom = 0 + ConvImpl::template process_tile<1, 1, 2, 0, 0, 0>, + ConvImpl::template process_tile<1, 1, 2, 0, 0, 1>, + }, // Output pad bottom = 0 + { // Output pad bottom = 1 + ConvImpl::template process_tile<1, 1, 2, 0, 1, 0>, + ConvImpl::template process_tile<1, 1, 2, 0, 1, 1>, + }, // Output pad bottom = 1 + }, // Input pad right = 0 + { // Input pad right = 1 + { // Output pad bottom = 0 + ConvImpl::template process_tile<1, 1, 2, 1, 0, 0>, + ConvImpl::template process_tile<1, 1, 2, 1, 0, 1>, + }, // Output pad bottom = 0 + { // Output pad bottom = 1 + ConvImpl::template process_tile<1, 1, 2, 1, 1, 0>, + ConvImpl::template process_tile<1, 1, 2, 1, 1, 1>, + }, // Output pad bottom = 1 + }, // Input pad right = 1 + { // Input pad right = 2 + { // Output pad bottom = 0 + ConvImpl::template process_tile<1, 1, 2, 2, 0, 0>, + ConvImpl::template process_tile<1, 1, 2, 2, 0, 1>, + }, // Output pad bottom = 0 + { // Output pad bottom = 1 + ConvImpl::template process_tile<1, 1, 2, 2, 1, 0>, + ConvImpl::template process_tile<1, 1, 2, 2, 1, 1>, + }, // Output pad bottom = 1 + }, // Input pad right = 2 + }, // Input pad bottom = 2 + }, // Input pad left = 1 + }, // Input pad top = 1 +}; + + +template class DepthwiseConvolution<2, 2, 3, 3, 1, 1, float, float>; +} // namespace depthwise diff --git a/src/core/NEON/kernels/convolution/depthwise/depthwise_2x2_3x3_2x2_fp32_fp32.cpp b/src/core/NEON/kernels/convolution/depthwise/depthwise_2x2_3x3_2x2_fp32_fp32.cpp new file mode 100644 index 0000000000..0ec5a77475 --- /dev/null +++ b/src/core/NEON/kernels/convolution/depthwise/depthwise_2x2_3x3_2x2_fp32_fp32.cpp @@ -0,0 +1,1095 @@ +/* + * Copyright (c) 2018 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 "arm_compute/core/NEON/kernels/convolution/depthwise/impl_fp32_fp32.hpp" + +namespace depthwise +{ +using Conv = DepthwiseConvolution<2, 2, 3, 3, 2, 2, float, float>; +using ConvImpl = DepthwiseConvolutionImpl<2, 2, 3, 3, 2, 2, float, float>; + +template <> +const Conv::TileFn Conv::tile_fns + [max_in_pad_top] + [max_in_pad_left] + [max_in_pad_bottom] + [max_in_pad_right] + [max_out_pad_bottom] + [max_out_pad_right] = { + { // Input pad top = 0 + { // Input pad left = 0 + { // Input pad bottom = 0 + { // Input pad right = 0 + { // Output pad bottom = 0 + Conv::template process_tile<0, 0, 0, 0, 0, 0>, + Conv::template process_tile<0, 0, 0, 0, 0, 1>, + }, // Output pad bottom = 0 + { // Output pad bottom = 1 + Conv::template process_tile<0, 0, 0, 0, 1, 0>, + Conv::template process_tile<0, 0, 0, 0, 1, 1>, + }, // Output pad bottom = 1 + }, // Input pad right = 0 + { // Input pad right = 1 + { // Output pad bottom = 0 + Conv::template process_tile<0, 0, 0, 1, 0, 0>, + Conv::template process_tile<0, 0, 0, 1, 0, 1>, + }, // Output pad bottom = 0 + { // Output pad bottom = 1 + Conv::template process_tile<0, 0, 0, 1, 1, 0>, + Conv::template process_tile<0, 0, 0, 1, 1, 1>, + }, // Output pad bottom = 1 + }, // Input pad right = 1 + { // Input pad right = 2 + { // Output pad bottom = 0 + Conv::template process_tile<0, 0, 0, 2, 0, 0>, + Conv::template process_tile<0, 0, 0, 2, 0, 1>, + }, // Output pad bottom = 0 + { // Output pad bottom = 1 + Conv::template process_tile<0, 0, 0, 2, 1, 0>, + Conv::template process_tile<0, 0, 0, 2, 1, 1>, + }, // Output pad bottom = 1 + }, // Input pad right = 2 + { // Input pad right = 3 + { // Output pad bottom = 0 + Conv::template process_tile<0, 0, 0, 3, 0, 0>, + Conv::template process_tile<0, 0, 0, 3, 0, 1>, + }, // Output pad bottom = 0 + { // Output pad bottom = 1 + Conv::template process_tile<0, 0, 0, 3, 1, 0>, + Conv::template process_tile<0, 0, 0, 3, 1, 1>, + }, // Output pad bottom = 1 + }, // Input pad right = 3 + { // Input pad right = 4 + { // Output pad bottom = 0 + Conv::template process_tile<0, 0, 0, 4, 0, 0>, + Conv::template process_tile<0, 0, 0, 4, 0, 1>, + }, // Output pad bottom = 0 + { // Output pad bottom = 1 + Conv::template process_tile<0, 0, 0, 4, 1, 0>, + Conv::template process_tile<0, 0, 0, 4, 1, 1>, + }, // Output pad bottom = 1 + }, // Input pad right = 4 + }, // Input pad bottom = 0 + { // Input pad bottom = 1 + { // Input pad right = 0 + { // Output pad bottom = 0 + Conv::template process_tile<0, 0, 1, 0, 0, 0>, + Conv::template process_tile<0, 0, 1, 0, 0, 1>, + }, // Output pad bottom = 0 + { // Output pad bottom = 1 + Conv::template process_tile<0, 0, 1, 0, 1, 0>, + Conv::template process_tile<0, 0, 1, 0, 1, 1>, + }, // Output pad bottom = 1 + }, // Input pad right = 0 + { // Input pad right = 1 + { // Output pad bottom = 0 + Conv::template process_tile<0, 0, 1, 1, 0, 0>, + Conv::template process_tile<0, 0, 1, 1, 0, 1>, + }, // Output pad bottom = 0 + { // Output pad bottom = 1 + Conv::template process_tile<0, 0, 1, 1, 1, 0>, + Conv::template process_tile<0, 0, 1, 1, 1, 1>, + }, // Output pad bottom = 1 + }, // Input pad right = 1 + { // Input pad right = 2 + { // Output pad bottom = 0 + Conv::template process_tile<0, 0, 1, 2, 0, 0>, + Conv::template process_tile<0, 0, 1, 2, 0, 1>, + }, // Output pad bottom = 0 + { // Output pad bottom = 1 + Conv::template process_tile<0, 0, 1, 2, 1, 0>, + Conv::template process_tile<0, 0, 1, 2, 1, 1>, + }, // Output pad bottom = 1 + }, // Input pad right = 2 + { // Input pad right = 3 + { // Output pad bottom = 0 + Conv::template process_tile<0, 0, 1, 3, 0, 0>, + Conv::template process_tile<0, 0, 1, 3, 0, 1>, + }, // Output pad bottom = 0 + { // Output pad bottom = 1 + Conv::template process_tile<0, 0, 1, 3, 1, 0>, + Conv::template process_tile<0, 0, 1, 3, 1, 1>, + }, // Output pad bottom = 1 + }, // Input pad right = 3 + { // Input pad right = 4 + { // Output pad bottom = 0 + Conv::template process_tile<0, 0, 1, 4, 0, 0>, + Conv::template process_tile<0, 0, 1, 4, 0, 1>, + }, // Output pad bottom = 0 + { // Output pad bottom = 1 + Conv::template process_tile<0, 0, 1, 4, 1, 0>, + Conv::template process_tile<0, 0, 1, 4, 1, 1>, + }, // Output pad bottom = 1 + }, // Input pad right = 4 + }, // Input pad bottom = 1 + { // Input pad bottom = 2 + { // Input pad right = 0 + { // Output pad bottom = 0 + Conv::template process_tile<0, 0, 2, 0, 0, 0>, + Conv::template process_tile<0, 0, 2, 0, 0, 1>, + }, // Output pad bottom = 0 + { // Output pad bottom = 1 + Conv::template process_tile<0, 0, 2, 0, 1, 0>, + Conv::template process_tile<0, 0, 2, 0, 1, 1>, + }, // Output pad bottom = 1 + }, // Input pad right = 0 + { // Input pad right = 1 + { // Output pad bottom = 0 + Conv::template process_tile<0, 0, 2, 1, 0, 0>, + Conv::template process_tile<0, 0, 2, 1, 0, 1>, + }, // Output pad bottom = 0 + { // Output pad bottom = 1 + Conv::template process_tile<0, 0, 2, 1, 1, 0>, + Conv::template process_tile<0, 0, 2, 1, 1, 1>, + }, // Output pad bottom = 1 + }, // Input pad right = 1 + { // Input pad right = 2 + { // Output pad bottom = 0 + Conv::template process_tile<0, 0, 2, 2, 0, 0>, + Conv::template process_tile<0, 0, 2, 2, 0, 1>, + }, // Output pad bottom = 0 + { // Output pad bottom = 1 + Conv::template process_tile<0, 0, 2, 2, 1, 0>, + Conv::template process_tile<0, 0, 2, 2, 1, 1>, + }, // Output pad bottom = 1 + }, // Input pad right = 2 + { // Input pad right = 3 + { // Output pad bottom = 0 + Conv::template process_tile<0, 0, 2, 3, 0, 0>, + Conv::template process_tile<0, 0, 2, 3, 0, 1>, + }, // Output pad bottom = 0 + { // Output pad bottom = 1 + Conv::template process_tile<0, 0, 2, 3, 1, 0>, + Conv::template process_tile<0, 0, 2, 3, 1, 1>, + }, // Output pad bottom = 1 + }, // Input pad right = 3 + { // Input pad right = 4 + { // Output pad bottom = 0 + Conv::template process_tile<0, 0, 2, 4, 0, 0>, + Conv::template process_tile<0, 0, 2, 4, 0, 1>, + }, // Output pad bottom = 0 + { // Output pad bottom = 1 + Conv::template process_tile<0, 0, 2, 4, 1, 0>, + Conv::template process_tile<0, 0, 2, 4, 1, 1>, + }, // Output pad bottom = 1 + }, // Input pad right = 4 + }, // Input pad bottom = 2 + { // Input pad bottom = 3 + { // Input pad right = 0 + { // Output pad bottom = 0 + Conv::template process_tile<0, 0, 3, 0, 0, 0>, + Conv::template process_tile<0, 0, 3, 0, 0, 1>, + }, // Output pad bottom = 0 + { // Output pad bottom = 1 + Conv::template process_tile<0, 0, 3, 0, 1, 0>, + Conv::template process_tile<0, 0, 3, 0, 1, 1>, + }, // Output pad bottom = 1 + }, // Input pad right = 0 + { // Input pad right = 1 + { // Output pad bottom = 0 + Conv::template process_tile<0, 0, 3, 1, 0, 0>, + Conv::template process_tile<0, 0, 3, 1, 0, 1>, + }, // Output pad bottom = 0 + { // Output pad bottom = 1 + Conv::template process_tile<0, 0, 3, 1, 1, 0>, + Conv::template process_tile<0, 0, 3, 1, 1, 1>, + }, // Output pad bottom = 1 + }, // Input pad right = 1 + { // Input pad right = 2 + { // Output pad bottom = 0 + Conv::template process_tile<0, 0, 3, 2, 0, 0>, + Conv::template process_tile<0, 0, 3, 2, 0, 1>, + }, // Output pad bottom = 0 + { // Output pad bottom = 1 + Conv::template process_tile<0, 0, 3, 2, 1, 0>, + Conv::template process_tile<0, 0, 3, 2, 1, 1>, + }, // Output pad bottom = 1 + }, // Input pad right = 2 + { // Input pad right = 3 + { // Output pad bottom = 0 + Conv::template process_tile<0, 0, 3, 3, 0, 0>, + Conv::template process_tile<0, 0, 3, 3, 0, 1>, + }, // Output pad bottom = 0 + { // Output pad bottom = 1 + Conv::template process_tile<0, 0, 3, 3, 1, 0>, + Conv::template process_tile<0, 0, 3, 3, 1, 1>, + }, // Output pad bottom = 1 + }, // Input pad right = 3 + { // Input pad right = 4 + { // Output pad bottom = 0 + Conv::template process_tile<0, 0, 3, 4, 0, 0>, + Conv::template process_tile<0, 0, 3, 4, 0, 1>, + }, // Output pad bottom = 0 + { // Output pad bottom = 1 + Conv::template process_tile<0, 0, 3, 4, 1, 0>, + Conv::template process_tile<0, 0, 3, 4, 1, 1>, + }, // Output pad bottom = 1 + }, // Input pad right = 4 + }, // Input pad bottom = 3 + { // Input pad bottom = 4 + { // Input pad right = 0 + { // Output pad bottom = 0 + Conv::template process_tile<0, 0, 4, 0, 0, 0>, + Conv::template process_tile<0, 0, 4, 0, 0, 1>, + }, // Output pad bottom = 0 + { // Output pad bottom = 1 + Conv::template process_tile<0, 0, 4, 0, 1, 0>, + Conv::template process_tile<0, 0, 4, 0, 1, 1>, + }, // Output pad bottom = 1 + }, // Input pad right = 0 + { // Input pad right = 1 + { // Output pad bottom = 0 + Conv::template process_tile<0, 0, 4, 1, 0, 0>, + Conv::template process_tile<0, 0, 4, 1, 0, 1>, + }, // Output pad bottom = 0 + { // Output pad bottom = 1 + Conv::template process_tile<0, 0, 4, 1, 1, 0>, + Conv::template process_tile<0, 0, 4, 1, 1, 1>, + }, // Output pad bottom = 1 + }, // Input pad right = 1 + { // Input pad right = 2 + { // Output pad bottom = 0 + Conv::template process_tile<0, 0, 4, 2, 0, 0>, + Conv::template process_tile<0, 0, 4, 2, 0, 1>, + }, // Output pad bottom = 0 + { // Output pad bottom = 1 + Conv::template process_tile<0, 0, 4, 2, 1, 0>, + Conv::template process_tile<0, 0, 4, 2, 1, 1>, + }, // Output pad bottom = 1 + }, // Input pad right = 2 + { // Input pad right = 3 + { // Output pad bottom = 0 + Conv::template process_tile<0, 0, 4, 3, 0, 0>, + Conv::template process_tile<0, 0, 4, 3, 0, 1>, + }, // Output pad bottom = 0 + { // Output pad bottom = 1 + Conv::template process_tile<0, 0, 4, 3, 1, 0>, + Conv::template process_tile<0, 0, 4, 3, 1, 1>, + }, // Output pad bottom = 1 + }, // Input pad right = 3 + { // Input pad right = 4 + { // Output pad bottom = 0 + Conv::template process_tile<0, 0, 4, 4, 0, 0>, + Conv::template process_tile<0, 0, 4, 4, 0, 1>, + }, // Output pad bottom = 0 + { // Output pad bottom = 1 + Conv::template process_tile<0, 0, 4, 4, 1, 0>, + Conv::template process_tile<0, 0, 4, 4, 1, 1>, + }, // Output pad bottom = 1 + }, // Input pad right = 4 + }, // Input pad bottom = 4 + }, // Input pad left = 0 + { // Input pad left = 1 + { // Input pad bottom = 0 + { // Input pad right = 0 + { // Output pad bottom = 0 + Conv::template process_tile<0, 1, 0, 0, 0, 0>, + Conv::template process_tile<0, 1, 0, 0, 0, 1>, + }, // Output pad bottom = 0 + { // Output pad bottom = 1 + Conv::template process_tile<0, 1, 0, 0, 1, 0>, + Conv::template process_tile<0, 1, 0, 0, 1, 1>, + }, // Output pad bottom = 1 + }, // Input pad right = 0 + { // Input pad right = 1 + { // Output pad bottom = 0 + Conv::template process_tile<0, 1, 0, 1, 0, 0>, + Conv::template process_tile<0, 1, 0, 1, 0, 1>, + }, // Output pad bottom = 0 + { // Output pad bottom = 1 + Conv::template process_tile<0, 1, 0, 1, 1, 0>, + Conv::template process_tile<0, 1, 0, 1, 1, 1>, + }, // Output pad bottom = 1 + }, // Input pad right = 1 + { // Input pad right = 2 + { // Output pad bottom = 0 + Conv::template process_tile<0, 1, 0, 2, 0, 0>, + Conv::template process_tile<0, 1, 0, 2, 0, 1>, + }, // Output pad bottom = 0 + { // Output pad bottom = 1 + Conv::template process_tile<0, 1, 0, 2, 1, 0>, + Conv::template process_tile<0, 1, 0, 2, 1, 1>, + }, // Output pad bottom = 1 + }, // Input pad right = 2 + { // Input pad right = 3 + { // Output pad bottom = 0 + Conv::template process_tile<0, 1, 0, 3, 0, 0>, + Conv::template process_tile<0, 1, 0, 3, 0, 1>, + }, // Output pad bottom = 0 + { // Output pad bottom = 1 + Conv::template process_tile<0, 1, 0, 3, 1, 0>, + Conv::template process_tile<0, 1, 0, 3, 1, 1>, + }, // Output pad bottom = 1 + }, // Input pad right = 3 + { // Input pad right = 4 + { // Output pad bottom = 0 + Conv::template process_tile<0, 1, 0, 4, 0, 0>, + Conv::template process_tile<0, 1, 0, 4, 0, 1>, + }, // Output pad bottom = 0 + { // Output pad bottom = 1 + Conv::template process_tile<0, 1, 0, 4, 1, 0>, + Conv::template process_tile<0, 1, 0, 4, 1, 1>, + }, // Output pad bottom = 1 + }, // Input pad right = 4 + }, // Input pad bottom = 0 + { // Input pad bottom = 1 + { // Input pad right = 0 + { // Output pad bottom = 0 + Conv::template process_tile<0, 1, 1, 0, 0, 0>, + Conv::template process_tile<0, 1, 1, 0, 0, 1>, + }, // Output pad bottom = 0 + { // Output pad bottom = 1 + Conv::template process_tile<0, 1, 1, 0, 1, 0>, + Conv::template process_tile<0, 1, 1, 0, 1, 1>, + }, // Output pad bottom = 1 + }, // Input pad right = 0 + { // Input pad right = 1 + { // Output pad bottom = 0 + Conv::template process_tile<0, 1, 1, 1, 0, 0>, + Conv::template process_tile<0, 1, 1, 1, 0, 1>, + }, // Output pad bottom = 0 + { // Output pad bottom = 1 + Conv::template process_tile<0, 1, 1, 1, 1, 0>, + Conv::template process_tile<0, 1, 1, 1, 1, 1>, + }, // Output pad bottom = 1 + }, // Input pad right = 1 + { // Input pad right = 2 + { // Output pad bottom = 0 + Conv::template process_tile<0, 1, 1, 2, 0, 0>, + Conv::template process_tile<0, 1, 1, 2, 0, 1>, + }, // Output pad bottom = 0 + { // Output pad bottom = 1 + Conv::template process_tile<0, 1, 1, 2, 1, 0>, + Conv::template process_tile<0, 1, 1, 2, 1, 1>, + }, // Output pad bottom = 1 + }, // Input pad right = 2 + { // Input pad right = 3 + { // Output pad bottom = 0 + Conv::template process_tile<0, 1, 1, 3, 0, 0>, + Conv::template process_tile<0, 1, 1, 3, 0, 1>, + }, // Output pad bottom = 0 + { // Output pad bottom = 1 + Conv::template process_tile<0, 1, 1, 3, 1, 0>, + Conv::template process_tile<0, 1, 1, 3, 1, 1>, + }, // Output pad bottom = 1 + }, // Input pad right = 3 + { // Input pad right = 4 + { // Output pad bottom = 0 + Conv::template process_tile<0, 1, 1, 4, 0, 0>, + Conv::template process_tile<0, 1, 1, 4, 0, 1>, + }, // Output pad bottom = 0 + { // Output pad bottom = 1 + Conv::template process_tile<0, 1, 1, 4, 1, 0>, + Conv::template process_tile<0, 1, 1, 4, 1, 1>, + }, // Output pad bottom = 1 + }, // Input pad right = 4 + }, // Input pad bottom = 1 + { // Input pad bottom = 2 + { // Input pad right = 0 + { // Output pad bottom = 0 + Conv::template process_tile<0, 1, 2, 0, 0, 0>, + Conv::template process_tile<0, 1, 2, 0, 0, 1>, + }, // Output pad bottom = 0 + { // Output pad bottom = 1 + Conv::template process_tile<0, 1, 2, 0, 1, 0>, + Conv::template process_tile<0, 1, 2, 0, 1, 1>, + }, // Output pad bottom = 1 + }, // Input pad right = 0 + { // Input pad right = 1 + { // Output pad bottom = 0 + Conv::template process_tile<0, 1, 2, 1, 0, 0>, + Conv::template process_tile<0, 1, 2, 1, 0, 1>, + }, // Output pad bottom = 0 + { // Output pad bottom = 1 + Conv::template process_tile<0, 1, 2, 1, 1, 0>, + Conv::template process_tile<0, 1, 2, 1, 1, 1>, + }, // Output pad bottom = 1 + }, // Input pad right = 1 + { // Input pad right = 2 + { // Output pad bottom = 0 + Conv::template process_tile<0, 1, 2, 2, 0, 0>, + Conv::template process_tile<0, 1, 2, 2, 0, 1>, + }, // Output pad bottom = 0 + { // Output pad bottom = 1 + Conv::template process_tile<0, 1, 2, 2, 1, 0>, + Conv::template process_tile<0, 1, 2, 2, 1, 1>, + }, // Output pad bottom = 1 + }, // Input pad right = 2 + { // Input pad right = 3 + { // Output pad bottom = 0 + Conv::template process_tile<0, 1, 2, 3, 0, 0>, + Conv::template process_tile<0, 1, 2, 3, 0, 1>, + }, // Output pad bottom = 0 + { // Output pad bottom = 1 + Conv::template process_tile<0, 1, 2, 3, 1, 0>, + Conv::template process_tile<0, 1, 2, 3, 1, 1>, + }, // Output pad bottom = 1 + }, // Input pad right = 3 + { // Input pad right = 4 + { // Output pad bottom = 0 + Conv::template process_tile<0, 1, 2, 4, 0, 0>, + Conv::template process_tile<0, 1, 2, 4, 0, 1>, + }, // Output pad bottom = 0 + { // Output pad bottom = 1 + Conv::template process_tile<0, 1, 2, 4, 1, 0>, + Conv::template process_tile<0, 1, 2, 4, 1, 1>, + }, // Output pad bottom = 1 + }, // Input pad right = 4 + }, // Input pad bottom = 2 + { // Input pad bottom = 3 + { // Input pad right = 0 + { // Output pad bottom = 0 + Conv::template process_tile<0, 1, 3, 0, 0, 0>, + Conv::template process_tile<0, 1, 3, 0, 0, 1>, + }, // Output pad bottom = 0 + { // Output pad bottom = 1 + Conv::template process_tile<0, 1, 3, 0, 1, 0>, + Conv::template process_tile<0, 1, 3, 0, 1, 1>, + }, // Output pad bottom = 1 + }, // Input pad right = 0 + { // Input pad right = 1 + { // Output pad bottom = 0 + Conv::template process_tile<0, 1, 3, 1, 0, 0>, + Conv::template process_tile<0, 1, 3, 1, 0, 1>, + }, // Output pad bottom = 0 + { // Output pad bottom = 1 + Conv::template process_tile<0, 1, 3, 1, 1, 0>, + Conv::template process_tile<0, 1, 3, 1, 1, 1>, + }, // Output pad bottom = 1 + }, // Input pad right = 1 + { // Input pad right = 2 + { // Output pad bottom = 0 + Conv::template process_tile<0, 1, 3, 2, 0, 0>, + Conv::template process_tile<0, 1, 3, 2, 0, 1>, + }, // Output pad bottom = 0 + { // Output pad bottom = 1 + Conv::template process_tile<0, 1, 3, 2, 1, 0>, + Conv::template process_tile<0, 1, 3, 2, 1, 1>, + }, // Output pad bottom = 1 + }, // Input pad right = 2 + { // Input pad right = 3 + { // Output pad bottom = 0 + Conv::template process_tile<0, 1, 3, 3, 0, 0>, + Conv::template process_tile<0, 1, 3, 3, 0, 1>, + }, // Output pad bottom = 0 + { // Output pad bottom = 1 + Conv::template process_tile<0, 1, 3, 3, 1, 0>, + Conv::template process_tile<0, 1, 3, 3, 1, 1>, + }, // Output pad bottom = 1 + }, // Input pad right = 3 + { // Input pad right = 4 + { // Output pad bottom = 0 + Conv::template process_tile<0, 1, 3, 4, 0, 0>, + Conv::template process_tile<0, 1, 3, 4, 0, 1>, + }, // Output pad bottom = 0 + { // Output pad bottom = 1 + Conv::template process_tile<0, 1, 3, 4, 1, 0>, + Conv::template process_tile<0, 1, 3, 4, 1, 1>, + }, // Output pad bottom = 1 + }, // Input pad right = 4 + }, // Input pad bottom = 3 + { // Input pad bottom = 4 + { // Input pad right = 0 + { // Output pad bottom = 0 + Conv::template process_tile<0, 1, 4, 0, 0, 0>, + Conv::template process_tile<0, 1, 4, 0, 0, 1>, + }, // Output pad bottom = 0 + { // Output pad bottom = 1 + Conv::template process_tile<0, 1, 4, 0, 1, 0>, + Conv::template process_tile<0, 1, 4, 0, 1, 1>, + }, // Output pad bottom = 1 + }, // Input pad right = 0 + { // Input pad right = 1 + { // Output pad bottom = 0 + Conv::template process_tile<0, 1, 4, 1, 0, 0>, + Conv::template process_tile<0, 1, 4, 1, 0, 1>, + }, // Output pad bottom = 0 + { // Output pad bottom = 1 + Conv::template process_tile<0, 1, 4, 1, 1, 0>, + Conv::template process_tile<0, 1, 4, 1, 1, 1>, + }, // Output pad bottom = 1 + }, // Input pad right = 1 + { // Input pad right = 2 + { // Output pad bottom = 0 + Conv::template process_tile<0, 1, 4, 2, 0, 0>, + Conv::template process_tile<0, 1, 4, 2, 0, 1>, + }, // Output pad bottom = 0 + { // Output pad bottom = 1 + Conv::template process_tile<0, 1, 4, 2, 1, 0>, + Conv::template process_tile<0, 1, 4, 2, 1, 1>, + }, // Output pad bottom = 1 + }, // Input pad right = 2 + { // Input pad right = 3 + { // Output pad bottom = 0 + Conv::template process_tile<0, 1, 4, 3, 0, 0>, + Conv::template process_tile<0, 1, 4, 3, 0, 1>, + }, // Output pad bottom = 0 + { // Output pad bottom = 1 + Conv::template process_tile<0, 1, 4, 3, 1, 0>, + Conv::template process_tile<0, 1, 4, 3, 1, 1>, + }, // Output pad bottom = 1 + }, // Input pad right = 3 + { // Input pad right = 4 + { // Output pad bottom = 0 + Conv::template process_tile<0, 1, 4, 4, 0, 0>, + Conv::template process_tile<0, 1, 4, 4, 0, 1>, + }, // Output pad bottom = 0 + { // Output pad bottom = 1 + Conv::template process_tile<0, 1, 4, 4, 1, 0>, + Conv::template process_tile<0, 1, 4, 4, 1, 1>, + }, // Output pad bottom = 1 + }, // Input pad right = 4 + }, // Input pad bottom = 4 + }, // Input pad left = 1 + }, // Input pad top = 0 + { // Input pad top = 1 + { // Input pad left = 0 + { // Input pad bottom = 0 + { // Input pad right = 0 + { // Output pad bottom = 0 + Conv::template process_tile<1, 0, 0, 0, 0, 0>, + Conv::template process_tile<1, 0, 0, 0, 0, 1>, + }, // Output pad bottom = 0 + { // Output pad bottom = 1 + Conv::template process_tile<1, 0, 0, 0, 1, 0>, + Conv::template process_tile<1, 0, 0, 0, 1, 1>, + }, // Output pad bottom = 1 + }, // Input pad right = 0 + { // Input pad right = 1 + { // Output pad bottom = 0 + Conv::template process_tile<1, 0, 0, 1, 0, 0>, + Conv::template process_tile<1, 0, 0, 1, 0, 1>, + }, // Output pad bottom = 0 + { // Output pad bottom = 1 + Conv::template process_tile<1, 0, 0, 1, 1, 0>, + Conv::template process_tile<1, 0, 0, 1, 1, 1>, + }, // Output pad bottom = 1 + }, // Input pad right = 1 + { // Input pad right = 2 + { // Output pad bottom = 0 + Conv::template process_tile<1, 0, 0, 2, 0, 0>, + Conv::template process_tile<1, 0, 0, 2, 0, 1>, + }, // Output pad bottom = 0 + { // Output pad bottom = 1 + Conv::template process_tile<1, 0, 0, 2, 1, 0>, + Conv::template process_tile<1, 0, 0, 2, 1, 1>, + }, // Output pad bottom = 1 + }, // Input pad right = 2 + { // Input pad right = 3 + { // Output pad bottom = 0 + Conv::template process_tile<1, 0, 0, 3, 0, 0>, + Conv::template process_tile<1, 0, 0, 3, 0, 1>, + }, // Output pad bottom = 0 + { // Output pad bottom = 1 + Conv::template process_tile<1, 0, 0, 3, 1, 0>, + Conv::template process_tile<1, 0, 0, 3, 1, 1>, + }, // Output pad bottom = 1 + }, // Input pad right = 3 + { // Input pad right = 4 + { // Output pad bottom = 0 + Conv::template process_tile<1, 0, 0, 4, 0, 0>, + Conv::template process_tile<1, 0, 0, 4, 0, 1>, + }, // Output pad bottom = 0 + { // Output pad bottom = 1 + Conv::template process_tile<1, 0, 0, 4, 1, 0>, + Conv::template process_tile<1, 0, 0, 4, 1, 1>, + }, // Output pad bottom = 1 + }, // Input pad right = 4 + }, // Input pad bottom = 0 + { // Input pad bottom = 1 + { // Input pad right = 0 + { // Output pad bottom = 0 + Conv::template process_tile<1, 0, 1, 0, 0, 0>, + Conv::template process_tile<1, 0, 1, 0, 0, 1>, + }, // Output pad bottom = 0 + { // Output pad bottom = 1 + Conv::template process_tile<1, 0, 1, 0, 1, 0>, + Conv::template process_tile<1, 0, 1, 0, 1, 1>, + }, // Output pad bottom = 1 + }, // Input pad right = 0 + { // Input pad right = 1 + { // Output pad bottom = 0 + Conv::template process_tile<1, 0, 1, 1, 0, 0>, + Conv::template process_tile<1, 0, 1, 1, 0, 1>, + }, // Output pad bottom = 0 + { // Output pad bottom = 1 + Conv::template process_tile<1, 0, 1, 1, 1, 0>, + Conv::template process_tile<1, 0, 1, 1, 1, 1>, + }, // Output pad bottom = 1 + }, // Input pad right = 1 + { // Input pad right = 2 + { // Output pad bottom = 0 + Conv::template process_tile<1, 0, 1, 2, 0, 0>, + Conv::template process_tile<1, 0, 1, 2, 0, 1>, + }, // Output pad bottom = 0 + { // Output pad bottom = 1 + Conv::template process_tile<1, 0, 1, 2, 1, 0>, + Conv::template process_tile<1, 0, 1, 2, 1, 1>, + }, // Output pad bottom = 1 + }, // Input pad right = 2 + { // Input pad right = 3 + { // Output pad bottom = 0 + Conv::template process_tile<1, 0, 1, 3, 0, 0>, + Conv::template process_tile<1, 0, 1, 3, 0, 1>, + }, // Output pad bottom = 0 + { // Output pad bottom = 1 + Conv::template process_tile<1, 0, 1, 3, 1, 0>, + Conv::template process_tile<1, 0, 1, 3, 1, 1>, + }, // Output pad bottom = 1 + }, // Input pad right = 3 + { // Input pad right = 4 + { // Output pad bottom = 0 + Conv::template process_tile<1, 0, 1, 4, 0, 0>, + Conv::template process_tile<1, 0, 1, 4, 0, 1>, + }, // Output pad bottom = 0 + { // Output pad bottom = 1 + Conv::template process_tile<1, 0, 1, 4, 1, 0>, + Conv::template process_tile<1, 0, 1, 4, 1, 1>, + }, // Output pad bottom = 1 + }, // Input pad right = 4 + }, // Input pad bottom = 1 + { // Input pad bottom = 2 + { // Input pad right = 0 + { // Output pad bottom = 0 + Conv::template process_tile<1, 0, 2, 0, 0, 0>, + Conv::template process_tile<1, 0, 2, 0, 0, 1>, + }, // Output pad bottom = 0 + { // Output pad bottom = 1 + Conv::template process_tile<1, 0, 2, 0, 1, 0>, + Conv::template process_tile<1, 0, 2, 0, 1, 1>, + }, // Output pad bottom = 1 + }, // Input pad right = 0 + { // Input pad right = 1 + { // Output pad bottom = 0 + Conv::template process_tile<1, 0, 2, 1, 0, 0>, + Conv::template process_tile<1, 0, 2, 1, 0, 1>, + }, // Output pad bottom = 0 + { // Output pad bottom = 1 + Conv::template process_tile<1, 0, 2, 1, 1, 0>, + Conv::template process_tile<1, 0, 2, 1, 1, 1>, + }, // Output pad bottom = 1 + }, // Input pad right = 1 + { // Input pad right = 2 + { // Output pad bottom = 0 + Conv::template process_tile<1, 0, 2, 2, 0, 0>, + Conv::template process_tile<1, 0, 2, 2, 0, 1>, + }, // Output pad bottom = 0 + { // Output pad bottom = 1 + Conv::template process_tile<1, 0, 2, 2, 1, 0>, + Conv::template process_tile<1, 0, 2, 2, 1, 1>, + }, // Output pad bottom = 1 + }, // Input pad right = 2 + { // Input pad right = 3 + { // Output pad bottom = 0 + Conv::template process_tile<1, 0, 2, 3, 0, 0>, + Conv::template process_tile<1, 0, 2, 3, 0, 1>, + }, // Output pad bottom = 0 + { // Output pad bottom = 1 + Conv::template process_tile<1, 0, 2, 3, 1, 0>, + Conv::template process_tile<1, 0, 2, 3, 1, 1>, + }, // Output pad bottom = 1 + }, // Input pad right = 3 + { // Input pad right = 4 + { // Output pad bottom = 0 + Conv::template process_tile<1, 0, 2, 4, 0, 0>, + Conv::template process_tile<1, 0, 2, 4, 0, 1>, + }, // Output pad bottom = 0 + { // Output pad bottom = 1 + Conv::template process_tile<1, 0, 2, 4, 1, 0>, + Conv::template process_tile<1, 0, 2, 4, 1, 1>, + }, // Output pad bottom = 1 + }, // Input pad right = 4 + }, // Input pad bottom = 2 + { // Input pad bottom = 3 + { // Input pad right = 0 + { // Output pad bottom = 0 + Conv::template process_tile<1, 0, 3, 0, 0, 0>, + Conv::template process_tile<1, 0, 3, 0, 0, 1>, + }, // Output pad bottom = 0 + { // Output pad bottom = 1 + Conv::template process_tile<1, 0, 3, 0, 1, 0>, + Conv::template process_tile<1, 0, 3, 0, 1, 1>, + }, // Output pad bottom = 1 + }, // Input pad right = 0 + { // Input pad right = 1 + { // Output pad bottom = 0 + Conv::template process_tile<1, 0, 3, 1, 0, 0>, + Conv::template process_tile<1, 0, 3, 1, 0, 1>, + }, // Output pad bottom = 0 + { // Output pad bottom = 1 + Conv::template process_tile<1, 0, 3, 1, 1, 0>, + Conv::template process_tile<1, 0, 3, 1, 1, 1>, + }, // Output pad bottom = 1 + }, // Input pad right = 1 + { // Input pad right = 2 + { // Output pad bottom = 0 + Conv::template process_tile<1, 0, 3, 2, 0, 0>, + Conv::template process_tile<1, 0, 3, 2, 0, 1>, + }, // Output pad bottom = 0 + { // Output pad bottom = 1 + Conv::template process_tile<1, 0, 3, 2, 1, 0>, + Conv::template process_tile<1, 0, 3, 2, 1, 1>, + }, // Output pad bottom = 1 + }, // Input pad right = 2 + { // Input pad right = 3 + { // Output pad bottom = 0 + Conv::template process_tile<1, 0, 3, 3, 0, 0>, + Conv::template process_tile<1, 0, 3, 3, 0, 1>, + }, // Output pad bottom = 0 + { // Output pad bottom = 1 + Conv::template process_tile<1, 0, 3, 3, 1, 0>, + Conv::template process_tile<1, 0, 3, 3, 1, 1>, + }, // Output pad bottom = 1 + }, // Input pad right = 3 + { // Input pad right = 4 + { // Output pad bottom = 0 + Conv::template process_tile<1, 0, 3, 4, 0, 0>, + Conv::template process_tile<1, 0, 3, 4, 0, 1>, + }, // Output pad bottom = 0 + { // Output pad bottom = 1 + Conv::template process_tile<1, 0, 3, 4, 1, 0>, + Conv::template process_tile<1, 0, 3, 4, 1, 1>, + }, // Output pad bottom = 1 + }, // Input pad right = 4 + }, // Input pad bottom = 3 + { // Input pad bottom = 4 + { // Input pad right = 0 + { // Output pad bottom = 0 + Conv::template process_tile<1, 0, 4, 0, 0, 0>, + Conv::template process_tile<1, 0, 4, 0, 0, 1>, + }, // Output pad bottom = 0 + { // Output pad bottom = 1 + Conv::template process_tile<1, 0, 4, 0, 1, 0>, + Conv::template process_tile<1, 0, 4, 0, 1, 1>, + }, // Output pad bottom = 1 + }, // Input pad right = 0 + { // Input pad right = 1 + { // Output pad bottom = 0 + Conv::template process_tile<1, 0, 4, 1, 0, 0>, + Conv::template process_tile<1, 0, 4, 1, 0, 1>, + }, // Output pad bottom = 0 + { // Output pad bottom = 1 + Conv::template process_tile<1, 0, 4, 1, 1, 0>, + Conv::template process_tile<1, 0, 4, 1, 1, 1>, + }, // Output pad bottom = 1 + }, // Input pad right = 1 + { // Input pad right = 2 + { // Output pad bottom = 0 + Conv::template process_tile<1, 0, 4, 2, 0, 0>, + Conv::template process_tile<1, 0, 4, 2, 0, 1>, + }, // Output pad bottom = 0 + { // Output pad bottom = 1 + Conv::template process_tile<1, 0, 4, 2, 1, 0>, + Conv::template process_tile<1, 0, 4, 2, 1, 1>, + }, // Output pad bottom = 1 + }, // Input pad right = 2 + { // Input pad right = 3 + { // Output pad bottom = 0 + Conv::template process_tile<1, 0, 4, 3, 0, 0>, + Conv::template process_tile<1, 0, 4, 3, 0, 1>, + }, // Output pad bottom = 0 + { // Output pad bottom = 1 + Conv::template process_tile<1, 0, 4, 3, 1, 0>, + Conv::template process_tile<1, 0, 4, 3, 1, 1>, + }, // Output pad bottom = 1 + }, // Input pad right = 3 + { // Input pad right = 4 + { // Output pad bottom = 0 + Conv::template process_tile<1, 0, 4, 4, 0, 0>, + Conv::template process_tile<1, 0, 4, 4, 0, 1>, + }, // Output pad bottom = 0 + { // Output pad bottom = 1 + Conv::template process_tile<1, 0, 4, 4, 1, 0>, + Conv::template process_tile<1, 0, 4, 4, 1, 1>, + }, // Output pad bottom = 1 + }, // Input pad right = 4 + }, // Input pad bottom = 4 + }, // Input pad left = 0 + { // Input pad left = 1 + { // Input pad bottom = 0 + { // Input pad right = 0 + { // Output pad bottom = 0 + Conv::template process_tile<1, 1, 0, 0, 0, 0>, + Conv::template process_tile<1, 1, 0, 0, 0, 1>, + }, // Output pad bottom = 0 + { // Output pad bottom = 1 + Conv::template process_tile<1, 1, 0, 0, 1, 0>, + Conv::template process_tile<1, 1, 0, 0, 1, 1>, + }, // Output pad bottom = 1 + }, // Input pad right = 0 + { // Input pad right = 1 + { // Output pad bottom = 0 + Conv::template process_tile<1, 1, 0, 1, 0, 0>, + Conv::template process_tile<1, 1, 0, 1, 0, 1>, + }, // Output pad bottom = 0 + { // Output pad bottom = 1 + Conv::template process_tile<1, 1, 0, 1, 1, 0>, + Conv::template process_tile<1, 1, 0, 1, 1, 1>, + }, // Output pad bottom = 1 + }, // Input pad right = 1 + { // Input pad right = 2 + { // Output pad bottom = 0 + Conv::template process_tile<1, 1, 0, 2, 0, 0>, + Conv::template process_tile<1, 1, 0, 2, 0, 1>, + }, // Output pad bottom = 0 + { // Output pad bottom = 1 + Conv::template process_tile<1, 1, 0, 2, 1, 0>, + Conv::template process_tile<1, 1, 0, 2, 1, 1>, + }, // Output pad bottom = 1 + }, // Input pad right = 2 + { // Input pad right = 3 + { // Output pad bottom = 0 + Conv::template process_tile<1, 1, 0, 3, 0, 0>, + Conv::template process_tile<1, 1, 0, 3, 0, 1>, + }, // Output pad bottom = 0 + { // Output pad bottom = 1 + Conv::template process_tile<1, 1, 0, 3, 1, 0>, + Conv::template process_tile<1, 1, 0, 3, 1, 1>, + }, // Output pad bottom = 1 + }, // Input pad right = 3 + { // Input pad right = 4 + { // Output pad bottom = 0 + Conv::template process_tile<1, 1, 0, 4, 0, 0>, + Conv::template process_tile<1, 1, 0, 4, 0, 1>, + }, // Output pad bottom = 0 + { // Output pad bottom = 1 + Conv::template process_tile<1, 1, 0, 4, 1, 0>, + Conv::template process_tile<1, 1, 0, 4, 1, 1>, + }, // Output pad bottom = 1 + }, // Input pad right = 4 + }, // Input pad bottom = 0 + { // Input pad bottom = 1 + { // Input pad right = 0 + { // Output pad bottom = 0 + Conv::template process_tile<1, 1, 1, 0, 0, 0>, + Conv::template process_tile<1, 1, 1, 0, 0, 1>, + }, // Output pad bottom = 0 + { // Output pad bottom = 1 + Conv::template process_tile<1, 1, 1, 0, 1, 0>, + Conv::template process_tile<1, 1, 1, 0, 1, 1>, + }, // Output pad bottom = 1 + }, // Input pad right = 0 + { // Input pad right = 1 + { // Output pad bottom = 0 + Conv::template process_tile<1, 1, 1, 1, 0, 0>, + Conv::template process_tile<1, 1, 1, 1, 0, 1>, + }, // Output pad bottom = 0 + { // Output pad bottom = 1 + Conv::template process_tile<1, 1, 1, 1, 1, 0>, + Conv::template process_tile<1, 1, 1, 1, 1, 1>, + }, // Output pad bottom = 1 + }, // Input pad right = 1 + { // Input pad right = 2 + { // Output pad bottom = 0 + Conv::template process_tile<1, 1, 1, 2, 0, 0>, + Conv::template process_tile<1, 1, 1, 2, 0, 1>, + }, // Output pad bottom = 0 + { // Output pad bottom = 1 + Conv::template process_tile<1, 1, 1, 2, 1, 0>, + Conv::template process_tile<1, 1, 1, 2, 1, 1>, + }, // Output pad bottom = 1 + }, // Input pad right = 2 + { // Input pad right = 3 + { // Output pad bottom = 0 + Conv::template process_tile<1, 1, 1, 3, 0, 0>, + Conv::template process_tile<1, 1, 1, 3, 0, 1>, + }, // Output pad bottom = 0 + { // Output pad bottom = 1 + Conv::template process_tile<1, 1, 1, 3, 1, 0>, + Conv::template process_tile<1, 1, 1, 3, 1, 1>, + }, // Output pad bottom = 1 + }, // Input pad right = 3 + { // Input pad right = 4 + { // Output pad bottom = 0 + Conv::template process_tile<1, 1, 1, 4, 0, 0>, + Conv::template process_tile<1, 1, 1, 4, 0, 1>, + }, // Output pad bottom = 0 + { // Output pad bottom = 1 + Conv::template process_tile<1, 1, 1, 4, 1, 0>, + Conv::template process_tile<1, 1, 1, 4, 1, 1>, + }, // Output pad bottom = 1 + }, // Input pad right = 4 + }, // Input pad bottom = 1 + { // Input pad bottom = 2 + { // Input pad right = 0 + { // Output pad bottom = 0 + Conv::template process_tile<1, 1, 2, 0, 0, 0>, + Conv::template process_tile<1, 1, 2, 0, 0, 1>, + }, // Output pad bottom = 0 + { // Output pad bottom = 1 + Conv::template process_tile<1, 1, 2, 0, 1, 0>, + Conv::template process_tile<1, 1, 2, 0, 1, 1>, + }, // Output pad bottom = 1 + }, // Input pad right = 0 + { // Input pad right = 1 + { // Output pad bottom = 0 + Conv::template process_tile<1, 1, 2, 1, 0, 0>, + Conv::template process_tile<1, 1, 2, 1, 0, 1>, + }, // Output pad bottom = 0 + { // Output pad bottom = 1 + Conv::template process_tile<1, 1, 2, 1, 1, 0>, + Conv::template process_tile<1, 1, 2, 1, 1, 1>, + }, // Output pad bottom = 1 + }, // Input pad right = 1 + { // Input pad right = 2 + { // Output pad bottom = 0 + Conv::template process_tile<1, 1, 2, 2, 0, 0>, + Conv::template process_tile<1, 1, 2, 2, 0, 1>, + }, // Output pad bottom = 0 + { // Output pad bottom = 1 + Conv::template process_tile<1, 1, 2, 2, 1, 0>, + Conv::template process_tile<1, 1, 2, 2, 1, 1>, + }, // Output pad bottom = 1 + }, // Input pad right = 2 + { // Input pad right = 3 + { // Output pad bottom = 0 + Conv::template process_tile<1, 1, 2, 3, 0, 0>, + Conv::template process_tile<1, 1, 2, 3, 0, 1>, + }, // Output pad bottom = 0 + { // Output pad bottom = 1 + Conv::template process_tile<1, 1, 2, 3, 1, 0>, + Conv::template process_tile<1, 1, 2, 3, 1, 1>, + }, // Output pad bottom = 1 + }, // Input pad right = 3 + { // Input pad right = 4 + { // Output pad bottom = 0 + Conv::template process_tile<1, 1, 2, 4, 0, 0>, + Conv::template process_tile<1, 1, 2, 4, 0, 1>, + }, // Output pad bottom = 0 + { // Output pad bottom = 1 + Conv::template process_tile<1, 1, 2, 4, 1, 0>, + Conv::template process_tile<1, 1, 2, 4, 1, 1>, + }, // Output pad bottom = 1 + }, // Input pad right = 4 + }, // Input pad bottom = 2 + { // Input pad bottom = 3 + { // Input pad right = 0 + { // Output pad bottom = 0 + Conv::template process_tile<1, 1, 3, 0, 0, 0>, + Conv::template process_tile<1, 1, 3, 0, 0, 1>, + }, // Output pad bottom = 0 + { // Output pad bottom = 1 + Conv::template process_tile<1, 1, 3, 0, 1, 0>, + Conv::template process_tile<1, 1, 3, 0, 1, 1>, + }, // Output pad bottom = 1 + }, // Input pad right = 0 + { // Input pad right = 1 + { // Output pad bottom = 0 + Conv::template process_tile<1, 1, 3, 1, 0, 0>, + Conv::template process_tile<1, 1, 3, 1, 0, 1>, + }, // Output pad bottom = 0 + { // Output pad bottom = 1 + Conv::template process_tile<1, 1, 3, 1, 1, 0>, + Conv::template process_tile<1, 1, 3, 1, 1, 1>, + }, // Output pad bottom = 1 + }, // Input pad right = 1 + { // Input pad right = 2 + { // Output pad bottom = 0 + Conv::template process_tile<1, 1, 3, 2, 0, 0>, + Conv::template process_tile<1, 1, 3, 2, 0, 1>, + }, // Output pad bottom = 0 + { // Output pad bottom = 1 + Conv::template process_tile<1, 1, 3, 2, 1, 0>, + Conv::template process_tile<1, 1, 3, 2, 1, 1>, + }, // Output pad bottom = 1 + }, // Input pad right = 2 + { // Input pad right = 3 + { // Output pad bottom = 0 + Conv::template process_tile<1, 1, 3, 3, 0, 0>, + Conv::template process_tile<1, 1, 3, 3, 0, 1>, + }, // Output pad bottom = 0 + { // Output pad bottom = 1 + Conv::template process_tile<1, 1, 3, 3, 1, 0>, + Conv::template process_tile<1, 1, 3, 3, 1, 1>, + }, // Output pad bottom = 1 + }, // Input pad right = 3 + { // Input pad right = 4 + { // Output pad bottom = 0 + Conv::template process_tile<1, 1, 3, 4, 0, 0>, + Conv::template process_tile<1, 1, 3, 4, 0, 1>, + }, // Output pad bottom = 0 + { // Output pad bottom = 1 + Conv::template process_tile<1, 1, 3, 4, 1, 0>, + Conv::template process_tile<1, 1, 3, 4, 1, 1>, + }, // Output pad bottom = 1 + }, // Input pad right = 4 + }, // Input pad bottom = 3 + { // Input pad bottom = 4 + { // Input pad right = 0 + { // Output pad bottom = 0 + Conv::template process_tile<1, 1, 4, 0, 0, 0>, + Conv::template process_tile<1, 1, 4, 0, 0, 1>, + }, // Output pad bottom = 0 + { // Output pad bottom = 1 + Conv::template process_tile<1, 1, 4, 0, 1, 0>, + Conv::template process_tile<1, 1, 4, 0, 1, 1>, + }, // Output pad bottom = 1 + }, // Input pad right = 0 + { // Input pad right = 1 + { // Output pad bottom = 0 + Conv::template process_tile<1, 1, 4, 1, 0, 0>, + Conv::template process_tile<1, 1, 4, 1, 0, 1>, + }, // Output pad bottom = 0 + { // Output pad bottom = 1 + Conv::template process_tile<1, 1, 4, 1, 1, 0>, + Conv::template process_tile<1, 1, 4, 1, 1, 1>, + }, // Output pad bottom = 1 + }, // Input pad right = 1 + { // Input pad right = 2 + { // Output pad bottom = 0 + Conv::template process_tile<1, 1, 4, 2, 0, 0>, + Conv::template process_tile<1, 1, 4, 2, 0, 1>, + }, // Output pad bottom = 0 + { // Output pad bottom = 1 + Conv::template process_tile<1, 1, 4, 2, 1, 0>, + Conv::template process_tile<1, 1, 4, 2, 1, 1>, + }, // Output pad bottom = 1 + }, // Input pad right = 2 + { // Input pad right = 3 + { // Output pad bottom = 0 + Conv::template process_tile<1, 1, 4, 3, 0, 0>, + Conv::template process_tile<1, 1, 4, 3, 0, 1>, + }, // Output pad bottom = 0 + { // Output pad bottom = 1 + Conv::template process_tile<1, 1, 4, 3, 1, 0>, + Conv::template process_tile<1, 1, 4, 3, 1, 1>, + }, // Output pad bottom = 1 + }, // Input pad right = 3 + { // Input pad right = 4 + { // Output pad bottom = 0 + Conv::template process_tile<1, 1, 4, 4, 0, 0>, + Conv::template process_tile<1, 1, 4, 4, 0, 1>, + }, // Output pad bottom = 0 + { // Output pad bottom = 1 + Conv::template process_tile<1, 1, 4, 4, 1, 0>, + Conv::template process_tile<1, 1, 4, 4, 1, 1>, + }, // Output pad bottom = 1 + }, // Input pad right = 4 + }, // Input pad bottom = 4 + }, // Input pad left = 1 + }, // Input pad top = 1 +}; + + +template class DepthwiseConvolution<2, 2, 3, 3, 2, 2, float, float>; +} // namespace depthwise diff --git a/src/core/NEON/kernels/convolution/depthwise/depthwise_3x3_3x3_1x1_fp32_fp32.cpp b/src/core/NEON/kernels/convolution/depthwise/depthwise_3x3_3x3_1x1_fp32_fp32.cpp new file mode 100644 index 0000000000..dc3c383f99 --- /dev/null +++ b/src/core/NEON/kernels/convolution/depthwise/depthwise_3x3_3x3_1x1_fp32_fp32.cpp @@ -0,0 +1,1175 @@ +/* + * Copyright (c) 2018 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 "arm_compute/core/NEON/kernels/convolution/depthwise/impl_fp32_fp32.hpp" + +namespace depthwise +{ +using Conv = DepthwiseConvolution<3, 3, 3, 3, 1, 1, float, float>; +using ConvImpl = DepthwiseConvolutionImpl<3, 3, 3, 3, 1, 1, float, float>; + +template <> +const Conv::TileFn Conv::tile_fns + [max_in_pad_top] + [max_in_pad_left] + [max_in_pad_bottom] + [max_in_pad_right] + [max_out_pad_bottom] + [max_out_pad_right] = { + { // Input pad top = 0 + { // Input pad left = 0 + { // Input pad bottom = 0 + { // Input pad right = 0 + { // Output pad bottom = 0 + Conv::template process_tile<0, 0, 0, 0, 0, 0>, + Conv::template process_tile<0, 0, 0, 0, 0, 1>, + Conv::template process_tile<0, 0, 0, 0, 0, 2>, + }, // Output pad bottom = 0 + { // Output pad bottom = 1 + Conv::template process_tile<0, 0, 0, 0, 1, 0>, + Conv::template process_tile<0, 0, 0, 0, 1, 1>, + Conv::template process_tile<0, 0, 0, 0, 1, 2>, + }, // Output pad bottom = 1 + { // Output pad bottom = 2 + Conv::template process_tile<0, 0, 0, 0, 2, 0>, + Conv::template process_tile<0, 0, 0, 0, 2, 1>, + Conv::template process_tile<0, 0, 0, 0, 2, 2>, + }, // Output pad bottom = 2 + }, // Input pad right = 0 + { // Input pad right = 1 + { // Output pad bottom = 0 + Conv::template process_tile<0, 0, 0, 1, 0, 0>, + Conv::template process_tile<0, 0, 0, 1, 0, 1>, + Conv::template process_tile<0, 0, 0, 1, 0, 2>, + }, // Output pad bottom = 0 + { // Output pad bottom = 1 + Conv::template process_tile<0, 0, 0, 1, 1, 0>, + Conv::template process_tile<0, 0, 0, 1, 1, 1>, + Conv::template process_tile<0, 0, 0, 1, 1, 2>, + }, // Output pad bottom = 1 + { // Output pad bottom = 2 + Conv::template process_tile<0, 0, 0, 1, 2, 0>, + Conv::template process_tile<0, 0, 0, 1, 2, 1>, + Conv::template process_tile<0, 0, 0, 1, 2, 2>, + }, // Output pad bottom = 2 + }, // Input pad right = 1 + { // Input pad right = 2 + { // Output pad bottom = 0 + Conv::template process_tile<0, 0, 0, 2, 0, 0>, + Conv::template process_tile<0, 0, 0, 2, 0, 1>, + Conv::template process_tile<0, 0, 0, 2, 0, 2>, + }, // Output pad bottom = 0 + { // Output pad bottom = 1 + Conv::template process_tile<0, 0, 0, 2, 1, 0>, + Conv::template process_tile<0, 0, 0, 2, 1, 1>, + Conv::template process_tile<0, 0, 0, 2, 1, 2>, + }, // Output pad bottom = 1 + { // Output pad bottom = 2 + Conv::template process_tile<0, 0, 0, 2, 2, 0>, + Conv::template process_tile<0, 0, 0, 2, 2, 1>, + Conv::template process_tile<0, 0, 0, 2, 2, 2>, + }, // Output pad bottom = 2 + }, // Input pad right = 2 + { // Input pad right = 3 + { // Output pad bottom = 0 + Conv::template process_tile<0, 0, 0, 3, 0, 0>, + Conv::template process_tile<0, 0, 0, 3, 0, 1>, + Conv::template process_tile<0, 0, 0, 3, 0, 2>, + }, // Output pad bottom = 0 + { // Output pad bottom = 1 + Conv::template process_tile<0, 0, 0, 3, 1, 0>, + Conv::template process_tile<0, 0, 0, 3, 1, 1>, + Conv::template process_tile<0, 0, 0, 3, 1, 2>, + }, // Output pad bottom = 1 + { // Output pad bottom = 2 + Conv::template process_tile<0, 0, 0, 3, 2, 0>, + Conv::template process_tile<0, 0, 0, 3, 2, 1>, + Conv::template process_tile<0, 0, 0, 3, 2, 2>, + }, // Output pad bottom = 2 + }, // Input pad right = 3 + }, // Input pad bottom = 0 + { // Input pad bottom = 1 + { // Input pad right = 0 + { // Output pad bottom = 0 + Conv::template process_tile<0, 0, 1, 0, 0, 0>, + Conv::template process_tile<0, 0, 1, 0, 0, 1>, + Conv::template process_tile<0, 0, 1, 0, 0, 2>, + }, // Output pad bottom = 0 + { // Output pad bottom = 1 + Conv::template process_tile<0, 0, 1, 0, 1, 0>, + Conv::template process_tile<0, 0, 1, 0, 1, 1>, + Conv::template process_tile<0, 0, 1, 0, 1, 2>, + }, // Output pad bottom = 1 + { // Output pad bottom = 2 + Conv::template process_tile<0, 0, 1, 0, 2, 0>, + Conv::template process_tile<0, 0, 1, 0, 2, 1>, + Conv::template process_tile<0, 0, 1, 0, 2, 2>, + }, // Output pad bottom = 2 + }, // Input pad right = 0 + { // Input pad right = 1 + { // Output pad bottom = 0 + Conv::template process_tile<0, 0, 1, 1, 0, 0>, + Conv::template process_tile<0, 0, 1, 1, 0, 1>, + Conv::template process_tile<0, 0, 1, 1, 0, 2>, + }, // Output pad bottom = 0 + { // Output pad bottom = 1 + Conv::template process_tile<0, 0, 1, 1, 1, 0>, + Conv::template process_tile<0, 0, 1, 1, 1, 1>, + Conv::template process_tile<0, 0, 1, 1, 1, 2>, + }, // Output pad bottom = 1 + { // Output pad bottom = 2 + Conv::template process_tile<0, 0, 1, 1, 2, 0>, + Conv::template process_tile<0, 0, 1, 1, 2, 1>, + Conv::template process_tile<0, 0, 1, 1, 2, 2>, + }, // Output pad bottom = 2 + }, // Input pad right = 1 + { // Input pad right = 2 + { // Output pad bottom = 0 + Conv::template process_tile<0, 0, 1, 2, 0, 0>, + Conv::template process_tile<0, 0, 1, 2, 0, 1>, + Conv::template process_tile<0, 0, 1, 2, 0, 2>, + }, // Output pad bottom = 0 + { // Output pad bottom = 1 + Conv::template process_tile<0, 0, 1, 2, 1, 0>, + Conv::template process_tile<0, 0, 1, 2, 1, 1>, + Conv::template process_tile<0, 0, 1, 2, 1, 2>, + }, // Output pad bottom = 1 + { // Output pad bottom = 2 + Conv::template process_tile<0, 0, 1, 2, 2, 0>, + Conv::template process_tile<0, 0, 1, 2, 2, 1>, + Conv::template process_tile<0, 0, 1, 2, 2, 2>, + }, // Output pad bottom = 2 + }, // Input pad right = 2 + { // Input pad right = 3 + { // Output pad bottom = 0 + Conv::template process_tile<0, 0, 1, 3, 0, 0>, + Conv::template process_tile<0, 0, 1, 3, 0, 1>, + Conv::template process_tile<0, 0, 1, 3, 0, 2>, + }, // Output pad bottom = 0 + { // Output pad bottom = 1 + Conv::template process_tile<0, 0, 1, 3, 1, 0>, + Conv::template process_tile<0, 0, 1, 3, 1, 1>, + Conv::template process_tile<0, 0, 1, 3, 1, 2>, + }, // Output pad bottom = 1 + { // Output pad bottom = 2 + Conv::template process_tile<0, 0, 1, 3, 2, 0>, + Conv::template process_tile<0, 0, 1, 3, 2, 1>, + Conv::template process_tile<0, 0, 1, 3, 2, 2>, + }, // Output pad bottom = 2 + }, // Input pad right = 3 + }, // Input pad bottom = 1 + { // Input pad bottom = 2 + { // Input pad right = 0 + { // Output pad bottom = 0 + Conv::template process_tile<0, 0, 2, 0, 0, 0>, + Conv::template process_tile<0, 0, 2, 0, 0, 1>, + Conv::template process_tile<0, 0, 2, 0, 0, 2>, + }, // Output pad bottom = 0 + { // Output pad bottom = 1 + Conv::template process_tile<0, 0, 2, 0, 1, 0>, + Conv::template process_tile<0, 0, 2, 0, 1, 1>, + Conv::template process_tile<0, 0, 2, 0, 1, 2>, + }, // Output pad bottom = 1 + { // Output pad bottom = 2 + Conv::template process_tile<0, 0, 2, 0, 2, 0>, + Conv::template process_tile<0, 0, 2, 0, 2, 1>, + Conv::template process_tile<0, 0, 2, 0, 2, 2>, + }, // Output pad bottom = 2 + }, // Input pad right = 0 + { // Input pad right = 1 + { // Output pad bottom = 0 + Conv::template process_tile<0, 0, 2, 1, 0, 0>, + Conv::template process_tile<0, 0, 2, 1, 0, 1>, + Conv::template process_tile<0, 0, 2, 1, 0, 2>, + }, // Output pad bottom = 0 + { // Output pad bottom = 1 + Conv::template process_tile<0, 0, 2, 1, 1, 0>, + Conv::template process_tile<0, 0, 2, 1, 1, 1>, + Conv::template process_tile<0, 0, 2, 1, 1, 2>, + }, // Output pad bottom = 1 + { // Output pad bottom = 2 + Conv::template process_tile<0, 0, 2, 1, 2, 0>, + Conv::template process_tile<0, 0, 2, 1, 2, 1>, + Conv::template process_tile<0, 0, 2, 1, 2, 2>, + }, // Output pad bottom = 2 + }, // Input pad right = 1 + { // Input pad right = 2 + { // Output pad bottom = 0 + Conv::template process_tile<0, 0, 2, 2, 0, 0>, + Conv::template process_tile<0, 0, 2, 2, 0, 1>, + Conv::template process_tile<0, 0, 2, 2, 0, 2>, + }, // Output pad bottom = 0 + { // Output pad bottom = 1 + Conv::template process_tile<0, 0, 2, 2, 1, 0>, + Conv::template process_tile<0, 0, 2, 2, 1, 1>, + Conv::template process_tile<0, 0, 2, 2, 1, 2>, + }, // Output pad bottom = 1 + { // Output pad bottom = 2 + Conv::template process_tile<0, 0, 2, 2, 2, 0>, + Conv::template process_tile<0, 0, 2, 2, 2, 1>, + Conv::template process_tile<0, 0, 2, 2, 2, 2>, + }, // Output pad bottom = 2 + }, // Input pad right = 2 + { // Input pad right = 3 + { // Output pad bottom = 0 + Conv::template process_tile<0, 0, 2, 3, 0, 0>, + Conv::template process_tile<0, 0, 2, 3, 0, 1>, + Conv::template process_tile<0, 0, 2, 3, 0, 2>, + }, // Output pad bottom = 0 + { // Output pad bottom = 1 + Conv::template process_tile<0, 0, 2, 3, 1, 0>, + Conv::template process_tile<0, 0, 2, 3, 1, 1>, + Conv::template process_tile<0, 0, 2, 3, 1, 2>, + }, // Output pad bottom = 1 + { // Output pad bottom = 2 + Conv::template process_tile<0, 0, 2, 3, 2, 0>, + Conv::template process_tile<0, 0, 2, 3, 2, 1>, + Conv::template process_tile<0, 0, 2, 3, 2, 2>, + }, // Output pad bottom = 2 + }, // Input pad right = 3 + }, // Input pad bottom = 2 + { // Input pad bottom = 3 + { // Input pad right = 0 + { // Output pad bottom = 0 + Conv::template process_tile<0, 0, 3, 0, 0, 0>, + Conv::template process_tile<0, 0, 3, 0, 0, 1>, + Conv::template process_tile<0, 0, 3, 0, 0, 2>, + }, // Output pad bottom = 0 + { // Output pad bottom = 1 + Conv::template process_tile<0, 0, 3, 0, 1, 0>, + Conv::template process_tile<0, 0, 3, 0, 1, 1>, + Conv::template process_tile<0, 0, 3, 0, 1, 2>, + }, // Output pad bottom = 1 + { // Output pad bottom = 2 + Conv::template process_tile<0, 0, 3, 0, 2, 0>, + Conv::template process_tile<0, 0, 3, 0, 2, 1>, + Conv::template process_tile<0, 0, 3, 0, 2, 2>, + }, // Output pad bottom = 2 + }, // Input pad right = 0 + { // Input pad right = 1 + { // Output pad bottom = 0 + Conv::template process_tile<0, 0, 3, 1, 0, 0>, + Conv::template process_tile<0, 0, 3, 1, 0, 1>, + Conv::template process_tile<0, 0, 3, 1, 0, 2>, + }, // Output pad bottom = 0 + { // Output pad bottom = 1 + Conv::template process_tile<0, 0, 3, 1, 1, 0>, + Conv::template process_tile<0, 0, 3, 1, 1, 1>, + Conv::template process_tile<0, 0, 3, 1, 1, 2>, + }, // Output pad bottom = 1 + { // Output pad bottom = 2 + Conv::template process_tile<0, 0, 3, 1, 2, 0>, + Conv::template process_tile<0, 0, 3, 1, 2, 1>, + Conv::template process_tile<0, 0, 3, 1, 2, 2>, + }, // Output pad bottom = 2 + }, // Input pad right = 1 + { // Input pad right = 2 + { // Output pad bottom = 0 + Conv::template process_tile<0, 0, 3, 2, 0, 0>, + Conv::template process_tile<0, 0, 3, 2, 0, 1>, + Conv::template process_tile<0, 0, 3, 2, 0, 2>, + }, // Output pad bottom = 0 + { // Output pad bottom = 1 + Conv::template process_tile<0, 0, 3, 2, 1, 0>, + Conv::template process_tile<0, 0, 3, 2, 1, 1>, + Conv::template process_tile<0, 0, 3, 2, 1, 2>, + }, // Output pad bottom = 1 + { // Output pad bottom = 2 + Conv::template process_tile<0, 0, 3, 2, 2, 0>, + Conv::template process_tile<0, 0, 3, 2, 2, 1>, + Conv::template process_tile<0, 0, 3, 2, 2, 2>, + }, // Output pad bottom = 2 + }, // Input pad right = 2 + { // Input pad right = 3 + { // Output pad bottom = 0 + Conv::template process_tile<0, 0, 3, 3, 0, 0>, + Conv::template process_tile<0, 0, 3, 3, 0, 1>, + Conv::template process_tile<0, 0, 3, 3, 0, 2>, + }, // Output pad bottom = 0 + { // Output pad bottom = 1 + Conv::template process_tile<0, 0, 3, 3, 1, 0>, + Conv::template process_tile<0, 0, 3, 3, 1, 1>, + Conv::template process_tile<0, 0, 3, 3, 1, 2>, + }, // Output pad bottom = 1 + { // Output pad bottom = 2 + Conv::template process_tile<0, 0, 3, 3, 2, 0>, + Conv::template process_tile<0, 0, 3, 3, 2, 1>, + Conv::template process_tile<0, 0, 3, 3, 2, 2>, + }, // Output pad bottom = 2 + }, // Input pad right = 3 + }, // Input pad bottom = 3 + }, // Input pad left = 0 + { // Input pad left = 1 + { // Input pad bottom = 0 + { // Input pad right = 0 + { // Output pad bottom = 0 + Conv::template process_tile<0, 1, 0, 0, 0, 0>, + Conv::template process_tile<0, 1, 0, 0, 0, 1>, + Conv::template process_tile<0, 1, 0, 0, 0, 2>, + }, // Output pad bottom = 0 + { // Output pad bottom = 1 + Conv::template process_tile<0, 1, 0, 0, 1, 0>, + Conv::template process_tile<0, 1, 0, 0, 1, 1>, + Conv::template process_tile<0, 1, 0, 0, 1, 2>, + }, // Output pad bottom = 1 + { // Output pad bottom = 2 + Conv::template process_tile<0, 1, 0, 0, 2, 0>, + Conv::template process_tile<0, 1, 0, 0, 2, 1>, + Conv::template process_tile<0, 1, 0, 0, 2, 2>, + }, // Output pad bottom = 2 + }, // Input pad right = 0 + { // Input pad right = 1 + { // Output pad bottom = 0 + Conv::template process_tile<0, 1, 0, 1, 0, 0>, + Conv::template process_tile<0, 1, 0, 1, 0, 1>, + Conv::template process_tile<0, 1, 0, 1, 0, 2>, + }, // Output pad bottom = 0 + { // Output pad bottom = 1 + Conv::template process_tile<0, 1, 0, 1, 1, 0>, + Conv::template process_tile<0, 1, 0, 1, 1, 1>, + Conv::template process_tile<0, 1, 0, 1, 1, 2>, + }, // Output pad bottom = 1 + { // Output pad bottom = 2 + Conv::template process_tile<0, 1, 0, 1, 2, 0>, + Conv::template process_tile<0, 1, 0, 1, 2, 1>, + Conv::template process_tile<0, 1, 0, 1, 2, 2>, + }, // Output pad bottom = 2 + }, // Input pad right = 1 + { // Input pad right = 2 + { // Output pad bottom = 0 + Conv::template process_tile<0, 1, 0, 2, 0, 0>, + Conv::template process_tile<0, 1, 0, 2, 0, 1>, + Conv::template process_tile<0, 1, 0, 2, 0, 2>, + }, // Output pad bottom = 0 + { // Output pad bottom = 1 + Conv::template process_tile<0, 1, 0, 2, 1, 0>, + Conv::template process_tile<0, 1, 0, 2, 1, 1>, + Conv::template process_tile<0, 1, 0, 2, 1, 2>, + }, // Output pad bottom = 1 + { // Output pad bottom = 2 + Conv::template process_tile<0, 1, 0, 2, 2, 0>, + Conv::template process_tile<0, 1, 0, 2, 2, 1>, + Conv::template process_tile<0, 1, 0, 2, 2, 2>, + }, // Output pad bottom = 2 + }, // Input pad right = 2 + { // Input pad right = 3 + { // Output pad bottom = 0 + Conv::template process_tile<0, 1, 0, 3, 0, 0>, + Conv::template process_tile<0, 1, 0, 3, 0, 1>, + Conv::template process_tile<0, 1, 0, 3, 0, 2>, + }, // Output pad bottom = 0 + { // Output pad bottom = 1 + Conv::template process_tile<0, 1, 0, 3, 1, 0>, + Conv::template process_tile<0, 1, 0, 3, 1, 1>, + Conv::template process_tile<0, 1, 0, 3, 1, 2>, + }, // Output pad bottom = 1 + { // Output pad bottom = 2 + Conv::template process_tile<0, 1, 0, 3, 2, 0>, + Conv::template process_tile<0, 1, 0, 3, 2, 1>, + Conv::template process_tile<0, 1, 0, 3, 2, 2>, + }, // Output pad bottom = 2 + }, // Input pad right = 3 + }, // Input pad bottom = 0 + { // Input pad bottom = 1 + { // Input pad right = 0 + { // Output pad bottom = 0 + Conv::template process_tile<0, 1, 1, 0, 0, 0>, + Conv::template process_tile<0, 1, 1, 0, 0, 1>, + Conv::template process_tile<0, 1, 1, 0, 0, 2>, + }, // Output pad bottom = 0 + { // Output pad bottom = 1 + Conv::template process_tile<0, 1, 1, 0, 1, 0>, + Conv::template process_tile<0, 1, 1, 0, 1, 1>, + Conv::template process_tile<0, 1, 1, 0, 1, 2>, + }, // Output pad bottom = 1 + { // Output pad bottom = 2 + Conv::template process_tile<0, 1, 1, 0, 2, 0>, + Conv::template process_tile<0, 1, 1, 0, 2, 1>, + Conv::template process_tile<0, 1, 1, 0, 2, 2>, + }, // Output pad bottom = 2 + }, // Input pad right = 0 + { // Input pad right = 1 + { // Output pad bottom = 0 + Conv::template process_tile<0, 1, 1, 1, 0, 0>, + Conv::template process_tile<0, 1, 1, 1, 0, 1>, + Conv::template process_tile<0, 1, 1, 1, 0, 2>, + }, // Output pad bottom = 0 + { // Output pad bottom = 1 + Conv::template process_tile<0, 1, 1, 1, 1, 0>, + Conv::template process_tile<0, 1, 1, 1, 1, 1>, + Conv::template process_tile<0, 1, 1, 1, 1, 2>, + }, // Output pad bottom = 1 + { // Output pad bottom = 2 + Conv::template process_tile<0, 1, 1, 1, 2, 0>, + Conv::template process_tile<0, 1, 1, 1, 2, 1>, + Conv::template process_tile<0, 1, 1, 1, 2, 2>, + }, // Output pad bottom = 2 + }, // Input pad right = 1 + { // Input pad right = 2 + { // Output pad bottom = 0 + Conv::template process_tile<0, 1, 1, 2, 0, 0>, + Conv::template process_tile<0, 1, 1, 2, 0, 1>, + Conv::template process_tile<0, 1, 1, 2, 0, 2>, + }, // Output pad bottom = 0 + { // Output pad bottom = 1 + Conv::template process_tile<0, 1, 1, 2, 1, 0>, + Conv::template process_tile<0, 1, 1, 2, 1, 1>, + Conv::template process_tile<0, 1, 1, 2, 1, 2>, + }, // Output pad bottom = 1 + { // Output pad bottom = 2 + Conv::template process_tile<0, 1, 1, 2, 2, 0>, + Conv::template process_tile<0, 1, 1, 2, 2, 1>, + Conv::template process_tile<0, 1, 1, 2, 2, 2>, + }, // Output pad bottom = 2 + }, // Input pad right = 2 + { // Input pad right = 3 + { // Output pad bottom = 0 + Conv::template process_tile<0, 1, 1, 3, 0, 0>, + Conv::template process_tile<0, 1, 1, 3, 0, 1>, + Conv::template process_tile<0, 1, 1, 3, 0, 2>, + }, // Output pad bottom = 0 + { // Output pad bottom = 1 + Conv::template process_tile<0, 1, 1, 3, 1, 0>, + Conv::template process_tile<0, 1, 1, 3, 1, 1>, + Conv::template process_tile<0, 1, 1, 3, 1, 2>, + }, // Output pad bottom = 1 + { // Output pad bottom = 2 + Conv::template process_tile<0, 1, 1, 3, 2, 0>, + Conv::template process_tile<0, 1, 1, 3, 2, 1>, + Conv::template process_tile<0, 1, 1, 3, 2, 2>, + }, // Output pad bottom = 2 + }, // Input pad right = 3 + }, // Input pad bottom = 1 + { // Input pad bottom = 2 + { // Input pad right = 0 + { // Output pad bottom = 0 + Conv::template process_tile<0, 1, 2, 0, 0, 0>, + Conv::template process_tile<0, 1, 2, 0, 0, 1>, + Conv::template process_tile<0, 1, 2, 0, 0, 2>, + }, // Output pad bottom = 0 + { // Output pad bottom = 1 + Conv::template process_tile<0, 1, 2, 0, 1, 0>, + Conv::template process_tile<0, 1, 2, 0, 1, 1>, + Conv::template process_tile<0, 1, 2, 0, 1, 2>, + }, // Output pad bottom = 1 + { // Output pad bottom = 2 + Conv::template process_tile<0, 1, 2, 0, 2, 0>, + Conv::template process_tile<0, 1, 2, 0, 2, 1>, + Conv::template process_tile<0, 1, 2, 0, 2, 2>, + }, // Output pad bottom = 2 + }, // Input pad right = 0 + { // Input pad right = 1 + { // Output pad bottom = 0 + Conv::template process_tile<0, 1, 2, 1, 0, 0>, + Conv::template process_tile<0, 1, 2, 1, 0, 1>, + Conv::template process_tile<0, 1, 2, 1, 0, 2>, + }, // Output pad bottom = 0 + { // Output pad bottom = 1 + Conv::template process_tile<0, 1, 2, 1, 1, 0>, + Conv::template process_tile<0, 1, 2, 1, 1, 1>, + Conv::template process_tile<0, 1, 2, 1, 1, 2>, + }, // Output pad bottom = 1 + { // Output pad bottom = 2 + Conv::template process_tile<0, 1, 2, 1, 2, 0>, + Conv::template process_tile<0, 1, 2, 1, 2, 1>, + Conv::template process_tile<0, 1, 2, 1, 2, 2>, + }, // Output pad bottom = 2 + }, // Input pad right = 1 + { // Input pad right = 2 + { // Output pad bottom = 0 + Conv::template process_tile<0, 1, 2, 2, 0, 0>, + Conv::template process_tile<0, 1, 2, 2, 0, 1>, + Conv::template process_tile<0, 1, 2, 2, 0, 2>, + }, // Output pad bottom = 0 + { // Output pad bottom = 1 + Conv::template process_tile<0, 1, 2, 2, 1, 0>, + Conv::template process_tile<0, 1, 2, 2, 1, 1>, + Conv::template process_tile<0, 1, 2, 2, 1, 2>, + }, // Output pad bottom = 1 + { // Output pad bottom = 2 + Conv::template process_tile<0, 1, 2, 2, 2, 0>, + Conv::template process_tile<0, 1, 2, 2, 2, 1>, + Conv::template process_tile<0, 1, 2, 2, 2, 2>, + }, // Output pad bottom = 2 + }, // Input pad right = 2 + { // Input pad right = 3 + { // Output pad bottom = 0 + Conv::template process_tile<0, 1, 2, 3, 0, 0>, + Conv::template process_tile<0, 1, 2, 3, 0, 1>, + Conv::template process_tile<0, 1, 2, 3, 0, 2>, + }, // Output pad bottom = 0 + { // Output pad bottom = 1 + Conv::template process_tile<0, 1, 2, 3, 1, 0>, + Conv::template process_tile<0, 1, 2, 3, 1, 1>, + Conv::template process_tile<0, 1, 2, 3, 1, 2>, + }, // Output pad bottom = 1 + { // Output pad bottom = 2 + Conv::template process_tile<0, 1, 2, 3, 2, 0>, + Conv::template process_tile<0, 1, 2, 3, 2, 1>, + Conv::template process_tile<0, 1, 2, 3, 2, 2>, + }, // Output pad bottom = 2 + }, // Input pad right = 3 + }, // Input pad bottom = 2 + { // Input pad bottom = 3 + { // Input pad right = 0 + { // Output pad bottom = 0 + Conv::template process_tile<0, 1, 3, 0, 0, 0>, + Conv::template process_tile<0, 1, 3, 0, 0, 1>, + Conv::template process_tile<0, 1, 3, 0, 0, 2>, + }, // Output pad bottom = 0 + { // Output pad bottom = 1 + Conv::template process_tile<0, 1, 3, 0, 1, 0>, + Conv::template process_tile<0, 1, 3, 0, 1, 1>, + Conv::template process_tile<0, 1, 3, 0, 1, 2>, + }, // Output pad bottom = 1 + { // Output pad bottom = 2 + Conv::template process_tile<0, 1, 3, 0, 2, 0>, + Conv::template process_tile<0, 1, 3, 0, 2, 1>, + Conv::template process_tile<0, 1, 3, 0, 2, 2>, + }, // Output pad bottom = 2 + }, // Input pad right = 0 + { // Input pad right = 1 + { // Output pad bottom = 0 + Conv::template process_tile<0, 1, 3, 1, 0, 0>, + Conv::template process_tile<0, 1, 3, 1, 0, 1>, + Conv::template process_tile<0, 1, 3, 1, 0, 2>, + }, // Output pad bottom = 0 + { // Output pad bottom = 1 + Conv::template process_tile<0, 1, 3, 1, 1, 0>, + Conv::template process_tile<0, 1, 3, 1, 1, 1>, + Conv::template process_tile<0, 1, 3, 1, 1, 2>, + }, // Output pad bottom = 1 + { // Output pad bottom = 2 + Conv::template process_tile<0, 1, 3, 1, 2, 0>, + Conv::template process_tile<0, 1, 3, 1, 2, 1>, + Conv::template process_tile<0, 1, 3, 1, 2, 2>, + }, // Output pad bottom = 2 + }, // Input pad right = 1 + { // Input pad right = 2 + { // Output pad bottom = 0 + Conv::template process_tile<0, 1, 3, 2, 0, 0>, + Conv::template process_tile<0, 1, 3, 2, 0, 1>, + Conv::template process_tile<0, 1, 3, 2, 0, 2>, + }, // Output pad bottom = 0 + { // Output pad bottom = 1 + Conv::template process_tile<0, 1, 3, 2, 1, 0>, + Conv::template process_tile<0, 1, 3, 2, 1, 1>, + Conv::template process_tile<0, 1, 3, 2, 1, 2>, + }, // Output pad bottom = 1 + { // Output pad bottom = 2 + Conv::template process_tile<0, 1, 3, 2, 2, 0>, + Conv::template process_tile<0, 1, 3, 2, 2, 1>, + Conv::template process_tile<0, 1, 3, 2, 2, 2>, + }, // Output pad bottom = 2 + }, // Input pad right = 2 + { // Input pad right = 3 + { // Output pad bottom = 0 + Conv::template process_tile<0, 1, 3, 3, 0, 0>, + Conv::template process_tile<0, 1, 3, 3, 0, 1>, + Conv::template process_tile<0, 1, 3, 3, 0, 2>, + }, // Output pad bottom = 0 + { // Output pad bottom = 1 + Conv::template process_tile<0, 1, 3, 3, 1, 0>, + Conv::template process_tile<0, 1, 3, 3, 1, 1>, + Conv::template process_tile<0, 1, 3, 3, 1, 2>, + }, // Output pad bottom = 1 + { // Output pad bottom = 2 + Conv::template process_tile<0, 1, 3, 3, 2, 0>, + Conv::template process_tile<0, 1, 3, 3, 2, 1>, + Conv::template process_tile<0, 1, 3, 3, 2, 2>, + }, // Output pad bottom = 2 + }, // Input pad right = 3 + }, // Input pad bottom = 3 + }, // Input pad left = 1 + }, // Input pad top = 0 + { // Input pad top = 1 + { // Input pad left = 0 + { // Input pad bottom = 0 + { // Input pad right = 0 + { // Output pad bottom = 0 + Conv::template process_tile<1, 0, 0, 0, 0, 0>, + Conv::template process_tile<1, 0, 0, 0, 0, 1>, + Conv::template process_tile<1, 0, 0, 0, 0, 2>, + }, // Output pad bottom = 0 + { // Output pad bottom = 1 + Conv::template process_tile<1, 0, 0, 0, 1, 0>, + Conv::template process_tile<1, 0, 0, 0, 1, 1>, + Conv::template process_tile<1, 0, 0, 0, 1, 2>, + }, // Output pad bottom = 1 + { // Output pad bottom = 2 + Conv::template process_tile<1, 0, 0, 0, 2, 0>, + Conv::template process_tile<1, 0, 0, 0, 2, 1>, + Conv::template process_tile<1, 0, 0, 0, 2, 2>, + }, // Output pad bottom = 2 + }, // Input pad right = 0 + { // Input pad right = 1 + { // Output pad bottom = 0 + Conv::template process_tile<1, 0, 0, 1, 0, 0>, + Conv::template process_tile<1, 0, 0, 1, 0, 1>, + Conv::template process_tile<1, 0, 0, 1, 0, 2>, + }, // Output pad bottom = 0 + { // Output pad bottom = 1 + Conv::template process_tile<1, 0, 0, 1, 1, 0>, + Conv::template process_tile<1, 0, 0, 1, 1, 1>, + Conv::template process_tile<1, 0, 0, 1, 1, 2>, + }, // Output pad bottom = 1 + { // Output pad bottom = 2 + Conv::template process_tile<1, 0, 0, 1, 2, 0>, + Conv::template process_tile<1, 0, 0, 1, 2, 1>, + Conv::template process_tile<1, 0, 0, 1, 2, 2>, + }, // Output pad bottom = 2 + }, // Input pad right = 1 + { // Input pad right = 2 + { // Output pad bottom = 0 + Conv::template process_tile<1, 0, 0, 2, 0, 0>, + Conv::template process_tile<1, 0, 0, 2, 0, 1>, + Conv::template process_tile<1, 0, 0, 2, 0, 2>, + }, // Output pad bottom = 0 + { // Output pad bottom = 1 + Conv::template process_tile<1, 0, 0, 2, 1, 0>, + Conv::template process_tile<1, 0, 0, 2, 1, 1>, + Conv::template process_tile<1, 0, 0, 2, 1, 2>, + }, // Output pad bottom = 1 + { // Output pad bottom = 2 + Conv::template process_tile<1, 0, 0, 2, 2, 0>, + Conv::template process_tile<1, 0, 0, 2, 2, 1>, + Conv::template process_tile<1, 0, 0, 2, 2, 2>, + }, // Output pad bottom = 2 + }, // Input pad right = 2 + { // Input pad right = 3 + { // Output pad bottom = 0 + Conv::template process_tile<1, 0, 0, 3, 0, 0>, + Conv::template process_tile<1, 0, 0, 3, 0, 1>, + Conv::template process_tile<1, 0, 0, 3, 0, 2>, + }, // Output pad bottom = 0 + { // Output pad bottom = 1 + Conv::template process_tile<1, 0, 0, 3, 1, 0>, + Conv::template process_tile<1, 0, 0, 3, 1, 1>, + Conv::template process_tile<1, 0, 0, 3, 1, 2>, + }, // Output pad bottom = 1 + { // Output pad bottom = 2 + Conv::template process_tile<1, 0, 0, 3, 2, 0>, + Conv::template process_tile<1, 0, 0, 3, 2, 1>, + Conv::template process_tile<1, 0, 0, 3, 2, 2>, + }, // Output pad bottom = 2 + }, // Input pad right = 3 + }, // Input pad bottom = 0 + { // Input pad bottom = 1 + { // Input pad right = 0 + { // Output pad bottom = 0 + Conv::template process_tile<1, 0, 1, 0, 0, 0>, + Conv::template process_tile<1, 0, 1, 0, 0, 1>, + Conv::template process_tile<1, 0, 1, 0, 0, 2>, + }, // Output pad bottom = 0 + { // Output pad bottom = 1 + Conv::template process_tile<1, 0, 1, 0, 1, 0>, + Conv::template process_tile<1, 0, 1, 0, 1, 1>, + Conv::template process_tile<1, 0, 1, 0, 1, 2>, + }, // Output pad bottom = 1 + { // Output pad bottom = 2 + Conv::template process_tile<1, 0, 1, 0, 2, 0>, + Conv::template process_tile<1, 0, 1, 0, 2, 1>, + Conv::template process_tile<1, 0, 1, 0, 2, 2>, + }, // Output pad bottom = 2 + }, // Input pad right = 0 + { // Input pad right = 1 + { // Output pad bottom = 0 + Conv::template process_tile<1, 0, 1, 1, 0, 0>, + Conv::template process_tile<1, 0, 1, 1, 0, 1>, + Conv::template process_tile<1, 0, 1, 1, 0, 2>, + }, // Output pad bottom = 0 + { // Output pad bottom = 1 + Conv::template process_tile<1, 0, 1, 1, 1, 0>, + Conv::template process_tile<1, 0, 1, 1, 1, 1>, + Conv::template process_tile<1, 0, 1, 1, 1, 2>, + }, // Output pad bottom = 1 + { // Output pad bottom = 2 + Conv::template process_tile<1, 0, 1, 1, 2, 0>, + Conv::template process_tile<1, 0, 1, 1, 2, 1>, + Conv::template process_tile<1, 0, 1, 1, 2, 2>, + }, // Output pad bottom = 2 + }, // Input pad right = 1 + { // Input pad right = 2 + { // Output pad bottom = 0 + Conv::template process_tile<1, 0, 1, 2, 0, 0>, + Conv::template process_tile<1, 0, 1, 2, 0, 1>, + Conv::template process_tile<1, 0, 1, 2, 0, 2>, + }, // Output pad bottom = 0 + { // Output pad bottom = 1 + Conv::template process_tile<1, 0, 1, 2, 1, 0>, + Conv::template process_tile<1, 0, 1, 2, 1, 1>, + Conv::template process_tile<1, 0, 1, 2, 1, 2>, + }, // Output pad bottom = 1 + { // Output pad bottom = 2 + Conv::template process_tile<1, 0, 1, 2, 2, 0>, + Conv::template process_tile<1, 0, 1, 2, 2, 1>, + Conv::template process_tile<1, 0, 1, 2, 2, 2>, + }, // Output pad bottom = 2 + }, // Input pad right = 2 + { // Input pad right = 3 + { // Output pad bottom = 0 + Conv::template process_tile<1, 0, 1, 3, 0, 0>, + Conv::template process_tile<1, 0, 1, 3, 0, 1>, + Conv::template process_tile<1, 0, 1, 3, 0, 2>, + }, // Output pad bottom = 0 + { // Output pad bottom = 1 + Conv::template process_tile<1, 0, 1, 3, 1, 0>, + Conv::template process_tile<1, 0, 1, 3, 1, 1>, + Conv::template process_tile<1, 0, 1, 3, 1, 2>, + }, // Output pad bottom = 1 + { // Output pad bottom = 2 + Conv::template process_tile<1, 0, 1, 3, 2, 0>, + Conv::template process_tile<1, 0, 1, 3, 2, 1>, + Conv::template process_tile<1, 0, 1, 3, 2, 2>, + }, // Output pad bottom = 2 + }, // Input pad right = 3 + }, // Input pad bottom = 1 + { // Input pad bottom = 2 + { // Input pad right = 0 + { // Output pad bottom = 0 + Conv::template process_tile<1, 0, 2, 0, 0, 0>, + Conv::template process_tile<1, 0, 2, 0, 0, 1>, + Conv::template process_tile<1, 0, 2, 0, 0, 2>, + }, // Output pad bottom = 0 + { // Output pad bottom = 1 + Conv::template process_tile<1, 0, 2, 0, 1, 0>, + Conv::template process_tile<1, 0, 2, 0, 1, 1>, + Conv::template process_tile<1, 0, 2, 0, 1, 2>, + }, // Output pad bottom = 1 + { // Output pad bottom = 2 + Conv::template process_tile<1, 0, 2, 0, 2, 0>, + Conv::template process_tile<1, 0, 2, 0, 2, 1>, + Conv::template process_tile<1, 0, 2, 0, 2, 2>, + }, // Output pad bottom = 2 + }, // Input pad right = 0 + { // Input pad right = 1 + { // Output pad bottom = 0 + Conv::template process_tile<1, 0, 2, 1, 0, 0>, + Conv::template process_tile<1, 0, 2, 1, 0, 1>, + Conv::template process_tile<1, 0, 2, 1, 0, 2>, + }, // Output pad bottom = 0 + { // Output pad bottom = 1 + Conv::template process_tile<1, 0, 2, 1, 1, 0>, + Conv::template process_tile<1, 0, 2, 1, 1, 1>, + Conv::template process_tile<1, 0, 2, 1, 1, 2>, + }, // Output pad bottom = 1 + { // Output pad bottom = 2 + Conv::template process_tile<1, 0, 2, 1, 2, 0>, + Conv::template process_tile<1, 0, 2, 1, 2, 1>, + Conv::template process_tile<1, 0, 2, 1, 2, 2>, + }, // Output pad bottom = 2 + }, // Input pad right = 1 + { // Input pad right = 2 + { // Output pad bottom = 0 + Conv::template process_tile<1, 0, 2, 2, 0, 0>, + Conv::template process_tile<1, 0, 2, 2, 0, 1>, + Conv::template process_tile<1, 0, 2, 2, 0, 2>, + }, // Output pad bottom = 0 + { // Output pad bottom = 1 + Conv::template process_tile<1, 0, 2, 2, 1, 0>, + Conv::template process_tile<1, 0, 2, 2, 1, 1>, + Conv::template process_tile<1, 0, 2, 2, 1, 2>, + }, // Output pad bottom = 1 + { // Output pad bottom = 2 + Conv::template process_tile<1, 0, 2, 2, 2, 0>, + Conv::template process_tile<1, 0, 2, 2, 2, 1>, + Conv::template process_tile<1, 0, 2, 2, 2, 2>, + }, // Output pad bottom = 2 + }, // Input pad right = 2 + { // Input pad right = 3 + { // Output pad bottom = 0 + Conv::template process_tile<1, 0, 2, 3, 0, 0>, + Conv::template process_tile<1, 0, 2, 3, 0, 1>, + Conv::template process_tile<1, 0, 2, 3, 0, 2>, + }, // Output pad bottom = 0 + { // Output pad bottom = 1 + Conv::template process_tile<1, 0, 2, 3, 1, 0>, + Conv::template process_tile<1, 0, 2, 3, 1, 1>, + Conv::template process_tile<1, 0, 2, 3, 1, 2>, + }, // Output pad bottom = 1 + { // Output pad bottom = 2 + Conv::template process_tile<1, 0, 2, 3, 2, 0>, + Conv::template process_tile<1, 0, 2, 3, 2, 1>, + Conv::template process_tile<1, 0, 2, 3, 2, 2>, + }, // Output pad bottom = 2 + }, // Input pad right = 3 + }, // Input pad bottom = 2 + { // Input pad bottom = 3 + { // Input pad right = 0 + { // Output pad bottom = 0 + Conv::template process_tile<1, 0, 3, 0, 0, 0>, + Conv::template process_tile<1, 0, 3, 0, 0, 1>, + Conv::template process_tile<1, 0, 3, 0, 0, 2>, + }, // Output pad bottom = 0 + { // Output pad bottom = 1 + Conv::template process_tile<1, 0, 3, 0, 1, 0>, + Conv::template process_tile<1, 0, 3, 0, 1, 1>, + Conv::template process_tile<1, 0, 3, 0, 1, 2>, + }, // Output pad bottom = 1 + { // Output pad bottom = 2 + Conv::template process_tile<1, 0, 3, 0, 2, 0>, + Conv::template process_tile<1, 0, 3, 0, 2, 1>, + Conv::template process_tile<1, 0, 3, 0, 2, 2>, + }, // Output pad bottom = 2 + }, // Input pad right = 0 + { // Input pad right = 1 + { // Output pad bottom = 0 + Conv::template process_tile<1, 0, 3, 1, 0, 0>, + Conv::template process_tile<1, 0, 3, 1, 0, 1>, + Conv::template process_tile<1, 0, 3, 1, 0, 2>, + }, // Output pad bottom = 0 + { // Output pad bottom = 1 + Conv::template process_tile<1, 0, 3, 1, 1, 0>, + Conv::template process_tile<1, 0, 3, 1, 1, 1>, + Conv::template process_tile<1, 0, 3, 1, 1, 2>, + }, // Output pad bottom = 1 + { // Output pad bottom = 2 + Conv::template process_tile<1, 0, 3, 1, 2, 0>, + Conv::template process_tile<1, 0, 3, 1, 2, 1>, + Conv::template process_tile<1, 0, 3, 1, 2, 2>, + }, // Output pad bottom = 2 + }, // Input pad right = 1 + { // Input pad right = 2 + { // Output pad bottom = 0 + Conv::template process_tile<1, 0, 3, 2, 0, 0>, + Conv::template process_tile<1, 0, 3, 2, 0, 1>, + Conv::template process_tile<1, 0, 3, 2, 0, 2>, + }, // Output pad bottom = 0 + { // Output pad bottom = 1 + Conv::template process_tile<1, 0, 3, 2, 1, 0>, + Conv::template process_tile<1, 0, 3, 2, 1, 1>, + Conv::template process_tile<1, 0, 3, 2, 1, 2>, + }, // Output pad bottom = 1 + { // Output pad bottom = 2 + Conv::template process_tile<1, 0, 3, 2, 2, 0>, + Conv::template process_tile<1, 0, 3, 2, 2, 1>, + Conv::template process_tile<1, 0, 3, 2, 2, 2>, + }, // Output pad bottom = 2 + }, // Input pad right = 2 + { // Input pad right = 3 + { // Output pad bottom = 0 + Conv::template process_tile<1, 0, 3, 3, 0, 0>, + Conv::template process_tile<1, 0, 3, 3, 0, 1>, + Conv::template process_tile<1, 0, 3, 3, 0, 2>, + }, // Output pad bottom = 0 + { // Output pad bottom = 1 + Conv::template process_tile<1, 0, 3, 3, 1, 0>, + Conv::template process_tile<1, 0, 3, 3, 1, 1>, + Conv::template process_tile<1, 0, 3, 3, 1, 2>, + }, // Output pad bottom = 1 + { // Output pad bottom = 2 + Conv::template process_tile<1, 0, 3, 3, 2, 0>, + Conv::template process_tile<1, 0, 3, 3, 2, 1>, + Conv::template process_tile<1, 0, 3, 3, 2, 2>, + }, // Output pad bottom = 2 + }, // Input pad right = 3 + }, // Input pad bottom = 3 + }, // Input pad left = 0 + { // Input pad left = 1 + { // Input pad bottom = 0 + { // Input pad right = 0 + { // Output pad bottom = 0 + Conv::template process_tile<1, 1, 0, 0, 0, 0>, + Conv::template process_tile<1, 1, 0, 0, 0, 1>, + Conv::template process_tile<1, 1, 0, 0, 0, 2>, + }, // Output pad bottom = 0 + { // Output pad bottom = 1 + Conv::template process_tile<1, 1, 0, 0, 1, 0>, + Conv::template process_tile<1, 1, 0, 0, 1, 1>, + Conv::template process_tile<1, 1, 0, 0, 1, 2>, + }, // Output pad bottom = 1 + { // Output pad bottom = 2 + Conv::template process_tile<1, 1, 0, 0, 2, 0>, + Conv::template process_tile<1, 1, 0, 0, 2, 1>, + Conv::template process_tile<1, 1, 0, 0, 2, 2>, + }, // Output pad bottom = 2 + }, // Input pad right = 0 + { // Input pad right = 1 + { // Output pad bottom = 0 + Conv::template process_tile<1, 1, 0, 1, 0, 0>, + Conv::template process_tile<1, 1, 0, 1, 0, 1>, + Conv::template process_tile<1, 1, 0, 1, 0, 2>, + }, // Output pad bottom = 0 + { // Output pad bottom = 1 + Conv::template process_tile<1, 1, 0, 1, 1, 0>, + Conv::template process_tile<1, 1, 0, 1, 1, 1>, + Conv::template process_tile<1, 1, 0, 1, 1, 2>, + }, // Output pad bottom = 1 + { // Output pad bottom = 2 + Conv::template process_tile<1, 1, 0, 1, 2, 0>, + Conv::template process_tile<1, 1, 0, 1, 2, 1>, + Conv::template process_tile<1, 1, 0, 1, 2, 2>, + }, // Output pad bottom = 2 + }, // Input pad right = 1 + { // Input pad right = 2 + { // Output pad bottom = 0 + Conv::template process_tile<1, 1, 0, 2, 0, 0>, + Conv::template process_tile<1, 1, 0, 2, 0, 1>, + Conv::template process_tile<1, 1, 0, 2, 0, 2>, + }, // Output pad bottom = 0 + { // Output pad bottom = 1 + Conv::template process_tile<1, 1, 0, 2, 1, 0>, + Conv::template process_tile<1, 1, 0, 2, 1, 1>, + Conv::template process_tile<1, 1, 0, 2, 1, 2>, + }, // Output pad bottom = 1 + { // Output pad bottom = 2 + Conv::template process_tile<1, 1, 0, 2, 2, 0>, + Conv::template process_tile<1, 1, 0, 2, 2, 1>, + Conv::template process_tile<1, 1, 0, 2, 2, 2>, + }, // Output pad bottom = 2 + }, // Input pad right = 2 + { // Input pad right = 3 + { // Output pad bottom = 0 + Conv::template process_tile<1, 1, 0, 3, 0, 0>, + Conv::template process_tile<1, 1, 0, 3, 0, 1>, + Conv::template process_tile<1, 1, 0, 3, 0, 2>, + }, // Output pad bottom = 0 + { // Output pad bottom = 1 + Conv::template process_tile<1, 1, 0, 3, 1, 0>, + Conv::template process_tile<1, 1, 0, 3, 1, 1>, + Conv::template process_tile<1, 1, 0, 3, 1, 2>, + }, // Output pad bottom = 1 + { // Output pad bottom = 2 + Conv::template process_tile<1, 1, 0, 3, 2, 0>, + Conv::template process_tile<1, 1, 0, 3, 2, 1>, + Conv::template process_tile<1, 1, 0, 3, 2, 2>, + }, // Output pad bottom = 2 + }, // Input pad right = 3 + }, // Input pad bottom = 0 + { // Input pad bottom = 1 + { // Input pad right = 0 + { // Output pad bottom = 0 + Conv::template process_tile<1, 1, 1, 0, 0, 0>, + Conv::template process_tile<1, 1, 1, 0, 0, 1>, + Conv::template process_tile<1, 1, 1, 0, 0, 2>, + }, // Output pad bottom = 0 + { // Output pad bottom = 1 + Conv::template process_tile<1, 1, 1, 0, 1, 0>, + Conv::template process_tile<1, 1, 1, 0, 1, 1>, + Conv::template process_tile<1, 1, 1, 0, 1, 2>, + }, // Output pad bottom = 1 + { // Output pad bottom = 2 + Conv::template process_tile<1, 1, 1, 0, 2, 0>, + Conv::template process_tile<1, 1, 1, 0, 2, 1>, + Conv::template process_tile<1, 1, 1, 0, 2, 2>, + }, // Output pad bottom = 2 + }, // Input pad right = 0 + { // Input pad right = 1 + { // Output pad bottom = 0 + Conv::template process_tile<1, 1, 1, 1, 0, 0>, + Conv::template process_tile<1, 1, 1, 1, 0, 1>, + Conv::template process_tile<1, 1, 1, 1, 0, 2>, + }, // Output pad bottom = 0 + { // Output pad bottom = 1 + Conv::template process_tile<1, 1, 1, 1, 1, 0>, + Conv::template process_tile<1, 1, 1, 1, 1, 1>, + Conv::template process_tile<1, 1, 1, 1, 1, 2>, + }, // Output pad bottom = 1 + { // Output pad bottom = 2 + Conv::template process_tile<1, 1, 1, 1, 2, 0>, + Conv::template process_tile<1, 1, 1, 1, 2, 1>, + Conv::template process_tile<1, 1, 1, 1, 2, 2>, + }, // Output pad bottom = 2 + }, // Input pad right = 1 + { // Input pad right = 2 + { // Output pad bottom = 0 + Conv::template process_tile<1, 1, 1, 2, 0, 0>, + Conv::template process_tile<1, 1, 1, 2, 0, 1>, + Conv::template process_tile<1, 1, 1, 2, 0, 2>, + }, // Output pad bottom = 0 + { // Output pad bottom = 1 + Conv::template process_tile<1, 1, 1, 2, 1, 0>, + Conv::template process_tile<1, 1, 1, 2, 1, 1>, + Conv::template process_tile<1, 1, 1, 2, 1, 2>, + }, // Output pad bottom = 1 + { // Output pad bottom = 2 + Conv::template process_tile<1, 1, 1, 2, 2, 0>, + Conv::template process_tile<1, 1, 1, 2, 2, 1>, + Conv::template process_tile<1, 1, 1, 2, 2, 2>, + }, // Output pad bottom = 2 + }, // Input pad right = 2 + { // Input pad right = 3 + { // Output pad bottom = 0 + Conv::template process_tile<1, 1, 1, 3, 0, 0>, + Conv::template process_tile<1, 1, 1, 3, 0, 1>, + Conv::template process_tile<1, 1, 1, 3, 0, 2>, + }, // Output pad bottom = 0 + { // Output pad bottom = 1 + Conv::template process_tile<1, 1, 1, 3, 1, 0>, + Conv::template process_tile<1, 1, 1, 3, 1, 1>, + Conv::template process_tile<1, 1, 1, 3, 1, 2>, + }, // Output pad bottom = 1 + { // Output pad bottom = 2 + Conv::template process_tile<1, 1, 1, 3, 2, 0>, + Conv::template process_tile<1, 1, 1, 3, 2, 1>, + Conv::template process_tile<1, 1, 1, 3, 2, 2>, + }, // Output pad bottom = 2 + }, // Input pad right = 3 + }, // Input pad bottom = 1 + { // Input pad bottom = 2 + { // Input pad right = 0 + { // Output pad bottom = 0 + Conv::template process_tile<1, 1, 2, 0, 0, 0>, + Conv::template process_tile<1, 1, 2, 0, 0, 1>, + Conv::template process_tile<1, 1, 2, 0, 0, 2>, + }, // Output pad bottom = 0 + { // Output pad bottom = 1 + Conv::template process_tile<1, 1, 2, 0, 1, 0>, + Conv::template process_tile<1, 1, 2, 0, 1, 1>, + Conv::template process_tile<1, 1, 2, 0, 1, 2>, + }, // Output pad bottom = 1 + { // Output pad bottom = 2 + Conv::template process_tile<1, 1, 2, 0, 2, 0>, + Conv::template process_tile<1, 1, 2, 0, 2, 1>, + Conv::template process_tile<1, 1, 2, 0, 2, 2>, + }, // Output pad bottom = 2 + }, // Input pad right = 0 + { // Input pad right = 1 + { // Output pad bottom = 0 + Conv::template process_tile<1, 1, 2, 1, 0, 0>, + Conv::template process_tile<1, 1, 2, 1, 0, 1>, + Conv::template process_tile<1, 1, 2, 1, 0, 2>, + }, // Output pad bottom = 0 + { // Output pad bottom = 1 + Conv::template process_tile<1, 1, 2, 1, 1, 0>, + Conv::template process_tile<1, 1, 2, 1, 1, 1>, + Conv::template process_tile<1, 1, 2, 1, 1, 2>, + }, // Output pad bottom = 1 + { // Output pad bottom = 2 + Conv::template process_tile<1, 1, 2, 1, 2, 0>, + Conv::template process_tile<1, 1, 2, 1, 2, 1>, + Conv::template process_tile<1, 1, 2, 1, 2, 2>, + }, // Output pad bottom = 2 + }, // Input pad right = 1 + { // Input pad right = 2 + { // Output pad bottom = 0 + Conv::template process_tile<1, 1, 2, 2, 0, 0>, + Conv::template process_tile<1, 1, 2, 2, 0, 1>, + Conv::template process_tile<1, 1, 2, 2, 0, 2>, + }, // Output pad bottom = 0 + { // Output pad bottom = 1 + Conv::template process_tile<1, 1, 2, 2, 1, 0>, + Conv::template process_tile<1, 1, 2, 2, 1, 1>, + Conv::template process_tile<1, 1, 2, 2, 1, 2>, + }, // Output pad bottom = 1 + { // Output pad bottom = 2 + Conv::template process_tile<1, 1, 2, 2, 2, 0>, + Conv::template process_tile<1, 1, 2, 2, 2, 1>, + Conv::template process_tile<1, 1, 2, 2, 2, 2>, + }, // Output pad bottom = 2 + }, // Input pad right = 2 + { // Input pad right = 3 + { // Output pad bottom = 0 + Conv::template process_tile<1, 1, 2, 3, 0, 0>, + Conv::template process_tile<1, 1, 2, 3, 0, 1>, + Conv::template process_tile<1, 1, 2, 3, 0, 2>, + }, // Output pad bottom = 0 + { // Output pad bottom = 1 + Conv::template process_tile<1, 1, 2, 3, 1, 0>, + Conv::template process_tile<1, 1, 2, 3, 1, 1>, + Conv::template process_tile<1, 1, 2, 3, 1, 2>, + }, // Output pad bottom = 1 + { // Output pad bottom = 2 + Conv::template process_tile<1, 1, 2, 3, 2, 0>, + Conv::template process_tile<1, 1, 2, 3, 2, 1>, + Conv::template process_tile<1, 1, 2, 3, 2, 2>, + }, // Output pad bottom = 2 + }, // Input pad right = 3 + }, // Input pad bottom = 2 + { // Input pad bottom = 3 + { // Input pad right = 0 + { // Output pad bottom = 0 + Conv::template process_tile<1, 1, 3, 0, 0, 0>, + Conv::template process_tile<1, 1, 3, 0, 0, 1>, + Conv::template process_tile<1, 1, 3, 0, 0, 2>, + }, // Output pad bottom = 0 + { // Output pad bottom = 1 + Conv::template process_tile<1, 1, 3, 0, 1, 0>, + Conv::template process_tile<1, 1, 3, 0, 1, 1>, + Conv::template process_tile<1, 1, 3, 0, 1, 2>, + }, // Output pad bottom = 1 + { // Output pad bottom = 2 + Conv::template process_tile<1, 1, 3, 0, 2, 0>, + Conv::template process_tile<1, 1, 3, 0, 2, 1>, + Conv::template process_tile<1, 1, 3, 0, 2, 2>, + }, // Output pad bottom = 2 + }, // Input pad right = 0 + { // Input pad right = 1 + { // Output pad bottom = 0 + Conv::template process_tile<1, 1, 3, 1, 0, 0>, + Conv::template process_tile<1, 1, 3, 1, 0, 1>, + Conv::template process_tile<1, 1, 3, 1, 0, 2>, + }, // Output pad bottom = 0 + { // Output pad bottom = 1 + Conv::template process_tile<1, 1, 3, 1, 1, 0>, + Conv::template process_tile<1, 1, 3, 1, 1, 1>, + Conv::template process_tile<1, 1, 3, 1, 1, 2>, + }, // Output pad bottom = 1 + { // Output pad bottom = 2 + Conv::template process_tile<1, 1, 3, 1, 2, 0>, + Conv::template process_tile<1, 1, 3, 1, 2, 1>, + Conv::template process_tile<1, 1, 3, 1, 2, 2>, + }, // Output pad bottom = 2 + }, // Input pad right = 1 + { // Input pad right = 2 + { // Output pad bottom = 0 + Conv::template process_tile<1, 1, 3, 2, 0, 0>, + Conv::template process_tile<1, 1, 3, 2, 0, 1>, + Conv::template process_tile<1, 1, 3, 2, 0, 2>, + }, // Output pad bottom = 0 + { // Output pad bottom = 1 + Conv::template process_tile<1, 1, 3, 2, 1, 0>, + Conv::template process_tile<1, 1, 3, 2, 1, 1>, + Conv::template process_tile<1, 1, 3, 2, 1, 2>, + }, // Output pad bottom = 1 + { // Output pad bottom = 2 + Conv::template process_tile<1, 1, 3, 2, 2, 0>, + Conv::template process_tile<1, 1, 3, 2, 2, 1>, + Conv::template process_tile<1, 1, 3, 2, 2, 2>, + }, // Output pad bottom = 2 + }, // Input pad right = 2 + { // Input pad right = 3 + { // Output pad bottom = 0 + Conv::template process_tile<1, 1, 3, 3, 0, 0>, + Conv::template process_tile<1, 1, 3, 3, 0, 1>, + Conv::template process_tile<1, 1, 3, 3, 0, 2>, + }, // Output pad bottom = 0 + { // Output pad bottom = 1 + Conv::template process_tile<1, 1, 3, 3, 1, 0>, + Conv::template process_tile<1, 1, 3, 3, 1, 1>, + Conv::template process_tile<1, 1, 3, 3, 1, 2>, + }, // Output pad bottom = 1 + { // Output pad bottom = 2 + Conv::template process_tile<1, 1, 3, 3, 2, 0>, + Conv::template process_tile<1, 1, 3, 3, 2, 1>, + Conv::template process_tile<1, 1, 3, 3, 2, 2>, + }, // Output pad bottom = 2 + }, // Input pad right = 3 + }, // Input pad bottom = 3 + }, // Input pad left = 1 + }, // Input pad top = 1 +}; + + +template class DepthwiseConvolution<3, 3, 3, 3, 1, 1, float, float>; +} // namespace depthwise diff --git a/src/core/NEON/kernels/convolution/depthwise/depthwise_3x3_3x3_2x2_fp32_fp32.cpp b/src/core/NEON/kernels/convolution/depthwise/depthwise_3x3_3x3_2x2_fp32_fp32.cpp new file mode 100644 index 0000000000..8d511b1a6c --- /dev/null +++ b/src/core/NEON/kernels/convolution/depthwise/depthwise_3x3_3x3_2x2_fp32_fp32.cpp @@ -0,0 +1,3443 @@ +/* + * Copyright (c) 2018 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 "arm_compute/core/NEON/kernels/convolution/depthwise/impl_fp32_fp32.hpp" + +namespace depthwise +{ +using Conv = DepthwiseConvolution<3, 3, 3, 3, 2, 2, float, float>; +using ConvImpl = DepthwiseConvolutionImpl<3, 3, 3, 3, 2, 2, float, float>; + +template <> +const Conv::TileFn Conv::tile_fns + [max_in_pad_top] + [max_in_pad_left] + [max_in_pad_bottom] + [max_in_pad_right] + [max_out_pad_bottom] + [max_out_pad_right] = { + { // Input pad top = 0 + { // Input pad left = 0 + { // Input pad bottom = 0 + { // Input pad right = 0 + { // Output pad bottom = 0 + Conv::template process_tile<0, 0, 0, 0, 0, 0>, + Conv::template process_tile<0, 0, 0, 0, 0, 1>, + Conv::template process_tile<0, 0, 0, 0, 0, 2>, + }, // Output pad bottom = 0 + { // Output pad bottom = 1 + Conv::template process_tile<0, 0, 0, 0, 1, 0>, + Conv::template process_tile<0, 0, 0, 0, 1, 1>, + Conv::template process_tile<0, 0, 0, 0, 1, 2>, + }, // Output pad bottom = 1 + { // Output pad bottom = 2 + Conv::template process_tile<0, 0, 0, 0, 2, 0>, + Conv::template process_tile<0, 0, 0, 0, 2, 1>, + Conv::template process_tile<0, 0, 0, 0, 2, 2>, + }, // Output pad bottom = 2 + }, // Input pad right = 0 + { // Input pad right = 1 + { // Output pad bottom = 0 + Conv::template process_tile<0, 0, 0, 1, 0, 0>, + Conv::template process_tile<0, 0, 0, 1, 0, 1>, + Conv::template process_tile<0, 0, 0, 1, 0, 2>, + }, // Output pad bottom = 0 + { // Output pad bottom = 1 + Conv::template process_tile<0, 0, 0, 1, 1, 0>, + Conv::template process_tile<0, 0, 0, 1, 1, 1>, + Conv::template process_tile<0, 0, 0, 1, 1, 2>, + }, // Output pad bottom = 1 + { // Output pad bottom = 2 + Conv::template process_tile<0, 0, 0, 1, 2, 0>, + Conv::template process_tile<0, 0, 0, 1, 2, 1>, + Conv::template process_tile<0, 0, 0, 1, 2, 2>, + }, // Output pad bottom = 2 + }, // Input pad right = 1 + { // Input pad right = 2 + { // Output pad bottom = 0 + Conv::template process_tile<0, 0, 0, 2, 0, 0>, + Conv::template process_tile<0, 0, 0, 2, 0, 1>, + Conv::template process_tile<0, 0, 0, 2, 0, 2>, + }, // Output pad bottom = 0 + { // Output pad bottom = 1 + Conv::template process_tile<0, 0, 0, 2, 1, 0>, + Conv::template process_tile<0, 0, 0, 2, 1, 1>, + Conv::template process_tile<0, 0, 0, 2, 1, 2>, + }, // Output pad bottom = 1 + { // Output pad bottom = 2 + Conv::template process_tile<0, 0, 0, 2, 2, 0>, + Conv::template process_tile<0, 0, 0, 2, 2, 1>, + Conv::template process_tile<0, 0, 0, 2, 2, 2>, + }, // Output pad bottom = 2 + }, // Input pad right = 2 + { // Input pad right = 3 + { // Output pad bottom = 0 + Conv::template process_tile<0, 0, 0, 3, 0, 0>, + Conv::template process_tile<0, 0, 0, 3, 0, 1>, + Conv::template process_tile<0, 0, 0, 3, 0, 2>, + }, // Output pad bottom = 0 + { // Output pad bottom = 1 + Conv::template process_tile<0, 0, 0, 3, 1, 0>, + Conv::template process_tile<0, 0, 0, 3, 1, 1>, + Conv::template process_tile<0, 0, 0, 3, 1, 2>, + }, // Output pad bottom = 1 + { // Output pad bottom = 2 + Conv::template process_tile<0, 0, 0, 3, 2, 0>, + Conv::template process_tile<0, 0, 0, 3, 2, 1>, + Conv::template process_tile<0, 0, 0, 3, 2, 2>, + }, // Output pad bottom = 2 + }, // Input pad right = 3 + { // Input pad right = 4 + { // Output pad bottom = 0 + Conv::template process_tile<0, 0, 0, 4, 0, 0>, + Conv::template process_tile<0, 0, 0, 4, 0, 1>, + Conv::template process_tile<0, 0, 0, 4, 0, 2>, + }, // Output pad bottom = 0 + { // Output pad bottom = 1 + Conv::template process_tile<0, 0, 0, 4, 1, 0>, + Conv::template process_tile<0, 0, 0, 4, 1, 1>, + Conv::template process_tile<0, 0, 0, 4, 1, 2>, + }, // Output pad bottom = 1 + { // Output pad bottom = 2 + Conv::template process_tile<0, 0, 0, 4, 2, 0>, + Conv::template process_tile<0, 0, 0, 4, 2, 1>, + Conv::template process_tile<0, 0, 0, 4, 2, 2>, + }, // Output pad bottom = 2 + }, // Input pad right = 4 + { // Input pad right = 5 + { // Output pad bottom = 0 + Conv::template process_tile<0, 0, 0, 5, 0, 0>, + Conv::template process_tile<0, 0, 0, 5, 0, 1>, + Conv::template process_tile<0, 0, 0, 5, 0, 2>, + }, // Output pad bottom = 0 + { // Output pad bottom = 1 + Conv::template process_tile<0, 0, 0, 5, 1, 0>, + Conv::template process_tile<0, 0, 0, 5, 1, 1>, + Conv::template process_tile<0, 0, 0, 5, 1, 2>, + }, // Output pad bottom = 1 + { // Output pad bottom = 2 + Conv::template process_tile<0, 0, 0, 5, 2, 0>, + Conv::template process_tile<0, 0, 0, 5, 2, 1>, + Conv::template process_tile<0, 0, 0, 5, 2, 2>, + }, // Output pad bottom = 2 + }, // Input pad right = 5 + { // Input pad right = 6 + { // Output pad bottom = 0 + Conv::template process_tile<0, 0, 0, 6, 0, 0>, + Conv::template process_tile<0, 0, 0, 6, 0, 1>, + Conv::template process_tile<0, 0, 0, 6, 0, 2>, + }, // Output pad bottom = 0 + { // Output pad bottom = 1 + Conv::template process_tile<0, 0, 0, 6, 1, 0>, + Conv::template process_tile<0, 0, 0, 6, 1, 1>, + Conv::template process_tile<0, 0, 0, 6, 1, 2>, + }, // Output pad bottom = 1 + { // Output pad bottom = 2 + Conv::template process_tile<0, 0, 0, 6, 2, 0>, + Conv::template process_tile<0, 0, 0, 6, 2, 1>, + Conv::template process_tile<0, 0, 0, 6, 2, 2>, + }, // Output pad bottom = 2 + }, // Input pad right = 6 + }, // Input pad bottom = 0 + { // Input pad bottom = 1 + { // Input pad right = 0 + { // Output pad bottom = 0 + Conv::template process_tile<0, 0, 1, 0, 0, 0>, + Conv::template process_tile<0, 0, 1, 0, 0, 1>, + Conv::template process_tile<0, 0, 1, 0, 0, 2>, + }, // Output pad bottom = 0 + { // Output pad bottom = 1 + Conv::template process_tile<0, 0, 1, 0, 1, 0>, + Conv::template process_tile<0, 0, 1, 0, 1, 1>, + Conv::template process_tile<0, 0, 1, 0, 1, 2>, + }, // Output pad bottom = 1 + { // Output pad bottom = 2 + Conv::template process_tile<0, 0, 1, 0, 2, 0>, + Conv::template process_tile<0, 0, 1, 0, 2, 1>, + Conv::template process_tile<0, 0, 1, 0, 2, 2>, + }, // Output pad bottom = 2 + }, // Input pad right = 0 + { // Input pad right = 1 + { // Output pad bottom = 0 + Conv::template process_tile<0, 0, 1, 1, 0, 0>, + Conv::template process_tile<0, 0, 1, 1, 0, 1>, + Conv::template process_tile<0, 0, 1, 1, 0, 2>, + }, // Output pad bottom = 0 + { // Output pad bottom = 1 + Conv::template process_tile<0, 0, 1, 1, 1, 0>, + Conv::template process_tile<0, 0, 1, 1, 1, 1>, + Conv::template process_tile<0, 0, 1, 1, 1, 2>, + }, // Output pad bottom = 1 + { // Output pad bottom = 2 + Conv::template process_tile<0, 0, 1, 1, 2, 0>, + Conv::template process_tile<0, 0, 1, 1, 2, 1>, + Conv::template process_tile<0, 0, 1, 1, 2, 2>, + }, // Output pad bottom = 2 + }, // Input pad right = 1 + { // Input pad right = 2 + { // Output pad bottom = 0 + Conv::template process_tile<0, 0, 1, 2, 0, 0>, + Conv::template process_tile<0, 0, 1, 2, 0, 1>, + Conv::template process_tile<0, 0, 1, 2, 0, 2>, + }, // Output pad bottom = 0 + { // Output pad bottom = 1 + Conv::template process_tile<0, 0, 1, 2, 1, 0>, + Conv::template process_tile<0, 0, 1, 2, 1, 1>, + Conv::template process_tile<0, 0, 1, 2, 1, 2>, + }, // Output pad bottom = 1 + { // Output pad bottom = 2 + Conv::template process_tile<0, 0, 1, 2, 2, 0>, + Conv::template process_tile<0, 0, 1, 2, 2, 1>, + Conv::template process_tile<0, 0, 1, 2, 2, 2>, + }, // Output pad bottom = 2 + }, // Input pad right = 2 + { // Input pad right = 3 + { // Output pad bottom = 0 + Conv::template process_tile<0, 0, 1, 3, 0, 0>, + Conv::template process_tile<0, 0, 1, 3, 0, 1>, + Conv::template process_tile<0, 0, 1, 3, 0, 2>, + }, // Output pad bottom = 0 + { // Output pad bottom = 1 + Conv::template process_tile<0, 0, 1, 3, 1, 0>, + Conv::template process_tile<0, 0, 1, 3, 1, 1>, + Conv::template process_tile<0, 0, 1, 3, 1, 2>, + }, // Output pad bottom = 1 + { // Output pad bottom = 2 + Conv::template process_tile<0, 0, 1, 3, 2, 0>, + Conv::template process_tile<0, 0, 1, 3, 2, 1>, + Conv::template process_tile<0, 0, 1, 3, 2, 2>, + }, // Output pad bottom = 2 + }, // Input pad right = 3 + { // Input pad right = 4 + { // Output pad bottom = 0 + Conv::template process_tile<0, 0, 1, 4, 0, 0>, + Conv::template process_tile<0, 0, 1, 4, 0, 1>, + Conv::template process_tile<0, 0, 1, 4, 0, 2>, + }, // Output pad bottom = 0 + { // Output pad bottom = 1 + Conv::template process_tile<0, 0, 1, 4, 1, 0>, + Conv::template process_tile<0, 0, 1, 4, 1, 1>, + Conv::template process_tile<0, 0, 1, 4, 1, 2>, + }, // Output pad bottom = 1 + { // Output pad bottom = 2 + Conv::template process_tile<0, 0, 1, 4, 2, 0>, + Conv::template process_tile<0, 0, 1, 4, 2, 1>, + Conv::template process_tile<0, 0, 1, 4, 2, 2>, + }, // Output pad bottom = 2 + }, // Input pad right = 4 + { // Input pad right = 5 + { // Output pad bottom = 0 + Conv::template process_tile<0, 0, 1, 5, 0, 0>, + Conv::template process_tile<0, 0, 1, 5, 0, 1>, + Conv::template process_tile<0, 0, 1, 5, 0, 2>, + }, // Output pad bottom = 0 + { // Output pad bottom = 1 + Conv::template process_tile<0, 0, 1, 5, 1, 0>, + Conv::template process_tile<0, 0, 1, 5, 1, 1>, + Conv::template process_tile<0, 0, 1, 5, 1, 2>, + }, // Output pad bottom = 1 + { // Output pad bottom = 2 + Conv::template process_tile<0, 0, 1, 5, 2, 0>, + Conv::template process_tile<0, 0, 1, 5, 2, 1>, + Conv::template process_tile<0, 0, 1, 5, 2, 2>, + }, // Output pad bottom = 2 + }, // Input pad right = 5 + { // Input pad right = 6 + { // Output pad bottom = 0 + Conv::template process_tile<0, 0, 1, 6, 0, 0>, + Conv::template process_tile<0, 0, 1, 6, 0, 1>, + Conv::template process_tile<0, 0, 1, 6, 0, 2>, + }, // Output pad bottom = 0 + { // Output pad bottom = 1 + Conv::template process_tile<0, 0, 1, 6, 1, 0>, + Conv::template process_tile<0, 0, 1, 6, 1, 1>, + Conv::template process_tile<0, 0, 1, 6, 1, 2>, + }, // Output pad bottom = 1 + { // Output pad bottom = 2 + Conv::template process_tile<0, 0, 1, 6, 2, 0>, + Conv::template process_tile<0, 0, 1, 6, 2, 1>, + Conv::template process_tile<0, 0, 1, 6, 2, 2>, + }, // Output pad bottom = 2 + }, // Input pad right = 6 + }, // Input pad bottom = 1 + { // Input pad bottom = 2 + { // Input pad right = 0 + { // Output pad bottom = 0 + Conv::template process_tile<0, 0, 2, 0, 0, 0>, + Conv::template process_tile<0, 0, 2, 0, 0, 1>, + Conv::template process_tile<0, 0, 2, 0, 0, 2>, + }, // Output pad bottom = 0 + { // Output pad bottom = 1 + Conv::template process_tile<0, 0, 2, 0, 1, 0>, + Conv::template process_tile<0, 0, 2, 0, 1, 1>, + Conv::template process_tile<0, 0, 2, 0, 1, 2>, + }, // Output pad bottom = 1 + { // Output pad bottom = 2 + Conv::template process_tile<0, 0, 2, 0, 2, 0>, + Conv::template process_tile<0, 0, 2, 0, 2, 1>, + Conv::template process_tile<0, 0, 2, 0, 2, 2>, + }, // Output pad bottom = 2 + }, // Input pad right = 0 + { // Input pad right = 1 + { // Output pad bottom = 0 + Conv::template process_tile<0, 0, 2, 1, 0, 0>, + Conv::template process_tile<0, 0, 2, 1, 0, 1>, + Conv::template process_tile<0, 0, 2, 1, 0, 2>, + }, // Output pad bottom = 0 + { // Output pad bottom = 1 + Conv::template process_tile<0, 0, 2, 1, 1, 0>, + Conv::template process_tile<0, 0, 2, 1, 1, 1>, + Conv::template process_tile<0, 0, 2, 1, 1, 2>, + }, // Output pad bottom = 1 + { // Output pad bottom = 2 + Conv::template process_tile<0, 0, 2, 1, 2, 0>, + Conv::template process_tile<0, 0, 2, 1, 2, 1>, + Conv::template process_tile<0, 0, 2, 1, 2, 2>, + }, // Output pad bottom = 2 + }, // Input pad right = 1 + { // Input pad right = 2 + { // Output pad bottom = 0 + Conv::template process_tile<0, 0, 2, 2, 0, 0>, + Conv::template process_tile<0, 0, 2, 2, 0, 1>, + Conv::template process_tile<0, 0, 2, 2, 0, 2>, + }, // Output pad bottom = 0 + { // Output pad bottom = 1 + Conv::template process_tile<0, 0, 2, 2, 1, 0>, + Conv::template process_tile<0, 0, 2, 2, 1, 1>, + Conv::template process_tile<0, 0, 2, 2, 1, 2>, + }, // Output pad bottom = 1 + { // Output pad bottom = 2 + Conv::template process_tile<0, 0, 2, 2, 2, 0>, + Conv::template process_tile<0, 0, 2, 2, 2, 1>, + Conv::template process_tile<0, 0, 2, 2, 2, 2>, + }, // Output pad bottom = 2 + }, // Input pad right = 2 + { // Input pad right = 3 + { // Output pad bottom = 0 + Conv::template process_tile<0, 0, 2, 3, 0, 0>, + Conv::template process_tile<0, 0, 2, 3, 0, 1>, + Conv::template process_tile<0, 0, 2, 3, 0, 2>, + }, // Output pad bottom = 0 + { // Output pad bottom = 1 + Conv::template process_tile<0, 0, 2, 3, 1, 0>, + Conv::template process_tile<0, 0, 2, 3, 1, 1>, + Conv::template process_tile<0, 0, 2, 3, 1, 2>, + }, // Output pad bottom = 1 + { // Output pad bottom = 2 + Conv::template process_tile<0, 0, 2, 3, 2, 0>, + Conv::template process_tile<0, 0, 2, 3, 2, 1>, + Conv::template process_tile<0, 0, 2, 3, 2, 2>, + }, // Output pad bottom = 2 + }, // Input pad right = 3 + { // Input pad right = 4 + { // Output pad bottom = 0 + Conv::template process_tile<0, 0, 2, 4, 0, 0>, + Conv::template process_tile<0, 0, 2, 4, 0, 1>, + Conv::template process_tile<0, 0, 2, 4, 0, 2>, + }, // Output pad bottom = 0 + { // Output pad bottom = 1 + Conv::template process_tile<0, 0, 2, 4, 1, 0>, + Conv::template process_tile<0, 0, 2, 4, 1, 1>, + Conv::template process_tile<0, 0, 2, 4, 1, 2>, + }, // Output pad bottom = 1 + { // Output pad bottom = 2 + Conv::template process_tile<0, 0, 2, 4, 2, 0>, + Conv::template process_tile<0, 0, 2, 4, 2, 1>, + Conv::template process_tile<0, 0, 2, 4, 2, 2>, + }, // Output pad bottom = 2 + }, // Input pad right = 4 + { // Input pad right = 5 + { // Output pad bottom = 0 + Conv::template process_tile<0, 0, 2, 5, 0, 0>, + Conv::template process_tile<0, 0, 2, 5, 0, 1>, + Conv::template process_tile<0, 0, 2, 5, 0, 2>, + }, // Output pad bottom = 0 + { // Output pad bottom = 1 + Conv::template process_tile<0, 0, 2, 5, 1, 0>, + Conv::template process_tile<0, 0, 2, 5, 1, 1>, + Conv::template process_tile<0, 0, 2, 5, 1, 2>, + }, // Output pad bottom = 1 + { // Output pad bottom = 2 + Conv::template process_tile<0, 0, 2, 5, 2, 0>, + Conv::template process_tile<0, 0, 2, 5, 2, 1>, + Conv::template process_tile<0, 0, 2, 5, 2, 2>, + }, // Output pad bottom = 2 + }, // Input pad right = 5 + { // Input pad right = 6 + { // Output pad bottom = 0 + Conv::template process_tile<0, 0, 2, 6, 0, 0>, + Conv::template process_tile<0, 0, 2, 6, 0, 1>, + Conv::template process_tile<0, 0, 2, 6, 0, 2>, + }, // Output pad bottom = 0 + { // Output pad bottom = 1 + Conv::template process_tile<0, 0, 2, 6, 1, 0>, + Conv::template process_tile<0, 0, 2, 6, 1, 1>, + Conv::template process_tile<0, 0, 2, 6, 1, 2>, + }, // Output pad bottom = 1 + { // Output pad bottom = 2 + Conv::template process_tile<0, 0, 2, 6, 2, 0>, + Conv::template process_tile<0, 0, 2, 6, 2, 1>, + Conv::template process_tile<0, 0, 2, 6, 2, 2>, + }, // Output pad bottom = 2 + }, // Input pad right = 6 + }, // Input pad bottom = 2 + { // Input pad bottom = 3 + { // Input pad right = 0 + { // Output pad bottom = 0 + Conv::template process_tile<0, 0, 3, 0, 0, 0>, + Conv::template process_tile<0, 0, 3, 0, 0, 1>, + Conv::template process_tile<0, 0, 3, 0, 0, 2>, + }, // Output pad bottom = 0 + { // Output pad bottom = 1 + Conv::template process_tile<0, 0, 3, 0, 1, 0>, + Conv::template process_tile<0, 0, 3, 0, 1, 1>, + Conv::template process_tile<0, 0, 3, 0, 1, 2>, + }, // Output pad bottom = 1 + { // Output pad bottom = 2 + Conv::template process_tile<0, 0, 3, 0, 2, 0>, + Conv::template process_tile<0, 0, 3, 0, 2, 1>, + Conv::template process_tile<0, 0, 3, 0, 2, 2>, + }, // Output pad bottom = 2 + }, // Input pad right = 0 + { // Input pad right = 1 + { // Output pad bottom = 0 + Conv::template process_tile<0, 0, 3, 1, 0, 0>, + Conv::template process_tile<0, 0, 3, 1, 0, 1>, + Conv::template process_tile<0, 0, 3, 1, 0, 2>, + }, // Output pad bottom = 0 + { // Output pad bottom = 1 + Conv::template process_tile<0, 0, 3, 1, 1, 0>, + Conv::template process_tile<0, 0, 3, 1, 1, 1>, + Conv::template process_tile<0, 0, 3, 1, 1, 2>, + }, // Output pad bottom = 1 + { // Output pad bottom = 2 + Conv::template process_tile<0, 0, 3, 1, 2, 0>, + Conv::template process_tile<0, 0, 3, 1, 2, 1>, + Conv::template process_tile<0, 0, 3, 1, 2, 2>, + }, // Output pad bottom = 2 + }, // Input pad right = 1 + { // Input pad right = 2 + { // Output pad bottom = 0 + Conv::template process_tile<0, 0, 3, 2, 0, 0>, + Conv::template process_tile<0, 0, 3, 2, 0, 1>, + Conv::template process_tile<0, 0, 3, 2, 0, 2>, + }, // Output pad bottom = 0 + { // Output pad bottom = 1 + Conv::template process_tile<0, 0, 3, 2, 1, 0>, + Conv::template process_tile<0, 0, 3, 2, 1, 1>, + Conv::template process_tile<0, 0, 3, 2, 1, 2>, + }, // Output pad bottom = 1 + { // Output pad bottom = 2 + Conv::template process_tile<0, 0, 3, 2, 2, 0>, + Conv::template process_tile<0, 0, 3, 2, 2, 1>, + Conv::template process_tile<0, 0, 3, 2, 2, 2>, + }, // Output pad bottom = 2 + }, // Input pad right = 2 + { // Input pad right = 3 + { // Output pad bottom = 0 + Conv::template process_tile<0, 0, 3, 3, 0, 0>, + Conv::template process_tile<0, 0, 3, 3, 0, 1>, + Conv::template process_tile<0, 0, 3, 3, 0, 2>, + }, // Output pad bottom = 0 + { // Output pad bottom = 1 + Conv::template process_tile<0, 0, 3, 3, 1, 0>, + Conv::template process_tile<0, 0, 3, 3, 1, 1>, + Conv::template process_tile<0, 0, 3, 3, 1, 2>, + }, // Output pad bottom = 1 + { // Output pad bottom = 2 + Conv::template process_tile<0, 0, 3, 3, 2, 0>, + Conv::template process_tile<0, 0, 3, 3, 2, 1>, + Conv::template process_tile<0, 0, 3, 3, 2, 2>, + }, // Output pad bottom = 2 + }, // Input pad right = 3 + { // Input pad right = 4 + { // Output pad bottom = 0 + Conv::template process_tile<0, 0, 3, 4, 0, 0>, + Conv::template process_tile<0, 0, 3, 4, 0, 1>, + Conv::template process_tile<0, 0, 3, 4, 0, 2>, + }, // Output pad bottom = 0 + { // Output pad bottom = 1 + Conv::template process_tile<0, 0, 3, 4, 1, 0>, + Conv::template process_tile<0, 0, 3, 4, 1, 1>, + Conv::template process_tile<0, 0, 3, 4, 1, 2>, + }, // Output pad bottom = 1 + { // Output pad bottom = 2 + Conv::template process_tile<0, 0, 3, 4, 2, 0>, + Conv::template process_tile<0, 0, 3, 4, 2, 1>, + Conv::template process_tile<0, 0, 3, 4, 2, 2>, + }, // Output pad bottom = 2 + }, // Input pad right = 4 + { // Input pad right = 5 + { // Output pad bottom = 0 + Conv::template process_tile<0, 0, 3, 5, 0, 0>, + Conv::template process_tile<0, 0, 3, 5, 0, 1>, + Conv::template process_tile<0, 0, 3, 5, 0, 2>, + }, // Output pad bottom = 0 + { // Output pad bottom = 1 + Conv::template process_tile<0, 0, 3, 5, 1, 0>, + Conv::template process_tile<0, 0, 3, 5, 1, 1>, + Conv::template process_tile<0, 0, 3, 5, 1, 2>, + }, // Output pad bottom = 1 + { // Output pad bottom = 2 + Conv::template process_tile<0, 0, 3, 5, 2, 0>, + Conv::template process_tile<0, 0, 3, 5, 2, 1>, + Conv::template process_tile<0, 0, 3, 5, 2, 2>, + }, // Output pad bottom = 2 + }, // Input pad right = 5 + { // Input pad right = 6 + { // Output pad bottom = 0 + Conv::template process_tile<0, 0, 3, 6, 0, 0>, + Conv::template process_tile<0, 0, 3, 6, 0, 1>, + Conv::template process_tile<0, 0, 3, 6, 0, 2>, + }, // Output pad bottom = 0 + { // Output pad bottom = 1 + Conv::template process_tile<0, 0, 3, 6, 1, 0>, + Conv::template process_tile<0, 0, 3, 6, 1, 1>, + Conv::template process_tile<0, 0, 3, 6, 1, 2>, + }, // Output pad bottom = 1 + { // Output pad bottom = 2 + Conv::template process_tile<0, 0, 3, 6, 2, 0>, + Conv::template process_tile<0, 0, 3, 6, 2, 1>, + Conv::template process_tile<0, 0, 3, 6, 2, 2>, + }, // Output pad bottom = 2 + }, // Input pad right = 6 + }, // Input pad bottom = 3 + { // Input pad bottom = 4 + { // Input pad right = 0 + { // Output pad bottom = 0 + Conv::template process_tile<0, 0, 4, 0, 0, 0>, + Conv::template process_tile<0, 0, 4, 0, 0, 1>, + Conv::template process_tile<0, 0, 4, 0, 0, 2>, + }, // Output pad bottom = 0 + { // Output pad bottom = 1 + Conv::template process_tile<0, 0, 4, 0, 1, 0>, + Conv::template process_tile<0, 0, 4, 0, 1, 1>, + Conv::template process_tile<0, 0, 4, 0, 1, 2>, + }, // Output pad bottom = 1 + { // Output pad bottom = 2 + Conv::template process_tile<0, 0, 4, 0, 2, 0>, + Conv::template process_tile<0, 0, 4, 0, 2, 1>, + Conv::template process_tile<0, 0, 4, 0, 2, 2>, + }, // Output pad bottom = 2 + }, // Input pad right = 0 + { // Input pad right = 1 + { // Output pad bottom = 0 + Conv::template process_tile<0, 0, 4, 1, 0, 0>, + Conv::template process_tile<0, 0, 4, 1, 0, 1>, + Conv::template process_tile<0, 0, 4, 1, 0, 2>, + }, // Output pad bottom = 0 + { // Output pad bottom = 1 + Conv::template process_tile<0, 0, 4, 1, 1, 0>, + Conv::template process_tile<0, 0, 4, 1, 1, 1>, + Conv::template process_tile<0, 0, 4, 1, 1, 2>, + }, // Output pad bottom = 1 + { // Output pad bottom = 2 + Conv::template process_tile<0, 0, 4, 1, 2, 0>, + Conv::template process_tile<0, 0, 4, 1, 2, 1>, + Conv::template process_tile<0, 0, 4, 1, 2, 2>, + }, // Output pad bottom = 2 + }, // Input pad right = 1 + { // Input pad right = 2 + { // Output pad bottom = 0 + Conv::template process_tile<0, 0, 4, 2, 0, 0>, + Conv::template process_tile<0, 0, 4, 2, 0, 1>, + Conv::template process_tile<0, 0, 4, 2, 0, 2>, + }, // Output pad bottom = 0 + { // Output pad bottom = 1 + Conv::template process_tile<0, 0, 4, 2, 1, 0>, + Conv::template process_tile<0, 0, 4, 2, 1, 1>, + Conv::template process_tile<0, 0, 4, 2, 1, 2>, + }, // Output pad bottom = 1 + { // Output pad bottom = 2 + Conv::template process_tile<0, 0, 4, 2, 2, 0>, + Conv::template process_tile<0, 0, 4, 2, 2, 1>, + Conv::template process_tile<0, 0, 4, 2, 2, 2>, + }, // Output pad bottom = 2 + }, // Input pad right = 2 + { // Input pad right = 3 + { // Output pad bottom = 0 + Conv::template process_tile<0, 0, 4, 3, 0, 0>, + Conv::template process_tile<0, 0, 4, 3, 0, 1>, + Conv::template process_tile<0, 0, 4, 3, 0, 2>, + }, // Output pad bottom = 0 + { // Output pad bottom = 1 + Conv::template process_tile<0, 0, 4, 3, 1, 0>, + Conv::template process_tile<0, 0, 4, 3, 1, 1>, + Conv::template process_tile<0, 0, 4, 3, 1, 2>, + }, // Output pad bottom = 1 + { // Output pad bottom = 2 + Conv::template process_tile<0, 0, 4, 3, 2, 0>, + Conv::template process_tile<0, 0, 4, 3, 2, 1>, + Conv::template process_tile<0, 0, 4, 3, 2, 2>, + }, // Output pad bottom = 2 + }, // Input pad right = 3 + { // Input pad right = 4 + { // Output pad bottom = 0 + Conv::template process_tile<0, 0, 4, 4, 0, 0>, + Conv::template process_tile<0, 0, 4, 4, 0, 1>, + Conv::template process_tile<0, 0, 4, 4, 0, 2>, + }, // Output pad bottom = 0 + { // Output pad bottom = 1 + Conv::template process_tile<0, 0, 4, 4, 1, 0>, + Conv::template process_tile<0, 0, 4, 4, 1, 1>, + Conv::template process_tile<0, 0, 4, 4, 1, 2>, + }, // Output pad bottom = 1 + { // Output pad bottom = 2 + Conv::template process_tile<0, 0, 4, 4, 2, 0>, + Conv::template process_tile<0, 0, 4, 4, 2, 1>, + Conv::template process_tile<0, 0, 4, 4, 2, 2>, + }, // Output pad bottom = 2 + }, // Input pad right = 4 + { // Input pad right = 5 + { // Output pad bottom = 0 + Conv::template process_tile<0, 0, 4, 5, 0, 0>, + Conv::template process_tile<0, 0, 4, 5, 0, 1>, + Conv::template process_tile<0, 0, 4, 5, 0, 2>, + }, // Output pad bottom = 0 + { // Output pad bottom = 1 + Conv::template process_tile<0, 0, 4, 5, 1, 0>, + Conv::template process_tile<0, 0, 4, 5, 1, 1>, + Conv::template process_tile<0, 0, 4, 5, 1, 2>, + }, // Output pad bottom = 1 + { // Output pad bottom = 2 + Conv::template process_tile<0, 0, 4, 5, 2, 0>, + Conv::template process_tile<0, 0, 4, 5, 2, 1>, + Conv::template process_tile<0, 0, 4, 5, 2, 2>, + }, // Output pad bottom = 2 + }, // Input pad right = 5 + { // Input pad right = 6 + { // Output pad bottom = 0 + Conv::template process_tile<0, 0, 4, 6, 0, 0>, + Conv::template process_tile<0, 0, 4, 6, 0, 1>, + Conv::template process_tile<0, 0, 4, 6, 0, 2>, + }, // Output pad bottom = 0 + { // Output pad bottom = 1 + Conv::template process_tile<0, 0, 4, 6, 1, 0>, + Conv::template process_tile<0, 0, 4, 6, 1, 1>, + Conv::template process_tile<0, 0, 4, 6, 1, 2>, + }, // Output pad bottom = 1 + { // Output pad bottom = 2 + Conv::template process_tile<0, 0, 4, 6, 2, 0>, + Conv::template process_tile<0, 0, 4, 6, 2, 1>, + Conv::template process_tile<0, 0, 4, 6, 2, 2>, + }, // Output pad bottom = 2 + }, // Input pad right = 6 + }, // Input pad bottom = 4 + { // Input pad bottom = 5 + { // Input pad right = 0 + { // Output pad bottom = 0 + Conv::template process_tile<0, 0, 5, 0, 0, 0>, + Conv::template process_tile<0, 0, 5, 0, 0, 1>, + Conv::template process_tile<0, 0, 5, 0, 0, 2>, + }, // Output pad bottom = 0 + { // Output pad bottom = 1 + Conv::template process_tile<0, 0, 5, 0, 1, 0>, + Conv::template process_tile<0, 0, 5, 0, 1, 1>, + Conv::template process_tile<0, 0, 5, 0, 1, 2>, + }, // Output pad bottom = 1 + { // Output pad bottom = 2 + Conv::template process_tile<0, 0, 5, 0, 2, 0>, + Conv::template process_tile<0, 0, 5, 0, 2, 1>, + Conv::template process_tile<0, 0, 5, 0, 2, 2>, + }, // Output pad bottom = 2 + }, // Input pad right = 0 + { // Input pad right = 1 + { // Output pad bottom = 0 + Conv::template process_tile<0, 0, 5, 1, 0, 0>, + Conv::template process_tile<0, 0, 5, 1, 0, 1>, + Conv::template process_tile<0, 0, 5, 1, 0, 2>, + }, // Output pad bottom = 0 + { // Output pad bottom = 1 + Conv::template process_tile<0, 0, 5, 1, 1, 0>, + Conv::template process_tile<0, 0, 5, 1, 1, 1>, + Conv::template process_tile<0, 0, 5, 1, 1, 2>, + }, // Output pad bottom = 1 + { // Output pad bottom = 2 + Conv::template process_tile<0, 0, 5, 1, 2, 0>, + Conv::template process_tile<0, 0, 5, 1, 2, 1>, + Conv::template process_tile<0, 0, 5, 1, 2, 2>, + }, // Output pad bottom = 2 + }, // Input pad right = 1 + { // Input pad right = 2 + { // Output pad bottom = 0 + Conv::template process_tile<0, 0, 5, 2, 0, 0>, + Conv::template process_tile<0, 0, 5, 2, 0, 1>, + Conv::template process_tile<0, 0, 5, 2, 0, 2>, + }, // Output pad bottom = 0 + { // Output pad bottom = 1 + Conv::template process_tile<0, 0, 5, 2, 1, 0>, + Conv::template process_tile<0, 0, 5, 2, 1, 1>, + Conv::template process_tile<0, 0, 5, 2, 1, 2>, + }, // Output pad bottom = 1 + { // Output pad bottom = 2 + Conv::template process_tile<0, 0, 5, 2, 2, 0>, + Conv::template process_tile<0, 0, 5, 2, 2, 1>, + Conv::template process_tile<0, 0, 5, 2, 2, 2>, + }, // Output pad bottom = 2 + }, // Input pad right = 2 + { // Input pad right = 3 + { // Output pad bottom = 0 + Conv::template process_tile<0, 0, 5, 3, 0, 0>, + Conv::template process_tile<0, 0, 5, 3, 0, 1>, + Conv::template process_tile<0, 0, 5, 3, 0, 2>, + }, // Output pad bottom = 0 + { // Output pad bottom = 1 + Conv::template process_tile<0, 0, 5, 3, 1, 0>, + Conv::template process_tile<0, 0, 5, 3, 1, 1>, + Conv::template process_tile<0, 0, 5, 3, 1, 2>, + }, // Output pad bottom = 1 + { // Output pad bottom = 2 + Conv::template process_tile<0, 0, 5, 3, 2, 0>, + Conv::template process_tile<0, 0, 5, 3, 2, 1>, + Conv::template process_tile<0, 0, 5, 3, 2, 2>, + }, // Output pad bottom = 2 + }, // Input pad right = 3 + { // Input pad right = 4 + { // Output pad bottom = 0 + Conv::template process_tile<0, 0, 5, 4, 0, 0>, + Conv::template process_tile<0, 0, 5, 4, 0, 1>, + Conv::template process_tile<0, 0, 5, 4, 0, 2>, + }, // Output pad bottom = 0 + { // Output pad bottom = 1 + Conv::template process_tile<0, 0, 5, 4, 1, 0>, + Conv::template process_tile<0, 0, 5, 4, 1, 1>, + Conv::template process_tile<0, 0, 5, 4, 1, 2>, + }, // Output pad bottom = 1 + { // Output pad bottom = 2 + Conv::template process_tile<0, 0, 5, 4, 2, 0>, + Conv::template process_tile<0, 0, 5, 4, 2, 1>, + Conv::template process_tile<0, 0, 5, 4, 2, 2>, + }, // Output pad bottom = 2 + }, // Input pad right = 4 + { // Input pad right = 5 + { // Output pad bottom = 0 + Conv::template process_tile<0, 0, 5, 5, 0, 0>, + Conv::template process_tile<0, 0, 5, 5, 0, 1>, + Conv::template process_tile<0, 0, 5, 5, 0, 2>, + }, // Output pad bottom = 0 + { // Output pad bottom = 1 + Conv::template process_tile<0, 0, 5, 5, 1, 0>, + Conv::template process_tile<0, 0, 5, 5, 1, 1>, + Conv::template process_tile<0, 0, 5, 5, 1, 2>, + }, // Output pad bottom = 1 + { // Output pad bottom = 2 + Conv::template process_tile<0, 0, 5, 5, 2, 0>, + Conv::template process_tile<0, 0, 5, 5, 2, 1>, + Conv::template process_tile<0, 0, 5, 5, 2, 2>, + }, // Output pad bottom = 2 + }, // Input pad right = 5 + { // Input pad right = 6 + { // Output pad bottom = 0 + Conv::template process_tile<0, 0, 5, 6, 0, 0>, + Conv::template process_tile<0, 0, 5, 6, 0, 1>, + Conv::template process_tile<0, 0, 5, 6, 0, 2>, + }, // Output pad bottom = 0 + { // Output pad bottom = 1 + Conv::template process_tile<0, 0, 5, 6, 1, 0>, + Conv::template process_tile<0, 0, 5, 6, 1, 1>, + Conv::template process_tile<0, 0, 5, 6, 1, 2>, + }, // Output pad bottom = 1 + { // Output pad bottom = 2 + Conv::template process_tile<0, 0, 5, 6, 2, 0>, + Conv::template process_tile<0, 0, 5, 6, 2, 1>, + Conv::template process_tile<0, 0, 5, 6, 2, 2>, + }, // Output pad bottom = 2 + }, // Input pad right = 6 + }, // Input pad bottom = 5 + { // Input pad bottom = 6 + { // Input pad right = 0 + { // Output pad bottom = 0 + Conv::template process_tile<0, 0, 6, 0, 0, 0>, + Conv::template process_tile<0, 0, 6, 0, 0, 1>, + Conv::template process_tile<0, 0, 6, 0, 0, 2>, + }, // Output pad bottom = 0 + { // Output pad bottom = 1 + Conv::template process_tile<0, 0, 6, 0, 1, 0>, + Conv::template process_tile<0, 0, 6, 0, 1, 1>, + Conv::template process_tile<0, 0, 6, 0, 1, 2>, + }, // Output pad bottom = 1 + { // Output pad bottom = 2 + Conv::template process_tile<0, 0, 6, 0, 2, 0>, + Conv::template process_tile<0, 0, 6, 0, 2, 1>, + Conv::template process_tile<0, 0, 6, 0, 2, 2>, + }, // Output pad bottom = 2 + }, // Input pad right = 0 + { // Input pad right = 1 + { // Output pad bottom = 0 + Conv::template process_tile<0, 0, 6, 1, 0, 0>, + Conv::template process_tile<0, 0, 6, 1, 0, 1>, + Conv::template process_tile<0, 0, 6, 1, 0, 2>, + }, // Output pad bottom = 0 + { // Output pad bottom = 1 + Conv::template process_tile<0, 0, 6, 1, 1, 0>, + Conv::template process_tile<0, 0, 6, 1, 1, 1>, + Conv::template process_tile<0, 0, 6, 1, 1, 2>, + }, // Output pad bottom = 1 + { // Output pad bottom = 2 + Conv::template process_tile<0, 0, 6, 1, 2, 0>, + Conv::template process_tile<0, 0, 6, 1, 2, 1>, + Conv::template process_tile<0, 0, 6, 1, 2, 2>, + }, // Output pad bottom = 2 + }, // Input pad right = 1 + { // Input pad right = 2 + { // Output pad bottom = 0 + Conv::template process_tile<0, 0, 6, 2, 0, 0>, + Conv::template process_tile<0, 0, 6, 2, 0, 1>, + Conv::template process_tile<0, 0, 6, 2, 0, 2>, + }, // Output pad bottom = 0 + { // Output pad bottom = 1 + Conv::template process_tile<0, 0, 6, 2, 1, 0>, + Conv::template process_tile<0, 0, 6, 2, 1, 1>, + Conv::template process_tile<0, 0, 6, 2, 1, 2>, + }, // Output pad bottom = 1 + { // Output pad bottom = 2 + Conv::template process_tile<0, 0, 6, 2, 2, 0>, + Conv::template process_tile<0, 0, 6, 2, 2, 1>, + Conv::template process_tile<0, 0, 6, 2, 2, 2>, + }, // Output pad bottom = 2 + }, // Input pad right = 2 + { // Input pad right = 3 + { // Output pad bottom = 0 + Conv::template process_tile<0, 0, 6, 3, 0, 0>, + Conv::template process_tile<0, 0, 6, 3, 0, 1>, + Conv::template process_tile<0, 0, 6, 3, 0, 2>, + }, // Output pad bottom = 0 + { // Output pad bottom = 1 + Conv::template process_tile<0, 0, 6, 3, 1, 0>, + Conv::template process_tile<0, 0, 6, 3, 1, 1>, + Conv::template process_tile<0, 0, 6, 3, 1, 2>, + }, // Output pad bottom = 1 + { // Output pad bottom = 2 + Conv::template process_tile<0, 0, 6, 3, 2, 0>, + Conv::template process_tile<0, 0, 6, 3, 2, 1>, + Conv::template process_tile<0, 0, 6, 3, 2, 2>, + }, // Output pad bottom = 2 + }, // Input pad right = 3 + { // Input pad right = 4 + { // Output pad bottom = 0 + Conv::template process_tile<0, 0, 6, 4, 0, 0>, + Conv::template process_tile<0, 0, 6, 4, 0, 1>, + Conv::template process_tile<0, 0, 6, 4, 0, 2>, + }, // Output pad bottom = 0 + { // Output pad bottom = 1 + Conv::template process_tile<0, 0, 6, 4, 1, 0>, + Conv::template process_tile<0, 0, 6, 4, 1, 1>, + Conv::template process_tile<0, 0, 6, 4, 1, 2>, + }, // Output pad bottom = 1 + { // Output pad bottom = 2 + Conv::template process_tile<0, 0, 6, 4, 2, 0>, + Conv::template process_tile<0, 0, 6, 4, 2, 1>, + Conv::template process_tile<0, 0, 6, 4, 2, 2>, + }, // Output pad bottom = 2 + }, // Input pad right = 4 + { // Input pad right = 5 + { // Output pad bottom = 0 + Conv::template process_tile<0, 0, 6, 5, 0, 0>, + Conv::template process_tile<0, 0, 6, 5, 0, 1>, + Conv::template process_tile<0, 0, 6, 5, 0, 2>, + }, // Output pad bottom = 0 + { // Output pad bottom = 1 + Conv::template process_tile<0, 0, 6, 5, 1, 0>, + Conv::template process_tile<0, 0, 6, 5, 1, 1>, + Conv::template process_tile<0, 0, 6, 5, 1, 2>, + }, // Output pad bottom = 1 + { // Output pad bottom = 2 + Conv::template process_tile<0, 0, 6, 5, 2, 0>, + Conv::template process_tile<0, 0, 6, 5, 2, 1>, + Conv::template process_tile<0, 0, 6, 5, 2, 2>, + }, // Output pad bottom = 2 + }, // Input pad right = 5 + { // Input pad right = 6 + { // Output pad bottom = 0 + Conv::template process_tile<0, 0, 6, 6, 0, 0>, + Conv::template process_tile<0, 0, 6, 6, 0, 1>, + Conv::template process_tile<0, 0, 6, 6, 0, 2>, + }, // Output pad bottom = 0 + { // Output pad bottom = 1 + Conv::template process_tile<0, 0, 6, 6, 1, 0>, + Conv::template process_tile<0, 0, 6, 6, 1, 1>, + Conv::template process_tile<0, 0, 6, 6, 1, 2>, + }, // Output pad bottom = 1 + { // Output pad bottom = 2 + Conv::template process_tile<0, 0, 6, 6, 2, 0>, + Conv::template process_tile<0, 0, 6, 6, 2, 1>, + Conv::template process_tile<0, 0, 6, 6, 2, 2>, + }, // Output pad bottom = 2 + }, // Input pad right = 6 + }, // Input pad bottom = 6 + }, // Input pad left = 0 + { // Input pad left = 1 + { // Input pad bottom = 0 + { // Input pad right = 0 + { // Output pad bottom = 0 + Conv::template process_tile<0, 1, 0, 0, 0, 0>, + Conv::template process_tile<0, 1, 0, 0, 0, 1>, + Conv::template process_tile<0, 1, 0, 0, 0, 2>, + }, // Output pad bottom = 0 + { // Output pad bottom = 1 + Conv::template process_tile<0, 1, 0, 0, 1, 0>, + Conv::template process_tile<0, 1, 0, 0, 1, 1>, + Conv::template process_tile<0, 1, 0, 0, 1, 2>, + }, // Output pad bottom = 1 + { // Output pad bottom = 2 + Conv::template process_tile<0, 1, 0, 0, 2, 0>, + Conv::template process_tile<0, 1, 0, 0, 2, 1>, + Conv::template process_tile<0, 1, 0, 0, 2, 2>, + }, // Output pad bottom = 2 + }, // Input pad right = 0 + { // Input pad right = 1 + { // Output pad bottom = 0 + Conv::template process_tile<0, 1, 0, 1, 0, 0>, + Conv::template process_tile<0, 1, 0, 1, 0, 1>, + Conv::template process_tile<0, 1, 0, 1, 0, 2>, + }, // Output pad bottom = 0 + { // Output pad bottom = 1 + Conv::template process_tile<0, 1, 0, 1, 1, 0>, + Conv::template process_tile<0, 1, 0, 1, 1, 1>, + Conv::template process_tile<0, 1, 0, 1, 1, 2>, + }, // Output pad bottom = 1 + { // Output pad bottom = 2 + Conv::template process_tile<0, 1, 0, 1, 2, 0>, + Conv::template process_tile<0, 1, 0, 1, 2, 1>, + Conv::template process_tile<0, 1, 0, 1, 2, 2>, + }, // Output pad bottom = 2 + }, // Input pad right = 1 + { // Input pad right = 2 + { // Output pad bottom = 0 + Conv::template process_tile<0, 1, 0, 2, 0, 0>, + Conv::template process_tile<0, 1, 0, 2, 0, 1>, + Conv::template process_tile<0, 1, 0, 2, 0, 2>, + }, // Output pad bottom = 0 + { // Output pad bottom = 1 + Conv::template process_tile<0, 1, 0, 2, 1, 0>, + Conv::template process_tile<0, 1, 0, 2, 1, 1>, + Conv::template process_tile<0, 1, 0, 2, 1, 2>, + }, // Output pad bottom = 1 + { // Output pad bottom = 2 + Conv::template process_tile<0, 1, 0, 2, 2, 0>, + Conv::template process_tile<0, 1, 0, 2, 2, 1>, + Conv::template process_tile<0, 1, 0, 2, 2, 2>, + }, // Output pad bottom = 2 + }, // Input pad right = 2 + { // Input pad right = 3 + { // Output pad bottom = 0 + Conv::template process_tile<0, 1, 0, 3, 0, 0>, + Conv::template process_tile<0, 1, 0, 3, 0, 1>, + Conv::template process_tile<0, 1, 0, 3, 0, 2>, + }, // Output pad bottom = 0 + { // Output pad bottom = 1 + Conv::template process_tile<0, 1, 0, 3, 1, 0>, + Conv::template process_tile<0, 1, 0, 3, 1, 1>, + Conv::template process_tile<0, 1, 0, 3, 1, 2>, + }, // Output pad bottom = 1 + { // Output pad bottom = 2 + Conv::template process_tile<0, 1, 0, 3, 2, 0>, + Conv::template process_tile<0, 1, 0, 3, 2, 1>, + Conv::template process_tile<0, 1, 0, 3, 2, 2>, + }, // Output pad bottom = 2 + }, // Input pad right = 3 + { // Input pad right = 4 + { // Output pad bottom = 0 + Conv::template process_tile<0, 1, 0, 4, 0, 0>, + Conv::template process_tile<0, 1, 0, 4, 0, 1>, + Conv::template process_tile<0, 1, 0, 4, 0, 2>, + }, // Output pad bottom = 0 + { // Output pad bottom = 1 + Conv::template process_tile<0, 1, 0, 4, 1, 0>, + Conv::template process_tile<0, 1, 0, 4, 1, 1>, + Conv::template process_tile<0, 1, 0, 4, 1, 2>, + }, // Output pad bottom = 1 + { // Output pad bottom = 2 + Conv::template process_tile<0, 1, 0, 4, 2, 0>, + Conv::template process_tile<0, 1, 0, 4, 2, 1>, + Conv::template process_tile<0, 1, 0, 4, 2, 2>, + }, // Output pad bottom = 2 + }, // Input pad right = 4 + { // Input pad right = 5 + { // Output pad bottom = 0 + Conv::template process_tile<0, 1, 0, 5, 0, 0>, + Conv::template process_tile<0, 1, 0, 5, 0, 1>, + Conv::template process_tile<0, 1, 0, 5, 0, 2>, + }, // Output pad bottom = 0 + { // Output pad bottom = 1 + Conv::template process_tile<0, 1, 0, 5, 1, 0>, + Conv::template process_tile<0, 1, 0, 5, 1, 1>, + Conv::template process_tile<0, 1, 0, 5, 1, 2>, + }, // Output pad bottom = 1 + { // Output pad bottom = 2 + Conv::template process_tile<0, 1, 0, 5, 2, 0>, + Conv::template process_tile<0, 1, 0, 5, 2, 1>, + Conv::template process_tile<0, 1, 0, 5, 2, 2>, + }, // Output pad bottom = 2 + }, // Input pad right = 5 + { // Input pad right = 6 + { // Output pad bottom = 0 + Conv::template process_tile<0, 1, 0, 6, 0, 0>, + Conv::template process_tile<0, 1, 0, 6, 0, 1>, + Conv::template process_tile<0, 1, 0, 6, 0, 2>, + }, // Output pad bottom = 0 + { // Output pad bottom = 1 + Conv::template process_tile<0, 1, 0, 6, 1, 0>, + Conv::template process_tile<0, 1, 0, 6, 1, 1>, + Conv::template process_tile<0, 1, 0, 6, 1, 2>, + }, // Output pad bottom = 1 + { // Output pad bottom = 2 + Conv::template process_tile<0, 1, 0, 6, 2, 0>, + Conv::template process_tile<0, 1, 0, 6, 2, 1>, + Conv::template process_tile<0, 1, 0, 6, 2, 2>, + }, // Output pad bottom = 2 + }, // Input pad right = 6 + }, // Input pad bottom = 0 + { // Input pad bottom = 1 + { // Input pad right = 0 + { // Output pad bottom = 0 + Conv::template process_tile<0, 1, 1, 0, 0, 0>, + Conv::template process_tile<0, 1, 1, 0, 0, 1>, + Conv::template process_tile<0, 1, 1, 0, 0, 2>, + }, // Output pad bottom = 0 + { // Output pad bottom = 1 + Conv::template process_tile<0, 1, 1, 0, 1, 0>, + Conv::template process_tile<0, 1, 1, 0, 1, 1>, + Conv::template process_tile<0, 1, 1, 0, 1, 2>, + }, // Output pad bottom = 1 + { // Output pad bottom = 2 + Conv::template process_tile<0, 1, 1, 0, 2, 0>, + Conv::template process_tile<0, 1, 1, 0, 2, 1>, + Conv::template process_tile<0, 1, 1, 0, 2, 2>, + }, // Output pad bottom = 2 + }, // Input pad right = 0 + { // Input pad right = 1 + { // Output pad bottom = 0 + Conv::template process_tile<0, 1, 1, 1, 0, 0>, + Conv::template process_tile<0, 1, 1, 1, 0, 1>, + Conv::template process_tile<0, 1, 1, 1, 0, 2>, + }, // Output pad bottom = 0 + { // Output pad bottom = 1 + Conv::template process_tile<0, 1, 1, 1, 1, 0>, + Conv::template process_tile<0, 1, 1, 1, 1, 1>, + Conv::template process_tile<0, 1, 1, 1, 1, 2>, + }, // Output pad bottom = 1 + { // Output pad bottom = 2 + Conv::template process_tile<0, 1, 1, 1, 2, 0>, + Conv::template process_tile<0, 1, 1, 1, 2, 1>, + Conv::template process_tile<0, 1, 1, 1, 2, 2>, + }, // Output pad bottom = 2 + }, // Input pad right = 1 + { // Input pad right = 2 + { // Output pad bottom = 0 + Conv::template process_tile<0, 1, 1, 2, 0, 0>, + Conv::template process_tile<0, 1, 1, 2, 0, 1>, + Conv::template process_tile<0, 1, 1, 2, 0, 2>, + }, // Output pad bottom = 0 + { // Output pad bottom = 1 + Conv::template process_tile<0, 1, 1, 2, 1, 0>, + Conv::template process_tile<0, 1, 1, 2, 1, 1>, + Conv::template process_tile<0, 1, 1, 2, 1, 2>, + }, // Output pad bottom = 1 + { // Output pad bottom = 2 + Conv::template process_tile<0, 1, 1, 2, 2, 0>, + Conv::template process_tile<0, 1, 1, 2, 2, 1>, + Conv::template process_tile<0, 1, 1, 2, 2, 2>, + }, // Output pad bottom = 2 + }, // Input pad right = 2 + { // Input pad right = 3 + { // Output pad bottom = 0 + Conv::template process_tile<0, 1, 1, 3, 0, 0>, + Conv::template process_tile<0, 1, 1, 3, 0, 1>, + Conv::template process_tile<0, 1, 1, 3, 0, 2>, + }, // Output pad bottom = 0 + { // Output pad bottom = 1 + Conv::template process_tile<0, 1, 1, 3, 1, 0>, + Conv::template process_tile<0, 1, 1, 3, 1, 1>, + Conv::template process_tile<0, 1, 1, 3, 1, 2>, + }, // Output pad bottom = 1 + { // Output pad bottom = 2 + Conv::template process_tile<0, 1, 1, 3, 2, 0>, + Conv::template process_tile<0, 1, 1, 3, 2, 1>, + Conv::template process_tile<0, 1, 1, 3, 2, 2>, + }, // Output pad bottom = 2 + }, // Input pad right = 3 + { // Input pad right = 4 + { // Output pad bottom = 0 + Conv::template process_tile<0, 1, 1, 4, 0, 0>, + Conv::template process_tile<0, 1, 1, 4, 0, 1>, + Conv::template process_tile<0, 1, 1, 4, 0, 2>, + }, // Output pad bottom = 0 + { // Output pad bottom = 1 + Conv::template process_tile<0, 1, 1, 4, 1, 0>, + Conv::template process_tile<0, 1, 1, 4, 1, 1>, + Conv::template process_tile<0, 1, 1, 4, 1, 2>, + }, // Output pad bottom = 1 + { // Output pad bottom = 2 + Conv::template process_tile<0, 1, 1, 4, 2, 0>, + Conv::template process_tile<0, 1, 1, 4, 2, 1>, + Conv::template process_tile<0, 1, 1, 4, 2, 2>, + }, // Output pad bottom = 2 + }, // Input pad right = 4 + { // Input pad right = 5 + { // Output pad bottom = 0 + Conv::template process_tile<0, 1, 1, 5, 0, 0>, + Conv::template process_tile<0, 1, 1, 5, 0, 1>, + Conv::template process_tile<0, 1, 1, 5, 0, 2>, + }, // Output pad bottom = 0 + { // Output pad bottom = 1 + Conv::template process_tile<0, 1, 1, 5, 1, 0>, + Conv::template process_tile<0, 1, 1, 5, 1, 1>, + Conv::template process_tile<0, 1, 1, 5, 1, 2>, + }, // Output pad bottom = 1 + { // Output pad bottom = 2 + Conv::template process_tile<0, 1, 1, 5, 2, 0>, + Conv::template process_tile<0, 1, 1, 5, 2, 1>, + Conv::template process_tile<0, 1, 1, 5, 2, 2>, + }, // Output pad bottom = 2 + }, // Input pad right = 5 + { // Input pad right = 6 + { // Output pad bottom = 0 + Conv::template process_tile<0, 1, 1, 6, 0, 0>, + Conv::template process_tile<0, 1, 1, 6, 0, 1>, + Conv::template process_tile<0, 1, 1, 6, 0, 2>, + }, // Output pad bottom = 0 + { // Output pad bottom = 1 + Conv::template process_tile<0, 1, 1, 6, 1, 0>, + Conv::template process_tile<0, 1, 1, 6, 1, 1>, + Conv::template process_tile<0, 1, 1, 6, 1, 2>, + }, // Output pad bottom = 1 + { // Output pad bottom = 2 + Conv::template process_tile<0, 1, 1, 6, 2, 0>, + Conv::template process_tile<0, 1, 1, 6, 2, 1>, + Conv::template process_tile<0, 1, 1, 6, 2, 2>, + }, // Output pad bottom = 2 + }, // Input pad right = 6 + }, // Input pad bottom = 1 + { // Input pad bottom = 2 + { // Input pad right = 0 + { // Output pad bottom = 0 + Conv::template process_tile<0, 1, 2, 0, 0, 0>, + Conv::template process_tile<0, 1, 2, 0, 0, 1>, + Conv::template process_tile<0, 1, 2, 0, 0, 2>, + }, // Output pad bottom = 0 + { // Output pad bottom = 1 + Conv::template process_tile<0, 1, 2, 0, 1, 0>, + Conv::template process_tile<0, 1, 2, 0, 1, 1>, + Conv::template process_tile<0, 1, 2, 0, 1, 2>, + }, // Output pad bottom = 1 + { // Output pad bottom = 2 + Conv::template process_tile<0, 1, 2, 0, 2, 0>, + Conv::template process_tile<0, 1, 2, 0, 2, 1>, + Conv::template process_tile<0, 1, 2, 0, 2, 2>, + }, // Output pad bottom = 2 + }, // Input pad right = 0 + { // Input pad right = 1 + { // Output pad bottom = 0 + Conv::template process_tile<0, 1, 2, 1, 0, 0>, + Conv::template process_tile<0, 1, 2, 1, 0, 1>, + Conv::template process_tile<0, 1, 2, 1, 0, 2>, + }, // Output pad bottom = 0 + { // Output pad bottom = 1 + Conv::template process_tile<0, 1, 2, 1, 1, 0>, + Conv::template process_tile<0, 1, 2, 1, 1, 1>, + Conv::template process_tile<0, 1, 2, 1, 1, 2>, + }, // Output pad bottom = 1 + { // Output pad bottom = 2 + Conv::template process_tile<0, 1, 2, 1, 2, 0>, + Conv::template process_tile<0, 1, 2, 1, 2, 1>, + Conv::template process_tile<0, 1, 2, 1, 2, 2>, + }, // Output pad bottom = 2 + }, // Input pad right = 1 + { // Input pad right = 2 + { // Output pad bottom = 0 + Conv::template process_tile<0, 1, 2, 2, 0, 0>, + Conv::template process_tile<0, 1, 2, 2, 0, 1>, + Conv::template process_tile<0, 1, 2, 2, 0, 2>, + }, // Output pad bottom = 0 + { // Output pad bottom = 1 + Conv::template process_tile<0, 1, 2, 2, 1, 0>, + Conv::template process_tile<0, 1, 2, 2, 1, 1>, + Conv::template process_tile<0, 1, 2, 2, 1, 2>, + }, // Output pad bottom = 1 + { // Output pad bottom = 2 + Conv::template process_tile<0, 1, 2, 2, 2, 0>, + Conv::template process_tile<0, 1, 2, 2, 2, 1>, + Conv::template process_tile<0, 1, 2, 2, 2, 2>, + }, // Output pad bottom = 2 + }, // Input pad right = 2 + { // Input pad right = 3 + { // Output pad bottom = 0 + Conv::template process_tile<0, 1, 2, 3, 0, 0>, + Conv::template process_tile<0, 1, 2, 3, 0, 1>, + Conv::template process_tile<0, 1, 2, 3, 0, 2>, + }, // Output pad bottom = 0 + { // Output pad bottom = 1 + Conv::template process_tile<0, 1, 2, 3, 1, 0>, + Conv::template process_tile<0, 1, 2, 3, 1, 1>, + Conv::template process_tile<0, 1, 2, 3, 1, 2>, + }, // Output pad bottom = 1 + { // Output pad bottom = 2 + Conv::template process_tile<0, 1, 2, 3, 2, 0>, + Conv::template process_tile<0, 1, 2, 3, 2, 1>, + Conv::template process_tile<0, 1, 2, 3, 2, 2>, + }, // Output pad bottom = 2 + }, // Input pad right = 3 + { // Input pad right = 4 + { // Output pad bottom = 0 + Conv::template process_tile<0, 1, 2, 4, 0, 0>, + Conv::template process_tile<0, 1, 2, 4, 0, 1>, + Conv::template process_tile<0, 1, 2, 4, 0, 2>, + }, // Output pad bottom = 0 + { // Output pad bottom = 1 + Conv::template process_tile<0, 1, 2, 4, 1, 0>, + Conv::template process_tile<0, 1, 2, 4, 1, 1>, + Conv::template process_tile<0, 1, 2, 4, 1, 2>, + }, // Output pad bottom = 1 + { // Output pad bottom = 2 + Conv::template process_tile<0, 1, 2, 4, 2, 0>, + Conv::template process_tile<0, 1, 2, 4, 2, 1>, + Conv::template process_tile<0, 1, 2, 4, 2, 2>, + }, // Output pad bottom = 2 + }, // Input pad right = 4 + { // Input pad right = 5 + { // Output pad bottom = 0 + Conv::template process_tile<0, 1, 2, 5, 0, 0>, + Conv::template process_tile<0, 1, 2, 5, 0, 1>, + Conv::template process_tile<0, 1, 2, 5, 0, 2>, + }, // Output pad bottom = 0 + { // Output pad bottom = 1 + Conv::template process_tile<0, 1, 2, 5, 1, 0>, + Conv::template process_tile<0, 1, 2, 5, 1, 1>, + Conv::template process_tile<0, 1, 2, 5, 1, 2>, + }, // Output pad bottom = 1 + { // Output pad bottom = 2 + Conv::template process_tile<0, 1, 2, 5, 2, 0>, + Conv::template process_tile<0, 1, 2, 5, 2, 1>, + Conv::template process_tile<0, 1, 2, 5, 2, 2>, + }, // Output pad bottom = 2 + }, // Input pad right = 5 + { // Input pad right = 6 + { // Output pad bottom = 0 + Conv::template process_tile<0, 1, 2, 6, 0, 0>, + Conv::template process_tile<0, 1, 2, 6, 0, 1>, + Conv::template process_tile<0, 1, 2, 6, 0, 2>, + }, // Output pad bottom = 0 + { // Output pad bottom = 1 + Conv::template process_tile<0, 1, 2, 6, 1, 0>, + Conv::template process_tile<0, 1, 2, 6, 1, 1>, + Conv::template process_tile<0, 1, 2, 6, 1, 2>, + }, // Output pad bottom = 1 + { // Output pad bottom = 2 + Conv::template process_tile<0, 1, 2, 6, 2, 0>, + Conv::template process_tile<0, 1, 2, 6, 2, 1>, + Conv::template process_tile<0, 1, 2, 6, 2, 2>, + }, // Output pad bottom = 2 + }, // Input pad right = 6 + }, // Input pad bottom = 2 + { // Input pad bottom = 3 + { // Input pad right = 0 + { // Output pad bottom = 0 + Conv::template process_tile<0, 1, 3, 0, 0, 0>, + Conv::template process_tile<0, 1, 3, 0, 0, 1>, + Conv::template process_tile<0, 1, 3, 0, 0, 2>, + }, // Output pad bottom = 0 + { // Output pad bottom = 1 + Conv::template process_tile<0, 1, 3, 0, 1, 0>, + Conv::template process_tile<0, 1, 3, 0, 1, 1>, + Conv::template process_tile<0, 1, 3, 0, 1, 2>, + }, // Output pad bottom = 1 + { // Output pad bottom = 2 + Conv::template process_tile<0, 1, 3, 0, 2, 0>, + Conv::template process_tile<0, 1, 3, 0, 2, 1>, + Conv::template process_tile<0, 1, 3, 0, 2, 2>, + }, // Output pad bottom = 2 + }, // Input pad right = 0 + { // Input pad right = 1 + { // Output pad bottom = 0 + Conv::template process_tile<0, 1, 3, 1, 0, 0>, + Conv::template process_tile<0, 1, 3, 1, 0, 1>, + Conv::template process_tile<0, 1, 3, 1, 0, 2>, + }, // Output pad bottom = 0 + { // Output pad bottom = 1 + Conv::template process_tile<0, 1, 3, 1, 1, 0>, + Conv::template process_tile<0, 1, 3, 1, 1, 1>, + Conv::template process_tile<0, 1, 3, 1, 1, 2>, + }, // Output pad bottom = 1 + { // Output pad bottom = 2 + Conv::template process_tile<0, 1, 3, 1, 2, 0>, + Conv::template process_tile<0, 1, 3, 1, 2, 1>, + Conv::template process_tile<0, 1, 3, 1, 2, 2>, + }, // Output pad bottom = 2 + }, // Input pad right = 1 + { // Input pad right = 2 + { // Output pad bottom = 0 + Conv::template process_tile<0, 1, 3, 2, 0, 0>, + Conv::template process_tile<0, 1, 3, 2, 0, 1>, + Conv::template process_tile<0, 1, 3, 2, 0, 2>, + }, // Output pad bottom = 0 + { // Output pad bottom = 1 + Conv::template process_tile<0, 1, 3, 2, 1, 0>, + Conv::template process_tile<0, 1, 3, 2, 1, 1>, + Conv::template process_tile<0, 1, 3, 2, 1, 2>, + }, // Output pad bottom = 1 + { // Output pad bottom = 2 + Conv::template process_tile<0, 1, 3, 2, 2, 0>, + Conv::template process_tile<0, 1, 3, 2, 2, 1>, + Conv::template process_tile<0, 1, 3, 2, 2, 2>, + }, // Output pad bottom = 2 + }, // Input pad right = 2 + { // Input pad right = 3 + { // Output pad bottom = 0 + Conv::template process_tile<0, 1, 3, 3, 0, 0>, + Conv::template process_tile<0, 1, 3, 3, 0, 1>, + Conv::template process_tile<0, 1, 3, 3, 0, 2>, + }, // Output pad bottom = 0 + { // Output pad bottom = 1 + Conv::template process_tile<0, 1, 3, 3, 1, 0>, + Conv::template process_tile<0, 1, 3, 3, 1, 1>, + Conv::template process_tile<0, 1, 3, 3, 1, 2>, + }, // Output pad bottom = 1 + { // Output pad bottom = 2 + Conv::template process_tile<0, 1, 3, 3, 2, 0>, + Conv::template process_tile<0, 1, 3, 3, 2, 1>, + Conv::template process_tile<0, 1, 3, 3, 2, 2>, + }, // Output pad bottom = 2 + }, // Input pad right = 3 + { // Input pad right = 4 + { // Output pad bottom = 0 + Conv::template process_tile<0, 1, 3, 4, 0, 0>, + Conv::template process_tile<0, 1, 3, 4, 0, 1>, + Conv::template process_tile<0, 1, 3, 4, 0, 2>, + }, // Output pad bottom = 0 + { // Output pad bottom = 1 + Conv::template process_tile<0, 1, 3, 4, 1, 0>, + Conv::template process_tile<0, 1, 3, 4, 1, 1>, + Conv::template process_tile<0, 1, 3, 4, 1, 2>, + }, // Output pad bottom = 1 + { // Output pad bottom = 2 + Conv::template process_tile<0, 1, 3, 4, 2, 0>, + Conv::template process_tile<0, 1, 3, 4, 2, 1>, + Conv::template process_tile<0, 1, 3, 4, 2, 2>, + }, // Output pad bottom = 2 + }, // Input pad right = 4 + { // Input pad right = 5 + { // Output pad bottom = 0 + Conv::template process_tile<0, 1, 3, 5, 0, 0>, + Conv::template process_tile<0, 1, 3, 5, 0, 1>, + Conv::template process_tile<0, 1, 3, 5, 0, 2>, + }, // Output pad bottom = 0 + { // Output pad bottom = 1 + Conv::template process_tile<0, 1, 3, 5, 1, 0>, + Conv::template process_tile<0, 1, 3, 5, 1, 1>, + Conv::template process_tile<0, 1, 3, 5, 1, 2>, + }, // Output pad bottom = 1 + { // Output pad bottom = 2 + Conv::template process_tile<0, 1, 3, 5, 2, 0>, + Conv::template process_tile<0, 1, 3, 5, 2, 1>, + Conv::template process_tile<0, 1, 3, 5, 2, 2>, + }, // Output pad bottom = 2 + }, // Input pad right = 5 + { // Input pad right = 6 + { // Output pad bottom = 0 + Conv::template process_tile<0, 1, 3, 6, 0, 0>, + Conv::template process_tile<0, 1, 3, 6, 0, 1>, + Conv::template process_tile<0, 1, 3, 6, 0, 2>, + }, // Output pad bottom = 0 + { // Output pad bottom = 1 + Conv::template process_tile<0, 1, 3, 6, 1, 0>, + Conv::template process_tile<0, 1, 3, 6, 1, 1>, + Conv::template process_tile<0, 1, 3, 6, 1, 2>, + }, // Output pad bottom = 1 + { // Output pad bottom = 2 + Conv::template process_tile<0, 1, 3, 6, 2, 0>, + Conv::template process_tile<0, 1, 3, 6, 2, 1>, + Conv::template process_tile<0, 1, 3, 6, 2, 2>, + }, // Output pad bottom = 2 + }, // Input pad right = 6 + }, // Input pad bottom = 3 + { // Input pad bottom = 4 + { // Input pad right = 0 + { // Output pad bottom = 0 + Conv::template process_tile<0, 1, 4, 0, 0, 0>, + Conv::template process_tile<0, 1, 4, 0, 0, 1>, + Conv::template process_tile<0, 1, 4, 0, 0, 2>, + }, // Output pad bottom = 0 + { // Output pad bottom = 1 + Conv::template process_tile<0, 1, 4, 0, 1, 0>, + Conv::template process_tile<0, 1, 4, 0, 1, 1>, + Conv::template process_tile<0, 1, 4, 0, 1, 2>, + }, // Output pad bottom = 1 + { // Output pad bottom = 2 + Conv::template process_tile<0, 1, 4, 0, 2, 0>, + Conv::template process_tile<0, 1, 4, 0, 2, 1>, + Conv::template process_tile<0, 1, 4, 0, 2, 2>, + }, // Output pad bottom = 2 + }, // Input pad right = 0 + { // Input pad right = 1 + { // Output pad bottom = 0 + Conv::template process_tile<0, 1, 4, 1, 0, 0>, + Conv::template process_tile<0, 1, 4, 1, 0, 1>, + Conv::template process_tile<0, 1, 4, 1, 0, 2>, + }, // Output pad bottom = 0 + { // Output pad bottom = 1 + Conv::template process_tile<0, 1, 4, 1, 1, 0>, + Conv::template process_tile<0, 1, 4, 1, 1, 1>, + Conv::template process_tile<0, 1, 4, 1, 1, 2>, + }, // Output pad bottom = 1 + { // Output pad bottom = 2 + Conv::template process_tile<0, 1, 4, 1, 2, 0>, + Conv::template process_tile<0, 1, 4, 1, 2, 1>, + Conv::template process_tile<0, 1, 4, 1, 2, 2>, + }, // Output pad bottom = 2 + }, // Input pad right = 1 + { // Input pad right = 2 + { // Output pad bottom = 0 + Conv::template process_tile<0, 1, 4, 2, 0, 0>, + Conv::template process_tile<0, 1, 4, 2, 0, 1>, + Conv::template process_tile<0, 1, 4, 2, 0, 2>, + }, // Output pad bottom = 0 + { // Output pad bottom = 1 + Conv::template process_tile<0, 1, 4, 2, 1, 0>, + Conv::template process_tile<0, 1, 4, 2, 1, 1>, + Conv::template process_tile<0, 1, 4, 2, 1, 2>, + }, // Output pad bottom = 1 + { // Output pad bottom = 2 + Conv::template process_tile<0, 1, 4, 2, 2, 0>, + Conv::template process_tile<0, 1, 4, 2, 2, 1>, + Conv::template process_tile<0, 1, 4, 2, 2, 2>, + }, // Output pad bottom = 2 + }, // Input pad right = 2 + { // Input pad right = 3 + { // Output pad bottom = 0 + Conv::template process_tile<0, 1, 4, 3, 0, 0>, + Conv::template process_tile<0, 1, 4, 3, 0, 1>, + Conv::template process_tile<0, 1, 4, 3, 0, 2>, + }, // Output pad bottom = 0 + { // Output pad bottom = 1 + Conv::template process_tile<0, 1, 4, 3, 1, 0>, + Conv::template process_tile<0, 1, 4, 3, 1, 1>, + Conv::template process_tile<0, 1, 4, 3, 1, 2>, + }, // Output pad bottom = 1 + { // Output pad bottom = 2 + Conv::template process_tile<0, 1, 4, 3, 2, 0>, + Conv::template process_tile<0, 1, 4, 3, 2, 1>, + Conv::template process_tile<0, 1, 4, 3, 2, 2>, + }, // Output pad bottom = 2 + }, // Input pad right = 3 + { // Input pad right = 4 + { // Output pad bottom = 0 + Conv::template process_tile<0, 1, 4, 4, 0, 0>, + Conv::template process_tile<0, 1, 4, 4, 0, 1>, + Conv::template process_tile<0, 1, 4, 4, 0, 2>, + }, // Output pad bottom = 0 + { // Output pad bottom = 1 + Conv::template process_tile<0, 1, 4, 4, 1, 0>, + Conv::template process_tile<0, 1, 4, 4, 1, 1>, + Conv::template process_tile<0, 1, 4, 4, 1, 2>, + }, // Output pad bottom = 1 + { // Output pad bottom = 2 + Conv::template process_tile<0, 1, 4, 4, 2, 0>, + Conv::template process_tile<0, 1, 4, 4, 2, 1>, + Conv::template process_tile<0, 1, 4, 4, 2, 2>, + }, // Output pad bottom = 2 + }, // Input pad right = 4 + { // Input pad right = 5 + { // Output pad bottom = 0 + Conv::template process_tile<0, 1, 4, 5, 0, 0>, + Conv::template process_tile<0, 1, 4, 5, 0, 1>, + Conv::template process_tile<0, 1, 4, 5, 0, 2>, + }, // Output pad bottom = 0 + { // Output pad bottom = 1 + Conv::template process_tile<0, 1, 4, 5, 1, 0>, + Conv::template process_tile<0, 1, 4, 5, 1, 1>, + Conv::template process_tile<0, 1, 4, 5, 1, 2>, + }, // Output pad bottom = 1 + { // Output pad bottom = 2 + Conv::template process_tile<0, 1, 4, 5, 2, 0>, + Conv::template process_tile<0, 1, 4, 5, 2, 1>, + Conv::template process_tile<0, 1, 4, 5, 2, 2>, + }, // Output pad bottom = 2 + }, // Input pad right = 5 + { // Input pad right = 6 + { // Output pad bottom = 0 + Conv::template process_tile<0, 1, 4, 6, 0, 0>, + Conv::template process_tile<0, 1, 4, 6, 0, 1>, + Conv::template process_tile<0, 1, 4, 6, 0, 2>, + }, // Output pad bottom = 0 + { // Output pad bottom = 1 + Conv::template process_tile<0, 1, 4, 6, 1, 0>, + Conv::template process_tile<0, 1, 4, 6, 1, 1>, + Conv::template process_tile<0, 1, 4, 6, 1, 2>, + }, // Output pad bottom = 1 + { // Output pad bottom = 2 + Conv::template process_tile<0, 1, 4, 6, 2, 0>, + Conv::template process_tile<0, 1, 4, 6, 2, 1>, + Conv::template process_tile<0, 1, 4, 6, 2, 2>, + }, // Output pad bottom = 2 + }, // Input pad right = 6 + }, // Input pad bottom = 4 + { // Input pad bottom = 5 + { // Input pad right = 0 + { // Output pad bottom = 0 + Conv::template process_tile<0, 1, 5, 0, 0, 0>, + Conv::template process_tile<0, 1, 5, 0, 0, 1>, + Conv::template process_tile<0, 1, 5, 0, 0, 2>, + }, // Output pad bottom = 0 + { // Output pad bottom = 1 + Conv::template process_tile<0, 1, 5, 0, 1, 0>, + Conv::template process_tile<0, 1, 5, 0, 1, 1>, + Conv::template process_tile<0, 1, 5, 0, 1, 2>, + }, // Output pad bottom = 1 + { // Output pad bottom = 2 + Conv::template process_tile<0, 1, 5, 0, 2, 0>, + Conv::template process_tile<0, 1, 5, 0, 2, 1>, + Conv::template process_tile<0, 1, 5, 0, 2, 2>, + }, // Output pad bottom = 2 + }, // Input pad right = 0 + { // Input pad right = 1 + { // Output pad bottom = 0 + Conv::template process_tile<0, 1, 5, 1, 0, 0>, + Conv::template process_tile<0, 1, 5, 1, 0, 1>, + Conv::template process_tile<0, 1, 5, 1, 0, 2>, + }, // Output pad bottom = 0 + { // Output pad bottom = 1 + Conv::template process_tile<0, 1, 5, 1, 1, 0>, + Conv::template process_tile<0, 1, 5, 1, 1, 1>, + Conv::template process_tile<0, 1, 5, 1, 1, 2>, + }, // Output pad bottom = 1 + { // Output pad bottom = 2 + Conv::template process_tile<0, 1, 5, 1, 2, 0>, + Conv::template process_tile<0, 1, 5, 1, 2, 1>, + Conv::template process_tile<0, 1, 5, 1, 2, 2>, + }, // Output pad bottom = 2 + }, // Input pad right = 1 + { // Input pad right = 2 + { // Output pad bottom = 0 + Conv::template process_tile<0, 1, 5, 2, 0, 0>, + Conv::template process_tile<0, 1, 5, 2, 0, 1>, + Conv::template process_tile<0, 1, 5, 2, 0, 2>, + }, // Output pad bottom = 0 + { // Output pad bottom = 1 + Conv::template process_tile<0, 1, 5, 2, 1, 0>, + Conv::template process_tile<0, 1, 5, 2, 1, 1>, + Conv::template process_tile<0, 1, 5, 2, 1, 2>, + }, // Output pad bottom = 1 + { // Output pad bottom = 2 + Conv::template process_tile<0, 1, 5, 2, 2, 0>, + Conv::template process_tile<0, 1, 5, 2, 2, 1>, + Conv::template process_tile<0, 1, 5, 2, 2, 2>, + }, // Output pad bottom = 2 + }, // Input pad right = 2 + { // Input pad right = 3 + { // Output pad bottom = 0 + Conv::template process_tile<0, 1, 5, 3, 0, 0>, + Conv::template process_tile<0, 1, 5, 3, 0, 1>, + Conv::template process_tile<0, 1, 5, 3, 0, 2>, + }, // Output pad bottom = 0 + { // Output pad bottom = 1 + Conv::template process_tile<0, 1, 5, 3, 1, 0>, + Conv::template process_tile<0, 1, 5, 3, 1, 1>, + Conv::template process_tile<0, 1, 5, 3, 1, 2>, + }, // Output pad bottom = 1 + { // Output pad bottom = 2 + Conv::template process_tile<0, 1, 5, 3, 2, 0>, + Conv::template process_tile<0, 1, 5, 3, 2, 1>, + Conv::template process_tile<0, 1, 5, 3, 2, 2>, + }, // Output pad bottom = 2 + }, // Input pad right = 3 + { // Input pad right = 4 + { // Output pad bottom = 0 + Conv::template process_tile<0, 1, 5, 4, 0, 0>, + Conv::template process_tile<0, 1, 5, 4, 0, 1>, + Conv::template process_tile<0, 1, 5, 4, 0, 2>, + }, // Output pad bottom = 0 + { // Output pad bottom = 1 + Conv::template process_tile<0, 1, 5, 4, 1, 0>, + Conv::template process_tile<0, 1, 5, 4, 1, 1>, + Conv::template process_tile<0, 1, 5, 4, 1, 2>, + }, // Output pad bottom = 1 + { // Output pad bottom = 2 + Conv::template process_tile<0, 1, 5, 4, 2, 0>, + Conv::template process_tile<0, 1, 5, 4, 2, 1>, + Conv::template process_tile<0, 1, 5, 4, 2, 2>, + }, // Output pad bottom = 2 + }, // Input pad right = 4 + { // Input pad right = 5 + { // Output pad bottom = 0 + Conv::template process_tile<0, 1, 5, 5, 0, 0>, + Conv::template process_tile<0, 1, 5, 5, 0, 1>, + Conv::template process_tile<0, 1, 5, 5, 0, 2>, + }, // Output pad bottom = 0 + { // Output pad bottom = 1 + Conv::template process_tile<0, 1, 5, 5, 1, 0>, + Conv::template process_tile<0, 1, 5, 5, 1, 1>, + Conv::template process_tile<0, 1, 5, 5, 1, 2>, + }, // Output pad bottom = 1 + { // Output pad bottom = 2 + Conv::template process_tile<0, 1, 5, 5, 2, 0>, + Conv::template process_tile<0, 1, 5, 5, 2, 1>, + Conv::template process_tile<0, 1, 5, 5, 2, 2>, + }, // Output pad bottom = 2 + }, // Input pad right = 5 + { // Input pad right = 6 + { // Output pad bottom = 0 + Conv::template process_tile<0, 1, 5, 6, 0, 0>, + Conv::template process_tile<0, 1, 5, 6, 0, 1>, + Conv::template process_tile<0, 1, 5, 6, 0, 2>, + }, // Output pad bottom = 0 + { // Output pad bottom = 1 + Conv::template process_tile<0, 1, 5, 6, 1, 0>, + Conv::template process_tile<0, 1, 5, 6, 1, 1>, + Conv::template process_tile<0, 1, 5, 6, 1, 2>, + }, // Output pad bottom = 1 + { // Output pad bottom = 2 + Conv::template process_tile<0, 1, 5, 6, 2, 0>, + Conv::template process_tile<0, 1, 5, 6, 2, 1>, + Conv::template process_tile<0, 1, 5, 6, 2, 2>, + }, // Output pad bottom = 2 + }, // Input pad right = 6 + }, // Input pad bottom = 5 + { // Input pad bottom = 6 + { // Input pad right = 0 + { // Output pad bottom = 0 + Conv::template process_tile<0, 1, 6, 0, 0, 0>, + Conv::template process_tile<0, 1, 6, 0, 0, 1>, + Conv::template process_tile<0, 1, 6, 0, 0, 2>, + }, // Output pad bottom = 0 + { // Output pad bottom = 1 + Conv::template process_tile<0, 1, 6, 0, 1, 0>, + Conv::template process_tile<0, 1, 6, 0, 1, 1>, + Conv::template process_tile<0, 1, 6, 0, 1, 2>, + }, // Output pad bottom = 1 + { // Output pad bottom = 2 + Conv::template process_tile<0, 1, 6, 0, 2, 0>, + Conv::template process_tile<0, 1, 6, 0, 2, 1>, + Conv::template process_tile<0, 1, 6, 0, 2, 2>, + }, // Output pad bottom = 2 + }, // Input pad right = 0 + { // Input pad right = 1 + { // Output pad bottom = 0 + Conv::template process_tile<0, 1, 6, 1, 0, 0>, + Conv::template process_tile<0, 1, 6, 1, 0, 1>, + Conv::template process_tile<0, 1, 6, 1, 0, 2>, + }, // Output pad bottom = 0 + { // Output pad bottom = 1 + Conv::template process_tile<0, 1, 6, 1, 1, 0>, + Conv::template process_tile<0, 1, 6, 1, 1, 1>, + Conv::template process_tile<0, 1, 6, 1, 1, 2>, + }, // Output pad bottom = 1 + { // Output pad bottom = 2 + Conv::template process_tile<0, 1, 6, 1, 2, 0>, + Conv::template process_tile<0, 1, 6, 1, 2, 1>, + Conv::template process_tile<0, 1, 6, 1, 2, 2>, + }, // Output pad bottom = 2 + }, // Input pad right = 1 + { // Input pad right = 2 + { // Output pad bottom = 0 + Conv::template process_tile<0, 1, 6, 2, 0, 0>, + Conv::template process_tile<0, 1, 6, 2, 0, 1>, + Conv::template process_tile<0, 1, 6, 2, 0, 2>, + }, // Output pad bottom = 0 + { // Output pad bottom = 1 + Conv::template process_tile<0, 1, 6, 2, 1, 0>, + Conv::template process_tile<0, 1, 6, 2, 1, 1>, + Conv::template process_tile<0, 1, 6, 2, 1, 2>, + }, // Output pad bottom = 1 + { // Output pad bottom = 2 + Conv::template process_tile<0, 1, 6, 2, 2, 0>, + Conv::template process_tile<0, 1, 6, 2, 2, 1>, + Conv::template process_tile<0, 1, 6, 2, 2, 2>, + }, // Output pad bottom = 2 + }, // Input pad right = 2 + { // Input pad right = 3 + { // Output pad bottom = 0 + Conv::template process_tile<0, 1, 6, 3, 0, 0>, + Conv::template process_tile<0, 1, 6, 3, 0, 1>, + Conv::template process_tile<0, 1, 6, 3, 0, 2>, + }, // Output pad bottom = 0 + { // Output pad bottom = 1 + Conv::template process_tile<0, 1, 6, 3, 1, 0>, + Conv::template process_tile<0, 1, 6, 3, 1, 1>, + Conv::template process_tile<0, 1, 6, 3, 1, 2>, + }, // Output pad bottom = 1 + { // Output pad bottom = 2 + Conv::template process_tile<0, 1, 6, 3, 2, 0>, + Conv::template process_tile<0, 1, 6, 3, 2, 1>, + Conv::template process_tile<0, 1, 6, 3, 2, 2>, + }, // Output pad bottom = 2 + }, // Input pad right = 3 + { // Input pad right = 4 + { // Output pad bottom = 0 + Conv::template process_tile<0, 1, 6, 4, 0, 0>, + Conv::template process_tile<0, 1, 6, 4, 0, 1>, + Conv::template process_tile<0, 1, 6, 4, 0, 2>, + }, // Output pad bottom = 0 + { // Output pad bottom = 1 + Conv::template process_tile<0, 1, 6, 4, 1, 0>, + Conv::template process_tile<0, 1, 6, 4, 1, 1>, + Conv::template process_tile<0, 1, 6, 4, 1, 2>, + }, // Output pad bottom = 1 + { // Output pad bottom = 2 + Conv::template process_tile<0, 1, 6, 4, 2, 0>, + Conv::template process_tile<0, 1, 6, 4, 2, 1>, + Conv::template process_tile<0, 1, 6, 4, 2, 2>, + }, // Output pad bottom = 2 + }, // Input pad right = 4 + { // Input pad right = 5 + { // Output pad bottom = 0 + Conv::template process_tile<0, 1, 6, 5, 0, 0>, + Conv::template process_tile<0, 1, 6, 5, 0, 1>, + Conv::template process_tile<0, 1, 6, 5, 0, 2>, + }, // Output pad bottom = 0 + { // Output pad bottom = 1 + Conv::template process_tile<0, 1, 6, 5, 1, 0>, + Conv::template process_tile<0, 1, 6, 5, 1, 1>, + Conv::template process_tile<0, 1, 6, 5, 1, 2>, + }, // Output pad bottom = 1 + { // Output pad bottom = 2 + Conv::template process_tile<0, 1, 6, 5, 2, 0>, + Conv::template process_tile<0, 1, 6, 5, 2, 1>, + Conv::template process_tile<0, 1, 6, 5, 2, 2>, + }, // Output pad bottom = 2 + }, // Input pad right = 5 + { // Input pad right = 6 + { // Output pad bottom = 0 + Conv::template process_tile<0, 1, 6, 6, 0, 0>, + Conv::template process_tile<0, 1, 6, 6, 0, 1>, + Conv::template process_tile<0, 1, 6, 6, 0, 2>, + }, // Output pad bottom = 0 + { // Output pad bottom = 1 + Conv::template process_tile<0, 1, 6, 6, 1, 0>, + Conv::template process_tile<0, 1, 6, 6, 1, 1>, + Conv::template process_tile<0, 1, 6, 6, 1, 2>, + }, // Output pad bottom = 1 + { // Output pad bottom = 2 + Conv::template process_tile<0, 1, 6, 6, 2, 0>, + Conv::template process_tile<0, 1, 6, 6, 2, 1>, + Conv::template process_tile<0, 1, 6, 6, 2, 2>, + }, // Output pad bottom = 2 + }, // Input pad right = 6 + }, // Input pad bottom = 6 + }, // Input pad left = 1 + }, // Input pad top = 0 + { // Input pad top = 1 + { // Input pad left = 0 + { // Input pad bottom = 0 + { // Input pad right = 0 + { // Output pad bottom = 0 + Conv::template process_tile<1, 0, 0, 0, 0, 0>, + Conv::template process_tile<1, 0, 0, 0, 0, 1>, + Conv::template process_tile<1, 0, 0, 0, 0, 2>, + }, // Output pad bottom = 0 + { // Output pad bottom = 1 + Conv::template process_tile<1, 0, 0, 0, 1, 0>, + Conv::template process_tile<1, 0, 0, 0, 1, 1>, + Conv::template process_tile<1, 0, 0, 0, 1, 2>, + }, // Output pad bottom = 1 + { // Output pad bottom = 2 + Conv::template process_tile<1, 0, 0, 0, 2, 0>, + Conv::template process_tile<1, 0, 0, 0, 2, 1>, + Conv::template process_tile<1, 0, 0, 0, 2, 2>, + }, // Output pad bottom = 2 + }, // Input pad right = 0 + { // Input pad right = 1 + { // Output pad bottom = 0 + Conv::template process_tile<1, 0, 0, 1, 0, 0>, + Conv::template process_tile<1, 0, 0, 1, 0, 1>, + Conv::template process_tile<1, 0, 0, 1, 0, 2>, + }, // Output pad bottom = 0 + { // Output pad bottom = 1 + Conv::template process_tile<1, 0, 0, 1, 1, 0>, + Conv::template process_tile<1, 0, 0, 1, 1, 1>, + Conv::template process_tile<1, 0, 0, 1, 1, 2>, + }, // Output pad bottom = 1 + { // Output pad bottom = 2 + Conv::template process_tile<1, 0, 0, 1, 2, 0>, + Conv::template process_tile<1, 0, 0, 1, 2, 1>, + Conv::template process_tile<1, 0, 0, 1, 2, 2>, + }, // Output pad bottom = 2 + }, // Input pad right = 1 + { // Input pad right = 2 + { // Output pad bottom = 0 + Conv::template process_tile<1, 0, 0, 2, 0, 0>, + Conv::template process_tile<1, 0, 0, 2, 0, 1>, + Conv::template process_tile<1, 0, 0, 2, 0, 2>, + }, // Output pad bottom = 0 + { // Output pad bottom = 1 + Conv::template process_tile<1, 0, 0, 2, 1, 0>, + Conv::template process_tile<1, 0, 0, 2, 1, 1>, + Conv::template process_tile<1, 0, 0, 2, 1, 2>, + }, // Output pad bottom = 1 + { // Output pad bottom = 2 + Conv::template process_tile<1, 0, 0, 2, 2, 0>, + Conv::template process_tile<1, 0, 0, 2, 2, 1>, + Conv::template process_tile<1, 0, 0, 2, 2, 2>, + }, // Output pad bottom = 2 + }, // Input pad right = 2 + { // Input pad right = 3 + { // Output pad bottom = 0 + Conv::template process_tile<1, 0, 0, 3, 0, 0>, + Conv::template process_tile<1, 0, 0, 3, 0, 1>, + Conv::template process_tile<1, 0, 0, 3, 0, 2>, + }, // Output pad bottom = 0 + { // Output pad bottom = 1 + Conv::template process_tile<1, 0, 0, 3, 1, 0>, + Conv::template process_tile<1, 0, 0, 3, 1, 1>, + Conv::template process_tile<1, 0, 0, 3, 1, 2>, + }, // Output pad bottom = 1 + { // Output pad bottom = 2 + Conv::template process_tile<1, 0, 0, 3, 2, 0>, + Conv::template process_tile<1, 0, 0, 3, 2, 1>, + Conv::template process_tile<1, 0, 0, 3, 2, 2>, + }, // Output pad bottom = 2 + }, // Input pad right = 3 + { // Input pad right = 4 + { // Output pad bottom = 0 + Conv::template process_tile<1, 0, 0, 4, 0, 0>, + Conv::template process_tile<1, 0, 0, 4, 0, 1>, + Conv::template process_tile<1, 0, 0, 4, 0, 2>, + }, // Output pad bottom = 0 + { // Output pad bottom = 1 + Conv::template process_tile<1, 0, 0, 4, 1, 0>, + Conv::template process_tile<1, 0, 0, 4, 1, 1>, + Conv::template process_tile<1, 0, 0, 4, 1, 2>, + }, // Output pad bottom = 1 + { // Output pad bottom = 2 + Conv::template process_tile<1, 0, 0, 4, 2, 0>, + Conv::template process_tile<1, 0, 0, 4, 2, 1>, + Conv::template process_tile<1, 0, 0, 4, 2, 2>, + }, // Output pad bottom = 2 + }, // Input pad right = 4 + { // Input pad right = 5 + { // Output pad bottom = 0 + Conv::template process_tile<1, 0, 0, 5, 0, 0>, + Conv::template process_tile<1, 0, 0, 5, 0, 1>, + Conv::template process_tile<1, 0, 0, 5, 0, 2>, + }, // Output pad bottom = 0 + { // Output pad bottom = 1 + Conv::template process_tile<1, 0, 0, 5, 1, 0>, + Conv::template process_tile<1, 0, 0, 5, 1, 1>, + Conv::template process_tile<1, 0, 0, 5, 1, 2>, + }, // Output pad bottom = 1 + { // Output pad bottom = 2 + Conv::template process_tile<1, 0, 0, 5, 2, 0>, + Conv::template process_tile<1, 0, 0, 5, 2, 1>, + Conv::template process_tile<1, 0, 0, 5, 2, 2>, + }, // Output pad bottom = 2 + }, // Input pad right = 5 + { // Input pad right = 6 + { // Output pad bottom = 0 + Conv::template process_tile<1, 0, 0, 6, 0, 0>, + Conv::template process_tile<1, 0, 0, 6, 0, 1>, + Conv::template process_tile<1, 0, 0, 6, 0, 2>, + }, // Output pad bottom = 0 + { // Output pad bottom = 1 + Conv::template process_tile<1, 0, 0, 6, 1, 0>, + Conv::template process_tile<1, 0, 0, 6, 1, 1>, + Conv::template process_tile<1, 0, 0, 6, 1, 2>, + }, // Output pad bottom = 1 + { // Output pad bottom = 2 + Conv::template process_tile<1, 0, 0, 6, 2, 0>, + Conv::template process_tile<1, 0, 0, 6, 2, 1>, + Conv::template process_tile<1, 0, 0, 6, 2, 2>, + }, // Output pad bottom = 2 + }, // Input pad right = 6 + }, // Input pad bottom = 0 + { // Input pad bottom = 1 + { // Input pad right = 0 + { // Output pad bottom = 0 + Conv::template process_tile<1, 0, 1, 0, 0, 0>, + Conv::template process_tile<1, 0, 1, 0, 0, 1>, + Conv::template process_tile<1, 0, 1, 0, 0, 2>, + }, // Output pad bottom = 0 + { // Output pad bottom = 1 + Conv::template process_tile<1, 0, 1, 0, 1, 0>, + Conv::template process_tile<1, 0, 1, 0, 1, 1>, + Conv::template process_tile<1, 0, 1, 0, 1, 2>, + }, // Output pad bottom = 1 + { // Output pad bottom = 2 + Conv::template process_tile<1, 0, 1, 0, 2, 0>, + Conv::template process_tile<1, 0, 1, 0, 2, 1>, + Conv::template process_tile<1, 0, 1, 0, 2, 2>, + }, // Output pad bottom = 2 + }, // Input pad right = 0 + { // Input pad right = 1 + { // Output pad bottom = 0 + Conv::template process_tile<1, 0, 1, 1, 0, 0>, + Conv::template process_tile<1, 0, 1, 1, 0, 1>, + Conv::template process_tile<1, 0, 1, 1, 0, 2>, + }, // Output pad bottom = 0 + { // Output pad bottom = 1 + Conv::template process_tile<1, 0, 1, 1, 1, 0>, + Conv::template process_tile<1, 0, 1, 1, 1, 1>, + Conv::template process_tile<1, 0, 1, 1, 1, 2>, + }, // Output pad bottom = 1 + { // Output pad bottom = 2 + Conv::template process_tile<1, 0, 1, 1, 2, 0>, + Conv::template process_tile<1, 0, 1, 1, 2, 1>, + Conv::template process_tile<1, 0, 1, 1, 2, 2>, + }, // Output pad bottom = 2 + }, // Input pad right = 1 + { // Input pad right = 2 + { // Output pad bottom = 0 + Conv::template process_tile<1, 0, 1, 2, 0, 0>, + Conv::template process_tile<1, 0, 1, 2, 0, 1>, + Conv::template process_tile<1, 0, 1, 2, 0, 2>, + }, // Output pad bottom = 0 + { // Output pad bottom = 1 + Conv::template process_tile<1, 0, 1, 2, 1, 0>, + Conv::template process_tile<1, 0, 1, 2, 1, 1>, + Conv::template process_tile<1, 0, 1, 2, 1, 2>, + }, // Output pad bottom = 1 + { // Output pad bottom = 2 + Conv::template process_tile<1, 0, 1, 2, 2, 0>, + Conv::template process_tile<1, 0, 1, 2, 2, 1>, + Conv::template process_tile<1, 0, 1, 2, 2, 2>, + }, // Output pad bottom = 2 + }, // Input pad right = 2 + { // Input pad right = 3 + { // Output pad bottom = 0 + Conv::template process_tile<1, 0, 1, 3, 0, 0>, + Conv::template process_tile<1, 0, 1, 3, 0, 1>, + Conv::template process_tile<1, 0, 1, 3, 0, 2>, + }, // Output pad bottom = 0 + { // Output pad bottom = 1 + Conv::template process_tile<1, 0, 1, 3, 1, 0>, + Conv::template process_tile<1, 0, 1, 3, 1, 1>, + Conv::template process_tile<1, 0, 1, 3, 1, 2>, + }, // Output pad bottom = 1 + { // Output pad bottom = 2 + Conv::template process_tile<1, 0, 1, 3, 2, 0>, + Conv::template process_tile<1, 0, 1, 3, 2, 1>, + Conv::template process_tile<1, 0, 1, 3, 2, 2>, + }, // Output pad bottom = 2 + }, // Input pad right = 3 + { // Input pad right = 4 + { // Output pad bottom = 0 + Conv::template process_tile<1, 0, 1, 4, 0, 0>, + Conv::template process_tile<1, 0, 1, 4, 0, 1>, + Conv::template process_tile<1, 0, 1, 4, 0, 2>, + }, // Output pad bottom = 0 + { // Output pad bottom = 1 + Conv::template process_tile<1, 0, 1, 4, 1, 0>, + Conv::template process_tile<1, 0, 1, 4, 1, 1>, + Conv::template process_tile<1, 0, 1, 4, 1, 2>, + }, // Output pad bottom = 1 + { // Output pad bottom = 2 + Conv::template process_tile<1, 0, 1, 4, 2, 0>, + Conv::template process_tile<1, 0, 1, 4, 2, 1>, + Conv::template process_tile<1, 0, 1, 4, 2, 2>, + }, // Output pad bottom = 2 + }, // Input pad right = 4 + { // Input pad right = 5 + { // Output pad bottom = 0 + Conv::template process_tile<1, 0, 1, 5, 0, 0>, + Conv::template process_tile<1, 0, 1, 5, 0, 1>, + Conv::template process_tile<1, 0, 1, 5, 0, 2>, + }, // Output pad bottom = 0 + { // Output pad bottom = 1 + Conv::template process_tile<1, 0, 1, 5, 1, 0>, + Conv::template process_tile<1, 0, 1, 5, 1, 1>, + Conv::template process_tile<1, 0, 1, 5, 1, 2>, + }, // Output pad bottom = 1 + { // Output pad bottom = 2 + Conv::template process_tile<1, 0, 1, 5, 2, 0>, + Conv::template process_tile<1, 0, 1, 5, 2, 1>, + Conv::template process_tile<1, 0, 1, 5, 2, 2>, + }, // Output pad bottom = 2 + }, // Input pad right = 5 + { // Input pad right = 6 + { // Output pad bottom = 0 + Conv::template process_tile<1, 0, 1, 6, 0, 0>, + Conv::template process_tile<1, 0, 1, 6, 0, 1>, + Conv::template process_tile<1, 0, 1, 6, 0, 2>, + }, // Output pad bottom = 0 + { // Output pad bottom = 1 + Conv::template process_tile<1, 0, 1, 6, 1, 0>, + Conv::template process_tile<1, 0, 1, 6, 1, 1>, + Conv::template process_tile<1, 0, 1, 6, 1, 2>, + }, // Output pad bottom = 1 + { // Output pad bottom = 2 + Conv::template process_tile<1, 0, 1, 6, 2, 0>, + Conv::template process_tile<1, 0, 1, 6, 2, 1>, + Conv::template process_tile<1, 0, 1, 6, 2, 2>, + }, // Output pad bottom = 2 + }, // Input pad right = 6 + }, // Input pad bottom = 1 + { // Input pad bottom = 2 + { // Input pad right = 0 + { // Output pad bottom = 0 + Conv::template process_tile<1, 0, 2, 0, 0, 0>, + Conv::template process_tile<1, 0, 2, 0, 0, 1>, + Conv::template process_tile<1, 0, 2, 0, 0, 2>, + }, // Output pad bottom = 0 + { // Output pad bottom = 1 + Conv::template process_tile<1, 0, 2, 0, 1, 0>, + Conv::template process_tile<1, 0, 2, 0, 1, 1>, + Conv::template process_tile<1, 0, 2, 0, 1, 2>, + }, // Output pad bottom = 1 + { // Output pad bottom = 2 + Conv::template process_tile<1, 0, 2, 0, 2, 0>, + Conv::template process_tile<1, 0, 2, 0, 2, 1>, + Conv::template process_tile<1, 0, 2, 0, 2, 2>, + }, // Output pad bottom = 2 + }, // Input pad right = 0 + { // Input pad right = 1 + { // Output pad bottom = 0 + Conv::template process_tile<1, 0, 2, 1, 0, 0>, + Conv::template process_tile<1, 0, 2, 1, 0, 1>, + Conv::template process_tile<1, 0, 2, 1, 0, 2>, + }, // Output pad bottom = 0 + { // Output pad bottom = 1 + Conv::template process_tile<1, 0, 2, 1, 1, 0>, + Conv::template process_tile<1, 0, 2, 1, 1, 1>, + Conv::template process_tile<1, 0, 2, 1, 1, 2>, + }, // Output pad bottom = 1 + { // Output pad bottom = 2 + Conv::template process_tile<1, 0, 2, 1, 2, 0>, + Conv::template process_tile<1, 0, 2, 1, 2, 1>, + Conv::template process_tile<1, 0, 2, 1, 2, 2>, + }, // Output pad bottom = 2 + }, // Input pad right = 1 + { // Input pad right = 2 + { // Output pad bottom = 0 + Conv::template process_tile<1, 0, 2, 2, 0, 0>, + Conv::template process_tile<1, 0, 2, 2, 0, 1>, + Conv::template process_tile<1, 0, 2, 2, 0, 2>, + }, // Output pad bottom = 0 + { // Output pad bottom = 1 + Conv::template process_tile<1, 0, 2, 2, 1, 0>, + Conv::template process_tile<1, 0, 2, 2, 1, 1>, + Conv::template process_tile<1, 0, 2, 2, 1, 2>, + }, // Output pad bottom = 1 + { // Output pad bottom = 2 + Conv::template process_tile<1, 0, 2, 2, 2, 0>, + Conv::template process_tile<1, 0, 2, 2, 2, 1>, + Conv::template process_tile<1, 0, 2, 2, 2, 2>, + }, // Output pad bottom = 2 + }, // Input pad right = 2 + { // Input pad right = 3 + { // Output pad bottom = 0 + Conv::template process_tile<1, 0, 2, 3, 0, 0>, + Conv::template process_tile<1, 0, 2, 3, 0, 1>, + Conv::template process_tile<1, 0, 2, 3, 0, 2>, + }, // Output pad bottom = 0 + { // Output pad bottom = 1 + Conv::template process_tile<1, 0, 2, 3, 1, 0>, + Conv::template process_tile<1, 0, 2, 3, 1, 1>, + Conv::template process_tile<1, 0, 2, 3, 1, 2>, + }, // Output pad bottom = 1 + { // Output pad bottom = 2 + Conv::template process_tile<1, 0, 2, 3, 2, 0>, + Conv::template process_tile<1, 0, 2, 3, 2, 1>, + Conv::template process_tile<1, 0, 2, 3, 2, 2>, + }, // Output pad bottom = 2 + }, // Input pad right = 3 + { // Input pad right = 4 + { // Output pad bottom = 0 + Conv::template process_tile<1, 0, 2, 4, 0, 0>, + Conv::template process_tile<1, 0, 2, 4, 0, 1>, + Conv::template process_tile<1, 0, 2, 4, 0, 2>, + }, // Output pad bottom = 0 + { // Output pad bottom = 1 + Conv::template process_tile<1, 0, 2, 4, 1, 0>, + Conv::template process_tile<1, 0, 2, 4, 1, 1>, + Conv::template process_tile<1, 0, 2, 4, 1, 2>, + }, // Output pad bottom = 1 + { // Output pad bottom = 2 + Conv::template process_tile<1, 0, 2, 4, 2, 0>, + Conv::template process_tile<1, 0, 2, 4, 2, 1>, + Conv::template process_tile<1, 0, 2, 4, 2, 2>, + }, // Output pad bottom = 2 + }, // Input pad right = 4 + { // Input pad right = 5 + { // Output pad bottom = 0 + Conv::template process_tile<1, 0, 2, 5, 0, 0>, + Conv::template process_tile<1, 0, 2, 5, 0, 1>, + Conv::template process_tile<1, 0, 2, 5, 0, 2>, + }, // Output pad bottom = 0 + { // Output pad bottom = 1 + Conv::template process_tile<1, 0, 2, 5, 1, 0>, + Conv::template process_tile<1, 0, 2, 5, 1, 1>, + Conv::template process_tile<1, 0, 2, 5, 1, 2>, + }, // Output pad bottom = 1 + { // Output pad bottom = 2 + Conv::template process_tile<1, 0, 2, 5, 2, 0>, + Conv::template process_tile<1, 0, 2, 5, 2, 1>, + Conv::template process_tile<1, 0, 2, 5, 2, 2>, + }, // Output pad bottom = 2 + }, // Input pad right = 5 + { // Input pad right = 6 + { // Output pad bottom = 0 + Conv::template process_tile<1, 0, 2, 6, 0, 0>, + Conv::template process_tile<1, 0, 2, 6, 0, 1>, + Conv::template process_tile<1, 0, 2, 6, 0, 2>, + }, // Output pad bottom = 0 + { // Output pad bottom = 1 + Conv::template process_tile<1, 0, 2, 6, 1, 0>, + Conv::template process_tile<1, 0, 2, 6, 1, 1>, + Conv::template process_tile<1, 0, 2, 6, 1, 2>, + }, // Output pad bottom = 1 + { // Output pad bottom = 2 + Conv::template process_tile<1, 0, 2, 6, 2, 0>, + Conv::template process_tile<1, 0, 2, 6, 2, 1>, + Conv::template process_tile<1, 0, 2, 6, 2, 2>, + }, // Output pad bottom = 2 + }, // Input pad right = 6 + }, // Input pad bottom = 2 + { // Input pad bottom = 3 + { // Input pad right = 0 + { // Output pad bottom = 0 + Conv::template process_tile<1, 0, 3, 0, 0, 0>, + Conv::template process_tile<1, 0, 3, 0, 0, 1>, + Conv::template process_tile<1, 0, 3, 0, 0, 2>, + }, // Output pad bottom = 0 + { // Output pad bottom = 1 + Conv::template process_tile<1, 0, 3, 0, 1, 0>, + Conv::template process_tile<1, 0, 3, 0, 1, 1>, + Conv::template process_tile<1, 0, 3, 0, 1, 2>, + }, // Output pad bottom = 1 + { // Output pad bottom = 2 + Conv::template process_tile<1, 0, 3, 0, 2, 0>, + Conv::template process_tile<1, 0, 3, 0, 2, 1>, + Conv::template process_tile<1, 0, 3, 0, 2, 2>, + }, // Output pad bottom = 2 + }, // Input pad right = 0 + { // Input pad right = 1 + { // Output pad bottom = 0 + Conv::template process_tile<1, 0, 3, 1, 0, 0>, + Conv::template process_tile<1, 0, 3, 1, 0, 1>, + Conv::template process_tile<1, 0, 3, 1, 0, 2>, + }, // Output pad bottom = 0 + { // Output pad bottom = 1 + Conv::template process_tile<1, 0, 3, 1, 1, 0>, + Conv::template process_tile<1, 0, 3, 1, 1, 1>, + Conv::template process_tile<1, 0, 3, 1, 1, 2>, + }, // Output pad bottom = 1 + { // Output pad bottom = 2 + Conv::template process_tile<1, 0, 3, 1, 2, 0>, + Conv::template process_tile<1, 0, 3, 1, 2, 1>, + Conv::template process_tile<1, 0, 3, 1, 2, 2>, + }, // Output pad bottom = 2 + }, // Input pad right = 1 + { // Input pad right = 2 + { // Output pad bottom = 0 + Conv::template process_tile<1, 0, 3, 2, 0, 0>, + Conv::template process_tile<1, 0, 3, 2, 0, 1>, + Conv::template process_tile<1, 0, 3, 2, 0, 2>, + }, // Output pad bottom = 0 + { // Output pad bottom = 1 + Conv::template process_tile<1, 0, 3, 2, 1, 0>, + Conv::template process_tile<1, 0, 3, 2, 1, 1>, + Conv::template process_tile<1, 0, 3, 2, 1, 2>, + }, // Output pad bottom = 1 + { // Output pad bottom = 2 + Conv::template process_tile<1, 0, 3, 2, 2, 0>, + Conv::template process_tile<1, 0, 3, 2, 2, 1>, + Conv::template process_tile<1, 0, 3, 2, 2, 2>, + }, // Output pad bottom = 2 + }, // Input pad right = 2 + { // Input pad right = 3 + { // Output pad bottom = 0 + Conv::template process_tile<1, 0, 3, 3, 0, 0>, + Conv::template process_tile<1, 0, 3, 3, 0, 1>, + Conv::template process_tile<1, 0, 3, 3, 0, 2>, + }, // Output pad bottom = 0 + { // Output pad bottom = 1 + Conv::template process_tile<1, 0, 3, 3, 1, 0>, + Conv::template process_tile<1, 0, 3, 3, 1, 1>, + Conv::template process_tile<1, 0, 3, 3, 1, 2>, + }, // Output pad bottom = 1 + { // Output pad bottom = 2 + Conv::template process_tile<1, 0, 3, 3, 2, 0>, + Conv::template process_tile<1, 0, 3, 3, 2, 1>, + Conv::template process_tile<1, 0, 3, 3, 2, 2>, + }, // Output pad bottom = 2 + }, // Input pad right = 3 + { // Input pad right = 4 + { // Output pad bottom = 0 + Conv::template process_tile<1, 0, 3, 4, 0, 0>, + Conv::template process_tile<1, 0, 3, 4, 0, 1>, + Conv::template process_tile<1, 0, 3, 4, 0, 2>, + }, // Output pad bottom = 0 + { // Output pad bottom = 1 + Conv::template process_tile<1, 0, 3, 4, 1, 0>, + Conv::template process_tile<1, 0, 3, 4, 1, 1>, + Conv::template process_tile<1, 0, 3, 4, 1, 2>, + }, // Output pad bottom = 1 + { // Output pad bottom = 2 + Conv::template process_tile<1, 0, 3, 4, 2, 0>, + Conv::template process_tile<1, 0, 3, 4, 2, 1>, + Conv::template process_tile<1, 0, 3, 4, 2, 2>, + }, // Output pad bottom = 2 + }, // Input pad right = 4 + { // Input pad right = 5 + { // Output pad bottom = 0 + Conv::template process_tile<1, 0, 3, 5, 0, 0>, + Conv::template process_tile<1, 0, 3, 5, 0, 1>, + Conv::template process_tile<1, 0, 3, 5, 0, 2>, + }, // Output pad bottom = 0 + { // Output pad bottom = 1 + Conv::template process_tile<1, 0, 3, 5, 1, 0>, + Conv::template process_tile<1, 0, 3, 5, 1, 1>, + Conv::template process_tile<1, 0, 3, 5, 1, 2>, + }, // Output pad bottom = 1 + { // Output pad bottom = 2 + Conv::template process_tile<1, 0, 3, 5, 2, 0>, + Conv::template process_tile<1, 0, 3, 5, 2, 1>, + Conv::template process_tile<1, 0, 3, 5, 2, 2>, + }, // Output pad bottom = 2 + }, // Input pad right = 5 + { // Input pad right = 6 + { // Output pad bottom = 0 + Conv::template process_tile<1, 0, 3, 6, 0, 0>, + Conv::template process_tile<1, 0, 3, 6, 0, 1>, + Conv::template process_tile<1, 0, 3, 6, 0, 2>, + }, // Output pad bottom = 0 + { // Output pad bottom = 1 + Conv::template process_tile<1, 0, 3, 6, 1, 0>, + Conv::template process_tile<1, 0, 3, 6, 1, 1>, + Conv::template process_tile<1, 0, 3, 6, 1, 2>, + }, // Output pad bottom = 1 + { // Output pad bottom = 2 + Conv::template process_tile<1, 0, 3, 6, 2, 0>, + Conv::template process_tile<1, 0, 3, 6, 2, 1>, + Conv::template process_tile<1, 0, 3, 6, 2, 2>, + }, // Output pad bottom = 2 + }, // Input pad right = 6 + }, // Input pad bottom = 3 + { // Input pad bottom = 4 + { // Input pad right = 0 + { // Output pad bottom = 0 + Conv::template process_tile<1, 0, 4, 0, 0, 0>, + Conv::template process_tile<1, 0, 4, 0, 0, 1>, + Conv::template process_tile<1, 0, 4, 0, 0, 2>, + }, // Output pad bottom = 0 + { // Output pad bottom = 1 + Conv::template process_tile<1, 0, 4, 0, 1, 0>, + Conv::template process_tile<1, 0, 4, 0, 1, 1>, + Conv::template process_tile<1, 0, 4, 0, 1, 2>, + }, // Output pad bottom = 1 + { // Output pad bottom = 2 + Conv::template process_tile<1, 0, 4, 0, 2, 0>, + Conv::template process_tile<1, 0, 4, 0, 2, 1>, + Conv::template process_tile<1, 0, 4, 0, 2, 2>, + }, // Output pad bottom = 2 + }, // Input pad right = 0 + { // Input pad right = 1 + { // Output pad bottom = 0 + Conv::template process_tile<1, 0, 4, 1, 0, 0>, + Conv::template process_tile<1, 0, 4, 1, 0, 1>, + Conv::template process_tile<1, 0, 4, 1, 0, 2>, + }, // Output pad bottom = 0 + { // Output pad bottom = 1 + Conv::template process_tile<1, 0, 4, 1, 1, 0>, + Conv::template process_tile<1, 0, 4, 1, 1, 1>, + Conv::template process_tile<1, 0, 4, 1, 1, 2>, + }, // Output pad bottom = 1 + { // Output pad bottom = 2 + Conv::template process_tile<1, 0, 4, 1, 2, 0>, + Conv::template process_tile<1, 0, 4, 1, 2, 1>, + Conv::template process_tile<1, 0, 4, 1, 2, 2>, + }, // Output pad bottom = 2 + }, // Input pad right = 1 + { // Input pad right = 2 + { // Output pad bottom = 0 + Conv::template process_tile<1, 0, 4, 2, 0, 0>, + Conv::template process_tile<1, 0, 4, 2, 0, 1>, + Conv::template process_tile<1, 0, 4, 2, 0, 2>, + }, // Output pad bottom = 0 + { // Output pad bottom = 1 + Conv::template process_tile<1, 0, 4, 2, 1, 0>, + Conv::template process_tile<1, 0, 4, 2, 1, 1>, + Conv::template process_tile<1, 0, 4, 2, 1, 2>, + }, // Output pad bottom = 1 + { // Output pad bottom = 2 + Conv::template process_tile<1, 0, 4, 2, 2, 0>, + Conv::template process_tile<1, 0, 4, 2, 2, 1>, + Conv::template process_tile<1, 0, 4, 2, 2, 2>, + }, // Output pad bottom = 2 + }, // Input pad right = 2 + { // Input pad right = 3 + { // Output pad bottom = 0 + Conv::template process_tile<1, 0, 4, 3, 0, 0>, + Conv::template process_tile<1, 0, 4, 3, 0, 1>, + Conv::template process_tile<1, 0, 4, 3, 0, 2>, + }, // Output pad bottom = 0 + { // Output pad bottom = 1 + Conv::template process_tile<1, 0, 4, 3, 1, 0>, + Conv::template process_tile<1, 0, 4, 3, 1, 1>, + Conv::template process_tile<1, 0, 4, 3, 1, 2>, + }, // Output pad bottom = 1 + { // Output pad bottom = 2 + Conv::template process_tile<1, 0, 4, 3, 2, 0>, + Conv::template process_tile<1, 0, 4, 3, 2, 1>, + Conv::template process_tile<1, 0, 4, 3, 2, 2>, + }, // Output pad bottom = 2 + }, // Input pad right = 3 + { // Input pad right = 4 + { // Output pad bottom = 0 + Conv::template process_tile<1, 0, 4, 4, 0, 0>, + Conv::template process_tile<1, 0, 4, 4, 0, 1>, + Conv::template process_tile<1, 0, 4, 4, 0, 2>, + }, // Output pad bottom = 0 + { // Output pad bottom = 1 + Conv::template process_tile<1, 0, 4, 4, 1, 0>, + Conv::template process_tile<1, 0, 4, 4, 1, 1>, + Conv::template process_tile<1, 0, 4, 4, 1, 2>, + }, // Output pad bottom = 1 + { // Output pad bottom = 2 + Conv::template process_tile<1, 0, 4, 4, 2, 0>, + Conv::template process_tile<1, 0, 4, 4, 2, 1>, + Conv::template process_tile<1, 0, 4, 4, 2, 2>, + }, // Output pad bottom = 2 + }, // Input pad right = 4 + { // Input pad right = 5 + { // Output pad bottom = 0 + Conv::template process_tile<1, 0, 4, 5, 0, 0>, + Conv::template process_tile<1, 0, 4, 5, 0, 1>, + Conv::template process_tile<1, 0, 4, 5, 0, 2>, + }, // Output pad bottom = 0 + { // Output pad bottom = 1 + Conv::template process_tile<1, 0, 4, 5, 1, 0>, + Conv::template process_tile<1, 0, 4, 5, 1, 1>, + Conv::template process_tile<1, 0, 4, 5, 1, 2>, + }, // Output pad bottom = 1 + { // Output pad bottom = 2 + Conv::template process_tile<1, 0, 4, 5, 2, 0>, + Conv::template process_tile<1, 0, 4, 5, 2, 1>, + Conv::template process_tile<1, 0, 4, 5, 2, 2>, + }, // Output pad bottom = 2 + }, // Input pad right = 5 + { // Input pad right = 6 + { // Output pad bottom = 0 + Conv::template process_tile<1, 0, 4, 6, 0, 0>, + Conv::template process_tile<1, 0, 4, 6, 0, 1>, + Conv::template process_tile<1, 0, 4, 6, 0, 2>, + }, // Output pad bottom = 0 + { // Output pad bottom = 1 + Conv::template process_tile<1, 0, 4, 6, 1, 0>, + Conv::template process_tile<1, 0, 4, 6, 1, 1>, + Conv::template process_tile<1, 0, 4, 6, 1, 2>, + }, // Output pad bottom = 1 + { // Output pad bottom = 2 + Conv::template process_tile<1, 0, 4, 6, 2, 0>, + Conv::template process_tile<1, 0, 4, 6, 2, 1>, + Conv::template process_tile<1, 0, 4, 6, 2, 2>, + }, // Output pad bottom = 2 + }, // Input pad right = 6 + }, // Input pad bottom = 4 + { // Input pad bottom = 5 + { // Input pad right = 0 + { // Output pad bottom = 0 + Conv::template process_tile<1, 0, 5, 0, 0, 0>, + Conv::template process_tile<1, 0, 5, 0, 0, 1>, + Conv::template process_tile<1, 0, 5, 0, 0, 2>, + }, // Output pad bottom = 0 + { // Output pad bottom = 1 + Conv::template process_tile<1, 0, 5, 0, 1, 0>, + Conv::template process_tile<1, 0, 5, 0, 1, 1>, + Conv::template process_tile<1, 0, 5, 0, 1, 2>, + }, // Output pad bottom = 1 + { // Output pad bottom = 2 + Conv::template process_tile<1, 0, 5, 0, 2, 0>, + Conv::template process_tile<1, 0, 5, 0, 2, 1>, + Conv::template process_tile<1, 0, 5, 0, 2, 2>, + }, // Output pad bottom = 2 + }, // Input pad right = 0 + { // Input pad right = 1 + { // Output pad bottom = 0 + Conv::template process_tile<1, 0, 5, 1, 0, 0>, + Conv::template process_tile<1, 0, 5, 1, 0, 1>, + Conv::template process_tile<1, 0, 5, 1, 0, 2>, + }, // Output pad bottom = 0 + { // Output pad bottom = 1 + Conv::template process_tile<1, 0, 5, 1, 1, 0>, + Conv::template process_tile<1, 0, 5, 1, 1, 1>, + Conv::template process_tile<1, 0, 5, 1, 1, 2>, + }, // Output pad bottom = 1 + { // Output pad bottom = 2 + Conv::template process_tile<1, 0, 5, 1, 2, 0>, + Conv::template process_tile<1, 0, 5, 1, 2, 1>, + Conv::template process_tile<1, 0, 5, 1, 2, 2>, + }, // Output pad bottom = 2 + }, // Input pad right = 1 + { // Input pad right = 2 + { // Output pad bottom = 0 + Conv::template process_tile<1, 0, 5, 2, 0, 0>, + Conv::template process_tile<1, 0, 5, 2, 0, 1>, + Conv::template process_tile<1, 0, 5, 2, 0, 2>, + }, // Output pad bottom = 0 + { // Output pad bottom = 1 + Conv::template process_tile<1, 0, 5, 2, 1, 0>, + Conv::template process_tile<1, 0, 5, 2, 1, 1>, + Conv::template process_tile<1, 0, 5, 2, 1, 2>, + }, // Output pad bottom = 1 + { // Output pad bottom = 2 + Conv::template process_tile<1, 0, 5, 2, 2, 0>, + Conv::template process_tile<1, 0, 5, 2, 2, 1>, + Conv::template process_tile<1, 0, 5, 2, 2, 2>, + }, // Output pad bottom = 2 + }, // Input pad right = 2 + { // Input pad right = 3 + { // Output pad bottom = 0 + Conv::template process_tile<1, 0, 5, 3, 0, 0>, + Conv::template process_tile<1, 0, 5, 3, 0, 1>, + Conv::template process_tile<1, 0, 5, 3, 0, 2>, + }, // Output pad bottom = 0 + { // Output pad bottom = 1 + Conv::template process_tile<1, 0, 5, 3, 1, 0>, + Conv::template process_tile<1, 0, 5, 3, 1, 1>, + Conv::template process_tile<1, 0, 5, 3, 1, 2>, + }, // Output pad bottom = 1 + { // Output pad bottom = 2 + Conv::template process_tile<1, 0, 5, 3, 2, 0>, + Conv::template process_tile<1, 0, 5, 3, 2, 1>, + Conv::template process_tile<1, 0, 5, 3, 2, 2>, + }, // Output pad bottom = 2 + }, // Input pad right = 3 + { // Input pad right = 4 + { // Output pad bottom = 0 + Conv::template process_tile<1, 0, 5, 4, 0, 0>, + Conv::template process_tile<1, 0, 5, 4, 0, 1>, + Conv::template process_tile<1, 0, 5, 4, 0, 2>, + }, // Output pad bottom = 0 + { // Output pad bottom = 1 + Conv::template process_tile<1, 0, 5, 4, 1, 0>, + Conv::template process_tile<1, 0, 5, 4, 1, 1>, + Conv::template process_tile<1, 0, 5, 4, 1, 2>, + }, // Output pad bottom = 1 + { // Output pad bottom = 2 + Conv::template process_tile<1, 0, 5, 4, 2, 0>, + Conv::template process_tile<1, 0, 5, 4, 2, 1>, + Conv::template process_tile<1, 0, 5, 4, 2, 2>, + }, // Output pad bottom = 2 + }, // Input pad right = 4 + { // Input pad right = 5 + { // Output pad bottom = 0 + Conv::template process_tile<1, 0, 5, 5, 0, 0>, + Conv::template process_tile<1, 0, 5, 5, 0, 1>, + Conv::template process_tile<1, 0, 5, 5, 0, 2>, + }, // Output pad bottom = 0 + { // Output pad bottom = 1 + Conv::template process_tile<1, 0, 5, 5, 1, 0>, + Conv::template process_tile<1, 0, 5, 5, 1, 1>, + Conv::template process_tile<1, 0, 5, 5, 1, 2>, + }, // Output pad bottom = 1 + { // Output pad bottom = 2 + Conv::template process_tile<1, 0, 5, 5, 2, 0>, + Conv::template process_tile<1, 0, 5, 5, 2, 1>, + Conv::template process_tile<1, 0, 5, 5, 2, 2>, + }, // Output pad bottom = 2 + }, // Input pad right = 5 + { // Input pad right = 6 + { // Output pad bottom = 0 + Conv::template process_tile<1, 0, 5, 6, 0, 0>, + Conv::template process_tile<1, 0, 5, 6, 0, 1>, + Conv::template process_tile<1, 0, 5, 6, 0, 2>, + }, // Output pad bottom = 0 + { // Output pad bottom = 1 + Conv::template process_tile<1, 0, 5, 6, 1, 0>, + Conv::template process_tile<1, 0, 5, 6, 1, 1>, + Conv::template process_tile<1, 0, 5, 6, 1, 2>, + }, // Output pad bottom = 1 + { // Output pad bottom = 2 + Conv::template process_tile<1, 0, 5, 6, 2, 0>, + Conv::template process_tile<1, 0, 5, 6, 2, 1>, + Conv::template process_tile<1, 0, 5, 6, 2, 2>, + }, // Output pad bottom = 2 + }, // Input pad right = 6 + }, // Input pad bottom = 5 + { // Input pad bottom = 6 + { // Input pad right = 0 + { // Output pad bottom = 0 + Conv::template process_tile<1, 0, 6, 0, 0, 0>, + Conv::template process_tile<1, 0, 6, 0, 0, 1>, + Conv::template process_tile<1, 0, 6, 0, 0, 2>, + }, // Output pad bottom = 0 + { // Output pad bottom = 1 + Conv::template process_tile<1, 0, 6, 0, 1, 0>, + Conv::template process_tile<1, 0, 6, 0, 1, 1>, + Conv::template process_tile<1, 0, 6, 0, 1, 2>, + }, // Output pad bottom = 1 + { // Output pad bottom = 2 + Conv::template process_tile<1, 0, 6, 0, 2, 0>, + Conv::template process_tile<1, 0, 6, 0, 2, 1>, + Conv::template process_tile<1, 0, 6, 0, 2, 2>, + }, // Output pad bottom = 2 + }, // Input pad right = 0 + { // Input pad right = 1 + { // Output pad bottom = 0 + Conv::template process_tile<1, 0, 6, 1, 0, 0>, + Conv::template process_tile<1, 0, 6, 1, 0, 1>, + Conv::template process_tile<1, 0, 6, 1, 0, 2>, + }, // Output pad bottom = 0 + { // Output pad bottom = 1 + Conv::template process_tile<1, 0, 6, 1, 1, 0>, + Conv::template process_tile<1, 0, 6, 1, 1, 1>, + Conv::template process_tile<1, 0, 6, 1, 1, 2>, + }, // Output pad bottom = 1 + { // Output pad bottom = 2 + Conv::template process_tile<1, 0, 6, 1, 2, 0>, + Conv::template process_tile<1, 0, 6, 1, 2, 1>, + Conv::template process_tile<1, 0, 6, 1, 2, 2>, + }, // Output pad bottom = 2 + }, // Input pad right = 1 + { // Input pad right = 2 + { // Output pad bottom = 0 + Conv::template process_tile<1, 0, 6, 2, 0, 0>, + Conv::template process_tile<1, 0, 6, 2, 0, 1>, + Conv::template process_tile<1, 0, 6, 2, 0, 2>, + }, // Output pad bottom = 0 + { // Output pad bottom = 1 + Conv::template process_tile<1, 0, 6, 2, 1, 0>, + Conv::template process_tile<1, 0, 6, 2, 1, 1>, + Conv::template process_tile<1, 0, 6, 2, 1, 2>, + }, // Output pad bottom = 1 + { // Output pad bottom = 2 + Conv::template process_tile<1, 0, 6, 2, 2, 0>, + Conv::template process_tile<1, 0, 6, 2, 2, 1>, + Conv::template process_tile<1, 0, 6, 2, 2, 2>, + }, // Output pad bottom = 2 + }, // Input pad right = 2 + { // Input pad right = 3 + { // Output pad bottom = 0 + Conv::template process_tile<1, 0, 6, 3, 0, 0>, + Conv::template process_tile<1, 0, 6, 3, 0, 1>, + Conv::template process_tile<1, 0, 6, 3, 0, 2>, + }, // Output pad bottom = 0 + { // Output pad bottom = 1 + Conv::template process_tile<1, 0, 6, 3, 1, 0>, + Conv::template process_tile<1, 0, 6, 3, 1, 1>, + Conv::template process_tile<1, 0, 6, 3, 1, 2>, + }, // Output pad bottom = 1 + { // Output pad bottom = 2 + Conv::template process_tile<1, 0, 6, 3, 2, 0>, + Conv::template process_tile<1, 0, 6, 3, 2, 1>, + Conv::template process_tile<1, 0, 6, 3, 2, 2>, + }, // Output pad bottom = 2 + }, // Input pad right = 3 + { // Input pad right = 4 + { // Output pad bottom = 0 + Conv::template process_tile<1, 0, 6, 4, 0, 0>, + Conv::template process_tile<1, 0, 6, 4, 0, 1>, + Conv::template process_tile<1, 0, 6, 4, 0, 2>, + }, // Output pad bottom = 0 + { // Output pad bottom = 1 + Conv::template process_tile<1, 0, 6, 4, 1, 0>, + Conv::template process_tile<1, 0, 6, 4, 1, 1>, + Conv::template process_tile<1, 0, 6, 4, 1, 2>, + }, // Output pad bottom = 1 + { // Output pad bottom = 2 + Conv::template process_tile<1, 0, 6, 4, 2, 0>, + Conv::template process_tile<1, 0, 6, 4, 2, 1>, + Conv::template process_tile<1, 0, 6, 4, 2, 2>, + }, // Output pad bottom = 2 + }, // Input pad right = 4 + { // Input pad right = 5 + { // Output pad bottom = 0 + Conv::template process_tile<1, 0, 6, 5, 0, 0>, + Conv::template process_tile<1, 0, 6, 5, 0, 1>, + Conv::template process_tile<1, 0, 6, 5, 0, 2>, + }, // Output pad bottom = 0 + { // Output pad bottom = 1 + Conv::template process_tile<1, 0, 6, 5, 1, 0>, + Conv::template process_tile<1, 0, 6, 5, 1, 1>, + Conv::template process_tile<1, 0, 6, 5, 1, 2>, + }, // Output pad bottom = 1 + { // Output pad bottom = 2 + Conv::template process_tile<1, 0, 6, 5, 2, 0>, + Conv::template process_tile<1, 0, 6, 5, 2, 1>, + Conv::template process_tile<1, 0, 6, 5, 2, 2>, + }, // Output pad bottom = 2 + }, // Input pad right = 5 + { // Input pad right = 6 + { // Output pad bottom = 0 + Conv::template process_tile<1, 0, 6, 6, 0, 0>, + Conv::template process_tile<1, 0, 6, 6, 0, 1>, + Conv::template process_tile<1, 0, 6, 6, 0, 2>, + }, // Output pad bottom = 0 + { // Output pad bottom = 1 + Conv::template process_tile<1, 0, 6, 6, 1, 0>, + Conv::template process_tile<1, 0, 6, 6, 1, 1>, + Conv::template process_tile<1, 0, 6, 6, 1, 2>, + }, // Output pad bottom = 1 + { // Output pad bottom = 2 + Conv::template process_tile<1, 0, 6, 6, 2, 0>, + Conv::template process_tile<1, 0, 6, 6, 2, 1>, + Conv::template process_tile<1, 0, 6, 6, 2, 2>, + }, // Output pad bottom = 2 + }, // Input pad right = 6 + }, // Input pad bottom = 6 + }, // Input pad left = 0 + { // Input pad left = 1 + { // Input pad bottom = 0 + { // Input pad right = 0 + { // Output pad bottom = 0 + Conv::template process_tile<1, 1, 0, 0, 0, 0>, + Conv::template process_tile<1, 1, 0, 0, 0, 1>, + Conv::template process_tile<1, 1, 0, 0, 0, 2>, + }, // Output pad bottom = 0 + { // Output pad bottom = 1 + Conv::template process_tile<1, 1, 0, 0, 1, 0>, + Conv::template process_tile<1, 1, 0, 0, 1, 1>, + Conv::template process_tile<1, 1, 0, 0, 1, 2>, + }, // Output pad bottom = 1 + { // Output pad bottom = 2 + Conv::template process_tile<1, 1, 0, 0, 2, 0>, + Conv::template process_tile<1, 1, 0, 0, 2, 1>, + Conv::template process_tile<1, 1, 0, 0, 2, 2>, + }, // Output pad bottom = 2 + }, // Input pad right = 0 + { // Input pad right = 1 + { // Output pad bottom = 0 + Conv::template process_tile<1, 1, 0, 1, 0, 0>, + Conv::template process_tile<1, 1, 0, 1, 0, 1>, + Conv::template process_tile<1, 1, 0, 1, 0, 2>, + }, // Output pad bottom = 0 + { // Output pad bottom = 1 + Conv::template process_tile<1, 1, 0, 1, 1, 0>, + Conv::template process_tile<1, 1, 0, 1, 1, 1>, + Conv::template process_tile<1, 1, 0, 1, 1, 2>, + }, // Output pad bottom = 1 + { // Output pad bottom = 2 + Conv::template process_tile<1, 1, 0, 1, 2, 0>, + Conv::template process_tile<1, 1, 0, 1, 2, 1>, + Conv::template process_tile<1, 1, 0, 1, 2, 2>, + }, // Output pad bottom = 2 + }, // Input pad right = 1 + { // Input pad right = 2 + { // Output pad bottom = 0 + Conv::template process_tile<1, 1, 0, 2, 0, 0>, + Conv::template process_tile<1, 1, 0, 2, 0, 1>, + Conv::template process_tile<1, 1, 0, 2, 0, 2>, + }, // Output pad bottom = 0 + { // Output pad bottom = 1 + Conv::template process_tile<1, 1, 0, 2, 1, 0>, + Conv::template process_tile<1, 1, 0, 2, 1, 1>, + Conv::template process_tile<1, 1, 0, 2, 1, 2>, + }, // Output pad bottom = 1 + { // Output pad bottom = 2 + Conv::template process_tile<1, 1, 0, 2, 2, 0>, + Conv::template process_tile<1, 1, 0, 2, 2, 1>, + Conv::template process_tile<1, 1, 0, 2, 2, 2>, + }, // Output pad bottom = 2 + }, // Input pad right = 2 + { // Input pad right = 3 + { // Output pad bottom = 0 + Conv::template process_tile<1, 1, 0, 3, 0, 0>, + Conv::template process_tile<1, 1, 0, 3, 0, 1>, + Conv::template process_tile<1, 1, 0, 3, 0, 2>, + }, // Output pad bottom = 0 + { // Output pad bottom = 1 + Conv::template process_tile<1, 1, 0, 3, 1, 0>, + Conv::template process_tile<1, 1, 0, 3, 1, 1>, + Conv::template process_tile<1, 1, 0, 3, 1, 2>, + }, // Output pad bottom = 1 + { // Output pad bottom = 2 + Conv::template process_tile<1, 1, 0, 3, 2, 0>, + Conv::template process_tile<1, 1, 0, 3, 2, 1>, + Conv::template process_tile<1, 1, 0, 3, 2, 2>, + }, // Output pad bottom = 2 + }, // Input pad right = 3 + { // Input pad right = 4 + { // Output pad bottom = 0 + Conv::template process_tile<1, 1, 0, 4, 0, 0>, + Conv::template process_tile<1, 1, 0, 4, 0, 1>, + Conv::template process_tile<1, 1, 0, 4, 0, 2>, + }, // Output pad bottom = 0 + { // Output pad bottom = 1 + Conv::template process_tile<1, 1, 0, 4, 1, 0>, + Conv::template process_tile<1, 1, 0, 4, 1, 1>, + Conv::template process_tile<1, 1, 0, 4, 1, 2>, + }, // Output pad bottom = 1 + { // Output pad bottom = 2 + Conv::template process_tile<1, 1, 0, 4, 2, 0>, + Conv::template process_tile<1, 1, 0, 4, 2, 1>, + Conv::template process_tile<1, 1, 0, 4, 2, 2>, + }, // Output pad bottom = 2 + }, // Input pad right = 4 + { // Input pad right = 5 + { // Output pad bottom = 0 + Conv::template process_tile<1, 1, 0, 5, 0, 0>, + Conv::template process_tile<1, 1, 0, 5, 0, 1>, + Conv::template process_tile<1, 1, 0, 5, 0, 2>, + }, // Output pad bottom = 0 + { // Output pad bottom = 1 + Conv::template process_tile<1, 1, 0, 5, 1, 0>, + Conv::template process_tile<1, 1, 0, 5, 1, 1>, + Conv::template process_tile<1, 1, 0, 5, 1, 2>, + }, // Output pad bottom = 1 + { // Output pad bottom = 2 + Conv::template process_tile<1, 1, 0, 5, 2, 0>, + Conv::template process_tile<1, 1, 0, 5, 2, 1>, + Conv::template process_tile<1, 1, 0, 5, 2, 2>, + }, // Output pad bottom = 2 + }, // Input pad right = 5 + { // Input pad right = 6 + { // Output pad bottom = 0 + Conv::template process_tile<1, 1, 0, 6, 0, 0>, + Conv::template process_tile<1, 1, 0, 6, 0, 1>, + Conv::template process_tile<1, 1, 0, 6, 0, 2>, + }, // Output pad bottom = 0 + { // Output pad bottom = 1 + Conv::template process_tile<1, 1, 0, 6, 1, 0>, + Conv::template process_tile<1, 1, 0, 6, 1, 1>, + Conv::template process_tile<1, 1, 0, 6, 1, 2>, + }, // Output pad bottom = 1 + { // Output pad bottom = 2 + Conv::template process_tile<1, 1, 0, 6, 2, 0>, + Conv::template process_tile<1, 1, 0, 6, 2, 1>, + Conv::template process_tile<1, 1, 0, 6, 2, 2>, + }, // Output pad bottom = 2 + }, // Input pad right = 6 + }, // Input pad bottom = 0 + { // Input pad bottom = 1 + { // Input pad right = 0 + { // Output pad bottom = 0 + Conv::template process_tile<1, 1, 1, 0, 0, 0>, + Conv::template process_tile<1, 1, 1, 0, 0, 1>, + Conv::template process_tile<1, 1, 1, 0, 0, 2>, + }, // Output pad bottom = 0 + { // Output pad bottom = 1 + Conv::template process_tile<1, 1, 1, 0, 1, 0>, + Conv::template process_tile<1, 1, 1, 0, 1, 1>, + Conv::template process_tile<1, 1, 1, 0, 1, 2>, + }, // Output pad bottom = 1 + { // Output pad bottom = 2 + Conv::template process_tile<1, 1, 1, 0, 2, 0>, + Conv::template process_tile<1, 1, 1, 0, 2, 1>, + Conv::template process_tile<1, 1, 1, 0, 2, 2>, + }, // Output pad bottom = 2 + }, // Input pad right = 0 + { // Input pad right = 1 + { // Output pad bottom = 0 + Conv::template process_tile<1, 1, 1, 1, 0, 0>, + Conv::template process_tile<1, 1, 1, 1, 0, 1>, + Conv::template process_tile<1, 1, 1, 1, 0, 2>, + }, // Output pad bottom = 0 + { // Output pad bottom = 1 + Conv::template process_tile<1, 1, 1, 1, 1, 0>, + Conv::template process_tile<1, 1, 1, 1, 1, 1>, + Conv::template process_tile<1, 1, 1, 1, 1, 2>, + }, // Output pad bottom = 1 + { // Output pad bottom = 2 + Conv::template process_tile<1, 1, 1, 1, 2, 0>, + Conv::template process_tile<1, 1, 1, 1, 2, 1>, + Conv::template process_tile<1, 1, 1, 1, 2, 2>, + }, // Output pad bottom = 2 + }, // Input pad right = 1 + { // Input pad right = 2 + { // Output pad bottom = 0 + Conv::template process_tile<1, 1, 1, 2, 0, 0>, + Conv::template process_tile<1, 1, 1, 2, 0, 1>, + Conv::template process_tile<1, 1, 1, 2, 0, 2>, + }, // Output pad bottom = 0 + { // Output pad bottom = 1 + Conv::template process_tile<1, 1, 1, 2, 1, 0>, + Conv::template process_tile<1, 1, 1, 2, 1, 1>, + Conv::template process_tile<1, 1, 1, 2, 1, 2>, + }, // Output pad bottom = 1 + { // Output pad bottom = 2 + Conv::template process_tile<1, 1, 1, 2, 2, 0>, + Conv::template process_tile<1, 1, 1, 2, 2, 1>, + Conv::template process_tile<1, 1, 1, 2, 2, 2>, + }, // Output pad bottom = 2 + }, // Input pad right = 2 + { // Input pad right = 3 + { // Output pad bottom = 0 + Conv::template process_tile<1, 1, 1, 3, 0, 0>, + Conv::template process_tile<1, 1, 1, 3, 0, 1>, + Conv::template process_tile<1, 1, 1, 3, 0, 2>, + }, // Output pad bottom = 0 + { // Output pad bottom = 1 + Conv::template process_tile<1, 1, 1, 3, 1, 0>, + Conv::template process_tile<1, 1, 1, 3, 1, 1>, + Conv::template process_tile<1, 1, 1, 3, 1, 2>, + }, // Output pad bottom = 1 + { // Output pad bottom = 2 + Conv::template process_tile<1, 1, 1, 3, 2, 0>, + Conv::template process_tile<1, 1, 1, 3, 2, 1>, + Conv::template process_tile<1, 1, 1, 3, 2, 2>, + }, // Output pad bottom = 2 + }, // Input pad right = 3 + { // Input pad right = 4 + { // Output pad bottom = 0 + Conv::template process_tile<1, 1, 1, 4, 0, 0>, + Conv::template process_tile<1, 1, 1, 4, 0, 1>, + Conv::template process_tile<1, 1, 1, 4, 0, 2>, + }, // Output pad bottom = 0 + { // Output pad bottom = 1 + Conv::template process_tile<1, 1, 1, 4, 1, 0>, + Conv::template process_tile<1, 1, 1, 4, 1, 1>, + Conv::template process_tile<1, 1, 1, 4, 1, 2>, + }, // Output pad bottom = 1 + { // Output pad bottom = 2 + Conv::template process_tile<1, 1, 1, 4, 2, 0>, + Conv::template process_tile<1, 1, 1, 4, 2, 1>, + Conv::template process_tile<1, 1, 1, 4, 2, 2>, + }, // Output pad bottom = 2 + }, // Input pad right = 4 + { // Input pad right = 5 + { // Output pad bottom = 0 + Conv::template process_tile<1, 1, 1, 5, 0, 0>, + Conv::template process_tile<1, 1, 1, 5, 0, 1>, + Conv::template process_tile<1, 1, 1, 5, 0, 2>, + }, // Output pad bottom = 0 + { // Output pad bottom = 1 + Conv::template process_tile<1, 1, 1, 5, 1, 0>, + Conv::template process_tile<1, 1, 1, 5, 1, 1>, + Conv::template process_tile<1, 1, 1, 5, 1, 2>, + }, // Output pad bottom = 1 + { // Output pad bottom = 2 + Conv::template process_tile<1, 1, 1, 5, 2, 0>, + Conv::template process_tile<1, 1, 1, 5, 2, 1>, + Conv::template process_tile<1, 1, 1, 5, 2, 2>, + }, // Output pad bottom = 2 + }, // Input pad right = 5 + { // Input pad right = 6 + { // Output pad bottom = 0 + Conv::template process_tile<1, 1, 1, 6, 0, 0>, + Conv::template process_tile<1, 1, 1, 6, 0, 1>, + Conv::template process_tile<1, 1, 1, 6, 0, 2>, + }, // Output pad bottom = 0 + { // Output pad bottom = 1 + Conv::template process_tile<1, 1, 1, 6, 1, 0>, + Conv::template process_tile<1, 1, 1, 6, 1, 1>, + Conv::template process_tile<1, 1, 1, 6, 1, 2>, + }, // Output pad bottom = 1 + { // Output pad bottom = 2 + Conv::template process_tile<1, 1, 1, 6, 2, 0>, + Conv::template process_tile<1, 1, 1, 6, 2, 1>, + Conv::template process_tile<1, 1, 1, 6, 2, 2>, + }, // Output pad bottom = 2 + }, // Input pad right = 6 + }, // Input pad bottom = 1 + { // Input pad bottom = 2 + { // Input pad right = 0 + { // Output pad bottom = 0 + Conv::template process_tile<1, 1, 2, 0, 0, 0>, + Conv::template process_tile<1, 1, 2, 0, 0, 1>, + Conv::template process_tile<1, 1, 2, 0, 0, 2>, + }, // Output pad bottom = 0 + { // Output pad bottom = 1 + Conv::template process_tile<1, 1, 2, 0, 1, 0>, + Conv::template process_tile<1, 1, 2, 0, 1, 1>, + Conv::template process_tile<1, 1, 2, 0, 1, 2>, + }, // Output pad bottom = 1 + { // Output pad bottom = 2 + Conv::template process_tile<1, 1, 2, 0, 2, 0>, + Conv::template process_tile<1, 1, 2, 0, 2, 1>, + Conv::template process_tile<1, 1, 2, 0, 2, 2>, + }, // Output pad bottom = 2 + }, // Input pad right = 0 + { // Input pad right = 1 + { // Output pad bottom = 0 + Conv::template process_tile<1, 1, 2, 1, 0, 0>, + Conv::template process_tile<1, 1, 2, 1, 0, 1>, + Conv::template process_tile<1, 1, 2, 1, 0, 2>, + }, // Output pad bottom = 0 + { // Output pad bottom = 1 + Conv::template process_tile<1, 1, 2, 1, 1, 0>, + Conv::template process_tile<1, 1, 2, 1, 1, 1>, + Conv::template process_tile<1, 1, 2, 1, 1, 2>, + }, // Output pad bottom = 1 + { // Output pad bottom = 2 + Conv::template process_tile<1, 1, 2, 1, 2, 0>, + Conv::template process_tile<1, 1, 2, 1, 2, 1>, + Conv::template process_tile<1, 1, 2, 1, 2, 2>, + }, // Output pad bottom = 2 + }, // Input pad right = 1 + { // Input pad right = 2 + { // Output pad bottom = 0 + Conv::template process_tile<1, 1, 2, 2, 0, 0>, + Conv::template process_tile<1, 1, 2, 2, 0, 1>, + Conv::template process_tile<1, 1, 2, 2, 0, 2>, + }, // Output pad bottom = 0 + { // Output pad bottom = 1 + Conv::template process_tile<1, 1, 2, 2, 1, 0>, + Conv::template process_tile<1, 1, 2, 2, 1, 1>, + Conv::template process_tile<1, 1, 2, 2, 1, 2>, + }, // Output pad bottom = 1 + { // Output pad bottom = 2 + Conv::template process_tile<1, 1, 2, 2, 2, 0>, + Conv::template process_tile<1, 1, 2, 2, 2, 1>, + Conv::template process_tile<1, 1, 2, 2, 2, 2>, + }, // Output pad bottom = 2 + }, // Input pad right = 2 + { // Input pad right = 3 + { // Output pad bottom = 0 + Conv::template process_tile<1, 1, 2, 3, 0, 0>, + Conv::template process_tile<1, 1, 2, 3, 0, 1>, + Conv::template process_tile<1, 1, 2, 3, 0, 2>, + }, // Output pad bottom = 0 + { // Output pad bottom = 1 + Conv::template process_tile<1, 1, 2, 3, 1, 0>, + Conv::template process_tile<1, 1, 2, 3, 1, 1>, + Conv::template process_tile<1, 1, 2, 3, 1, 2>, + }, // Output pad bottom = 1 + { // Output pad bottom = 2 + Conv::template process_tile<1, 1, 2, 3, 2, 0>, + Conv::template process_tile<1, 1, 2, 3, 2, 1>, + Conv::template process_tile<1, 1, 2, 3, 2, 2>, + }, // Output pad bottom = 2 + }, // Input pad right = 3 + { // Input pad right = 4 + { // Output pad bottom = 0 + Conv::template process_tile<1, 1, 2, 4, 0, 0>, + Conv::template process_tile<1, 1, 2, 4, 0, 1>, + Conv::template process_tile<1, 1, 2, 4, 0, 2>, + }, // Output pad bottom = 0 + { // Output pad bottom = 1 + Conv::template process_tile<1, 1, 2, 4, 1, 0>, + Conv::template process_tile<1, 1, 2, 4, 1, 1>, + Conv::template process_tile<1, 1, 2, 4, 1, 2>, + }, // Output pad bottom = 1 + { // Output pad bottom = 2 + Conv::template process_tile<1, 1, 2, 4, 2, 0>, + Conv::template process_tile<1, 1, 2, 4, 2, 1>, + Conv::template process_tile<1, 1, 2, 4, 2, 2>, + }, // Output pad bottom = 2 + }, // Input pad right = 4 + { // Input pad right = 5 + { // Output pad bottom = 0 + Conv::template process_tile<1, 1, 2, 5, 0, 0>, + Conv::template process_tile<1, 1, 2, 5, 0, 1>, + Conv::template process_tile<1, 1, 2, 5, 0, 2>, + }, // Output pad bottom = 0 + { // Output pad bottom = 1 + Conv::template process_tile<1, 1, 2, 5, 1, 0>, + Conv::template process_tile<1, 1, 2, 5, 1, 1>, + Conv::template process_tile<1, 1, 2, 5, 1, 2>, + }, // Output pad bottom = 1 + { // Output pad bottom = 2 + Conv::template process_tile<1, 1, 2, 5, 2, 0>, + Conv::template process_tile<1, 1, 2, 5, 2, 1>, + Conv::template process_tile<1, 1, 2, 5, 2, 2>, + }, // Output pad bottom = 2 + }, // Input pad right = 5 + { // Input pad right = 6 + { // Output pad bottom = 0 + Conv::template process_tile<1, 1, 2, 6, 0, 0>, + Conv::template process_tile<1, 1, 2, 6, 0, 1>, + Conv::template process_tile<1, 1, 2, 6, 0, 2>, + }, // Output pad bottom = 0 + { // Output pad bottom = 1 + Conv::template process_tile<1, 1, 2, 6, 1, 0>, + Conv::template process_tile<1, 1, 2, 6, 1, 1>, + Conv::template process_tile<1, 1, 2, 6, 1, 2>, + }, // Output pad bottom = 1 + { // Output pad bottom = 2 + Conv::template process_tile<1, 1, 2, 6, 2, 0>, + Conv::template process_tile<1, 1, 2, 6, 2, 1>, + Conv::template process_tile<1, 1, 2, 6, 2, 2>, + }, // Output pad bottom = 2 + }, // Input pad right = 6 + }, // Input pad bottom = 2 + { // Input pad bottom = 3 + { // Input pad right = 0 + { // Output pad bottom = 0 + Conv::template process_tile<1, 1, 3, 0, 0, 0>, + Conv::template process_tile<1, 1, 3, 0, 0, 1>, + Conv::template process_tile<1, 1, 3, 0, 0, 2>, + }, // Output pad bottom = 0 + { // Output pad bottom = 1 + Conv::template process_tile<1, 1, 3, 0, 1, 0>, + Conv::template process_tile<1, 1, 3, 0, 1, 1>, + Conv::template process_tile<1, 1, 3, 0, 1, 2>, + }, // Output pad bottom = 1 + { // Output pad bottom = 2 + Conv::template process_tile<1, 1, 3, 0, 2, 0>, + Conv::template process_tile<1, 1, 3, 0, 2, 1>, + Conv::template process_tile<1, 1, 3, 0, 2, 2>, + }, // Output pad bottom = 2 + }, // Input pad right = 0 + { // Input pad right = 1 + { // Output pad bottom = 0 + Conv::template process_tile<1, 1, 3, 1, 0, 0>, + Conv::template process_tile<1, 1, 3, 1, 0, 1>, + Conv::template process_tile<1, 1, 3, 1, 0, 2>, + }, // Output pad bottom = 0 + { // Output pad bottom = 1 + Conv::template process_tile<1, 1, 3, 1, 1, 0>, + Conv::template process_tile<1, 1, 3, 1, 1, 1>, + Conv::template process_tile<1, 1, 3, 1, 1, 2>, + }, // Output pad bottom = 1 + { // Output pad bottom = 2 + Conv::template process_tile<1, 1, 3, 1, 2, 0>, + Conv::template process_tile<1, 1, 3, 1, 2, 1>, + Conv::template process_tile<1, 1, 3, 1, 2, 2>, + }, // Output pad bottom = 2 + }, // Input pad right = 1 + { // Input pad right = 2 + { // Output pad bottom = 0 + Conv::template process_tile<1, 1, 3, 2, 0, 0>, + Conv::template process_tile<1, 1, 3, 2, 0, 1>, + Conv::template process_tile<1, 1, 3, 2, 0, 2>, + }, // Output pad bottom = 0 + { // Output pad bottom = 1 + Conv::template process_tile<1, 1, 3, 2, 1, 0>, + Conv::template process_tile<1, 1, 3, 2, 1, 1>, + Conv::template process_tile<1, 1, 3, 2, 1, 2>, + }, // Output pad bottom = 1 + { // Output pad bottom = 2 + Conv::template process_tile<1, 1, 3, 2, 2, 0>, + Conv::template process_tile<1, 1, 3, 2, 2, 1>, + Conv::template process_tile<1, 1, 3, 2, 2, 2>, + }, // Output pad bottom = 2 + }, // Input pad right = 2 + { // Input pad right = 3 + { // Output pad bottom = 0 + Conv::template process_tile<1, 1, 3, 3, 0, 0>, + Conv::template process_tile<1, 1, 3, 3, 0, 1>, + Conv::template process_tile<1, 1, 3, 3, 0, 2>, + }, // Output pad bottom = 0 + { // Output pad bottom = 1 + Conv::template process_tile<1, 1, 3, 3, 1, 0>, + Conv::template process_tile<1, 1, 3, 3, 1, 1>, + Conv::template process_tile<1, 1, 3, 3, 1, 2>, + }, // Output pad bottom = 1 + { // Output pad bottom = 2 + Conv::template process_tile<1, 1, 3, 3, 2, 0>, + Conv::template process_tile<1, 1, 3, 3, 2, 1>, + Conv::template process_tile<1, 1, 3, 3, 2, 2>, + }, // Output pad bottom = 2 + }, // Input pad right = 3 + { // Input pad right = 4 + { // Output pad bottom = 0 + Conv::template process_tile<1, 1, 3, 4, 0, 0>, + Conv::template process_tile<1, 1, 3, 4, 0, 1>, + Conv::template process_tile<1, 1, 3, 4, 0, 2>, + }, // Output pad bottom = 0 + { // Output pad bottom = 1 + Conv::template process_tile<1, 1, 3, 4, 1, 0>, + Conv::template process_tile<1, 1, 3, 4, 1, 1>, + Conv::template process_tile<1, 1, 3, 4, 1, 2>, + }, // Output pad bottom = 1 + { // Output pad bottom = 2 + Conv::template process_tile<1, 1, 3, 4, 2, 0>, + Conv::template process_tile<1, 1, 3, 4, 2, 1>, + Conv::template process_tile<1, 1, 3, 4, 2, 2>, + }, // Output pad bottom = 2 + }, // Input pad right = 4 + { // Input pad right = 5 + { // Output pad bottom = 0 + Conv::template process_tile<1, 1, 3, 5, 0, 0>, + Conv::template process_tile<1, 1, 3, 5, 0, 1>, + Conv::template process_tile<1, 1, 3, 5, 0, 2>, + }, // Output pad bottom = 0 + { // Output pad bottom = 1 + Conv::template process_tile<1, 1, 3, 5, 1, 0>, + Conv::template process_tile<1, 1, 3, 5, 1, 1>, + Conv::template process_tile<1, 1, 3, 5, 1, 2>, + }, // Output pad bottom = 1 + { // Output pad bottom = 2 + Conv::template process_tile<1, 1, 3, 5, 2, 0>, + Conv::template process_tile<1, 1, 3, 5, 2, 1>, + Conv::template process_tile<1, 1, 3, 5, 2, 2>, + }, // Output pad bottom = 2 + }, // Input pad right = 5 + { // Input pad right = 6 + { // Output pad bottom = 0 + Conv::template process_tile<1, 1, 3, 6, 0, 0>, + Conv::template process_tile<1, 1, 3, 6, 0, 1>, + Conv::template process_tile<1, 1, 3, 6, 0, 2>, + }, // Output pad bottom = 0 + { // Output pad bottom = 1 + Conv::template process_tile<1, 1, 3, 6, 1, 0>, + Conv::template process_tile<1, 1, 3, 6, 1, 1>, + Conv::template process_tile<1, 1, 3, 6, 1, 2>, + }, // Output pad bottom = 1 + { // Output pad bottom = 2 + Conv::template process_tile<1, 1, 3, 6, 2, 0>, + Conv::template process_tile<1, 1, 3, 6, 2, 1>, + Conv::template process_tile<1, 1, 3, 6, 2, 2>, + }, // Output pad bottom = 2 + }, // Input pad right = 6 + }, // Input pad bottom = 3 + { // Input pad bottom = 4 + { // Input pad right = 0 + { // Output pad bottom = 0 + Conv::template process_tile<1, 1, 4, 0, 0, 0>, + Conv::template process_tile<1, 1, 4, 0, 0, 1>, + Conv::template process_tile<1, 1, 4, 0, 0, 2>, + }, // Output pad bottom = 0 + { // Output pad bottom = 1 + Conv::template process_tile<1, 1, 4, 0, 1, 0>, + Conv::template process_tile<1, 1, 4, 0, 1, 1>, + Conv::template process_tile<1, 1, 4, 0, 1, 2>, + }, // Output pad bottom = 1 + { // Output pad bottom = 2 + Conv::template process_tile<1, 1, 4, 0, 2, 0>, + Conv::template process_tile<1, 1, 4, 0, 2, 1>, + Conv::template process_tile<1, 1, 4, 0, 2, 2>, + }, // Output pad bottom = 2 + }, // Input pad right = 0 + { // Input pad right = 1 + { // Output pad bottom = 0 + Conv::template process_tile<1, 1, 4, 1, 0, 0>, + Conv::template process_tile<1, 1, 4, 1, 0, 1>, + Conv::template process_tile<1, 1, 4, 1, 0, 2>, + }, // Output pad bottom = 0 + { // Output pad bottom = 1 + Conv::template process_tile<1, 1, 4, 1, 1, 0>, + Conv::template process_tile<1, 1, 4, 1, 1, 1>, + Conv::template process_tile<1, 1, 4, 1, 1, 2>, + }, // Output pad bottom = 1 + { // Output pad bottom = 2 + Conv::template process_tile<1, 1, 4, 1, 2, 0>, + Conv::template process_tile<1, 1, 4, 1, 2, 1>, + Conv::template process_tile<1, 1, 4, 1, 2, 2>, + }, // Output pad bottom = 2 + }, // Input pad right = 1 + { // Input pad right = 2 + { // Output pad bottom = 0 + Conv::template process_tile<1, 1, 4, 2, 0, 0>, + Conv::template process_tile<1, 1, 4, 2, 0, 1>, + Conv::template process_tile<1, 1, 4, 2, 0, 2>, + }, // Output pad bottom = 0 + { // Output pad bottom = 1 + Conv::template process_tile<1, 1, 4, 2, 1, 0>, + Conv::template process_tile<1, 1, 4, 2, 1, 1>, + Conv::template process_tile<1, 1, 4, 2, 1, 2>, + }, // Output pad bottom = 1 + { // Output pad bottom = 2 + Conv::template process_tile<1, 1, 4, 2, 2, 0>, + Conv::template process_tile<1, 1, 4, 2, 2, 1>, + Conv::template process_tile<1, 1, 4, 2, 2, 2>, + }, // Output pad bottom = 2 + }, // Input pad right = 2 + { // Input pad right = 3 + { // Output pad bottom = 0 + Conv::template process_tile<1, 1, 4, 3, 0, 0>, + Conv::template process_tile<1, 1, 4, 3, 0, 1>, + Conv::template process_tile<1, 1, 4, 3, 0, 2>, + }, // Output pad bottom = 0 + { // Output pad bottom = 1 + Conv::template process_tile<1, 1, 4, 3, 1, 0>, + Conv::template process_tile<1, 1, 4, 3, 1, 1>, + Conv::template process_tile<1, 1, 4, 3, 1, 2>, + }, // Output pad bottom = 1 + { // Output pad bottom = 2 + Conv::template process_tile<1, 1, 4, 3, 2, 0>, + Conv::template process_tile<1, 1, 4, 3, 2, 1>, + Conv::template process_tile<1, 1, 4, 3, 2, 2>, + }, // Output pad bottom = 2 + }, // Input pad right = 3 + { // Input pad right = 4 + { // Output pad bottom = 0 + Conv::template process_tile<1, 1, 4, 4, 0, 0>, + Conv::template process_tile<1, 1, 4, 4, 0, 1>, + Conv::template process_tile<1, 1, 4, 4, 0, 2>, + }, // Output pad bottom = 0 + { // Output pad bottom = 1 + Conv::template process_tile<1, 1, 4, 4, 1, 0>, + Conv::template process_tile<1, 1, 4, 4, 1, 1>, + Conv::template process_tile<1, 1, 4, 4, 1, 2>, + }, // Output pad bottom = 1 + { // Output pad bottom = 2 + Conv::template process_tile<1, 1, 4, 4, 2, 0>, + Conv::template process_tile<1, 1, 4, 4, 2, 1>, + Conv::template process_tile<1, 1, 4, 4, 2, 2>, + }, // Output pad bottom = 2 + }, // Input pad right = 4 + { // Input pad right = 5 + { // Output pad bottom = 0 + Conv::template process_tile<1, 1, 4, 5, 0, 0>, + Conv::template process_tile<1, 1, 4, 5, 0, 1>, + Conv::template process_tile<1, 1, 4, 5, 0, 2>, + }, // Output pad bottom = 0 + { // Output pad bottom = 1 + Conv::template process_tile<1, 1, 4, 5, 1, 0>, + Conv::template process_tile<1, 1, 4, 5, 1, 1>, + Conv::template process_tile<1, 1, 4, 5, 1, 2>, + }, // Output pad bottom = 1 + { // Output pad bottom = 2 + Conv::template process_tile<1, 1, 4, 5, 2, 0>, + Conv::template process_tile<1, 1, 4, 5, 2, 1>, + Conv::template process_tile<1, 1, 4, 5, 2, 2>, + }, // Output pad bottom = 2 + }, // Input pad right = 5 + { // Input pad right = 6 + { // Output pad bottom = 0 + Conv::template process_tile<1, 1, 4, 6, 0, 0>, + Conv::template process_tile<1, 1, 4, 6, 0, 1>, + Conv::template process_tile<1, 1, 4, 6, 0, 2>, + }, // Output pad bottom = 0 + { // Output pad bottom = 1 + Conv::template process_tile<1, 1, 4, 6, 1, 0>, + Conv::template process_tile<1, 1, 4, 6, 1, 1>, + Conv::template process_tile<1, 1, 4, 6, 1, 2>, + }, // Output pad bottom = 1 + { // Output pad bottom = 2 + Conv::template process_tile<1, 1, 4, 6, 2, 0>, + Conv::template process_tile<1, 1, 4, 6, 2, 1>, + Conv::template process_tile<1, 1, 4, 6, 2, 2>, + }, // Output pad bottom = 2 + }, // Input pad right = 6 + }, // Input pad bottom = 4 + { // Input pad bottom = 5 + { // Input pad right = 0 + { // Output pad bottom = 0 + Conv::template process_tile<1, 1, 5, 0, 0, 0>, + Conv::template process_tile<1, 1, 5, 0, 0, 1>, + Conv::template process_tile<1, 1, 5, 0, 0, 2>, + }, // Output pad bottom = 0 + { // Output pad bottom = 1 + Conv::template process_tile<1, 1, 5, 0, 1, 0>, + Conv::template process_tile<1, 1, 5, 0, 1, 1>, + Conv::template process_tile<1, 1, 5, 0, 1, 2>, + }, // Output pad bottom = 1 + { // Output pad bottom = 2 + Conv::template process_tile<1, 1, 5, 0, 2, 0>, + Conv::template process_tile<1, 1, 5, 0, 2, 1>, + Conv::template process_tile<1, 1, 5, 0, 2, 2>, + }, // Output pad bottom = 2 + }, // Input pad right = 0 + { // Input pad right = 1 + { // Output pad bottom = 0 + Conv::template process_tile<1, 1, 5, 1, 0, 0>, + Conv::template process_tile<1, 1, 5, 1, 0, 1>, + Conv::template process_tile<1, 1, 5, 1, 0, 2>, + }, // Output pad bottom = 0 + { // Output pad bottom = 1 + Conv::template process_tile<1, 1, 5, 1, 1, 0>, + Conv::template process_tile<1, 1, 5, 1, 1, 1>, + Conv::template process_tile<1, 1, 5, 1, 1, 2>, + }, // Output pad bottom = 1 + { // Output pad bottom = 2 + Conv::template process_tile<1, 1, 5, 1, 2, 0>, + Conv::template process_tile<1, 1, 5, 1, 2, 1>, + Conv::template process_tile<1, 1, 5, 1, 2, 2>, + }, // Output pad bottom = 2 + }, // Input pad right = 1 + { // Input pad right = 2 + { // Output pad bottom = 0 + Conv::template process_tile<1, 1, 5, 2, 0, 0>, + Conv::template process_tile<1, 1, 5, 2, 0, 1>, + Conv::template process_tile<1, 1, 5, 2, 0, 2>, + }, // Output pad bottom = 0 + { // Output pad bottom = 1 + Conv::template process_tile<1, 1, 5, 2, 1, 0>, + Conv::template process_tile<1, 1, 5, 2, 1, 1>, + Conv::template process_tile<1, 1, 5, 2, 1, 2>, + }, // Output pad bottom = 1 + { // Output pad bottom = 2 + Conv::template process_tile<1, 1, 5, 2, 2, 0>, + Conv::template process_tile<1, 1, 5, 2, 2, 1>, + Conv::template process_tile<1, 1, 5, 2, 2, 2>, + }, // Output pad bottom = 2 + }, // Input pad right = 2 + { // Input pad right = 3 + { // Output pad bottom = 0 + Conv::template process_tile<1, 1, 5, 3, 0, 0>, + Conv::template process_tile<1, 1, 5, 3, 0, 1>, + Conv::template process_tile<1, 1, 5, 3, 0, 2>, + }, // Output pad bottom = 0 + { // Output pad bottom = 1 + Conv::template process_tile<1, 1, 5, 3, 1, 0>, + Conv::template process_tile<1, 1, 5, 3, 1, 1>, + Conv::template process_tile<1, 1, 5, 3, 1, 2>, + }, // Output pad bottom = 1 + { // Output pad bottom = 2 + Conv::template process_tile<1, 1, 5, 3, 2, 0>, + Conv::template process_tile<1, 1, 5, 3, 2, 1>, + Conv::template process_tile<1, 1, 5, 3, 2, 2>, + }, // Output pad bottom = 2 + }, // Input pad right = 3 + { // Input pad right = 4 + { // Output pad bottom = 0 + Conv::template process_tile<1, 1, 5, 4, 0, 0>, + Conv::template process_tile<1, 1, 5, 4, 0, 1>, + Conv::template process_tile<1, 1, 5, 4, 0, 2>, + }, // Output pad bottom = 0 + { // Output pad bottom = 1 + Conv::template process_tile<1, 1, 5, 4, 1, 0>, + Conv::template process_tile<1, 1, 5, 4, 1, 1>, + Conv::template process_tile<1, 1, 5, 4, 1, 2>, + }, // Output pad bottom = 1 + { // Output pad bottom = 2 + Conv::template process_tile<1, 1, 5, 4, 2, 0>, + Conv::template process_tile<1, 1, 5, 4, 2, 1>, + Conv::template process_tile<1, 1, 5, 4, 2, 2>, + }, // Output pad bottom = 2 + }, // Input pad right = 4 + { // Input pad right = 5 + { // Output pad bottom = 0 + Conv::template process_tile<1, 1, 5, 5, 0, 0>, + Conv::template process_tile<1, 1, 5, 5, 0, 1>, + Conv::template process_tile<1, 1, 5, 5, 0, 2>, + }, // Output pad bottom = 0 + { // Output pad bottom = 1 + Conv::template process_tile<1, 1, 5, 5, 1, 0>, + Conv::template process_tile<1, 1, 5, 5, 1, 1>, + Conv::template process_tile<1, 1, 5, 5, 1, 2>, + }, // Output pad bottom = 1 + { // Output pad bottom = 2 + Conv::template process_tile<1, 1, 5, 5, 2, 0>, + Conv::template process_tile<1, 1, 5, 5, 2, 1>, + Conv::template process_tile<1, 1, 5, 5, 2, 2>, + }, // Output pad bottom = 2 + }, // Input pad right = 5 + { // Input pad right = 6 + { // Output pad bottom = 0 + Conv::template process_tile<1, 1, 5, 6, 0, 0>, + Conv::template process_tile<1, 1, 5, 6, 0, 1>, + Conv::template process_tile<1, 1, 5, 6, 0, 2>, + }, // Output pad bottom = 0 + { // Output pad bottom = 1 + Conv::template process_tile<1, 1, 5, 6, 1, 0>, + Conv::template process_tile<1, 1, 5, 6, 1, 1>, + Conv::template process_tile<1, 1, 5, 6, 1, 2>, + }, // Output pad bottom = 1 + { // Output pad bottom = 2 + Conv::template process_tile<1, 1, 5, 6, 2, 0>, + Conv::template process_tile<1, 1, 5, 6, 2, 1>, + Conv::template process_tile<1, 1, 5, 6, 2, 2>, + }, // Output pad bottom = 2 + }, // Input pad right = 6 + }, // Input pad bottom = 5 + { // Input pad bottom = 6 + { // Input pad right = 0 + { // Output pad bottom = 0 + Conv::template process_tile<1, 1, 6, 0, 0, 0>, + Conv::template process_tile<1, 1, 6, 0, 0, 1>, + Conv::template process_tile<1, 1, 6, 0, 0, 2>, + }, // Output pad bottom = 0 + { // Output pad bottom = 1 + Conv::template process_tile<1, 1, 6, 0, 1, 0>, + Conv::template process_tile<1, 1, 6, 0, 1, 1>, + Conv::template process_tile<1, 1, 6, 0, 1, 2>, + }, // Output pad bottom = 1 + { // Output pad bottom = 2 + Conv::template process_tile<1, 1, 6, 0, 2, 0>, + Conv::template process_tile<1, 1, 6, 0, 2, 1>, + Conv::template process_tile<1, 1, 6, 0, 2, 2>, + }, // Output pad bottom = 2 + }, // Input pad right = 0 + { // Input pad right = 1 + { // Output pad bottom = 0 + Conv::template process_tile<1, 1, 6, 1, 0, 0>, + Conv::template process_tile<1, 1, 6, 1, 0, 1>, + Conv::template process_tile<1, 1, 6, 1, 0, 2>, + }, // Output pad bottom = 0 + { // Output pad bottom = 1 + Conv::template process_tile<1, 1, 6, 1, 1, 0>, + Conv::template process_tile<1, 1, 6, 1, 1, 1>, + Conv::template process_tile<1, 1, 6, 1, 1, 2>, + }, // Output pad bottom = 1 + { // Output pad bottom = 2 + Conv::template process_tile<1, 1, 6, 1, 2, 0>, + Conv::template process_tile<1, 1, 6, 1, 2, 1>, + Conv::template process_tile<1, 1, 6, 1, 2, 2>, + }, // Output pad bottom = 2 + }, // Input pad right = 1 + { // Input pad right = 2 + { // Output pad bottom = 0 + Conv::template process_tile<1, 1, 6, 2, 0, 0>, + Conv::template process_tile<1, 1, 6, 2, 0, 1>, + Conv::template process_tile<1, 1, 6, 2, 0, 2>, + }, // Output pad bottom = 0 + { // Output pad bottom = 1 + Conv::template process_tile<1, 1, 6, 2, 1, 0>, + Conv::template process_tile<1, 1, 6, 2, 1, 1>, + Conv::template process_tile<1, 1, 6, 2, 1, 2>, + }, // Output pad bottom = 1 + { // Output pad bottom = 2 + Conv::template process_tile<1, 1, 6, 2, 2, 0>, + Conv::template process_tile<1, 1, 6, 2, 2, 1>, + Conv::template process_tile<1, 1, 6, 2, 2, 2>, + }, // Output pad bottom = 2 + }, // Input pad right = 2 + { // Input pad right = 3 + { // Output pad bottom = 0 + Conv::template process_tile<1, 1, 6, 3, 0, 0>, + Conv::template process_tile<1, 1, 6, 3, 0, 1>, + Conv::template process_tile<1, 1, 6, 3, 0, 2>, + }, // Output pad bottom = 0 + { // Output pad bottom = 1 + Conv::template process_tile<1, 1, 6, 3, 1, 0>, + Conv::template process_tile<1, 1, 6, 3, 1, 1>, + Conv::template process_tile<1, 1, 6, 3, 1, 2>, + }, // Output pad bottom = 1 + { // Output pad bottom = 2 + Conv::template process_tile<1, 1, 6, 3, 2, 0>, + Conv::template process_tile<1, 1, 6, 3, 2, 1>, + Conv::template process_tile<1, 1, 6, 3, 2, 2>, + }, // Output pad bottom = 2 + }, // Input pad right = 3 + { // Input pad right = 4 + { // Output pad bottom = 0 + Conv::template process_tile<1, 1, 6, 4, 0, 0>, + Conv::template process_tile<1, 1, 6, 4, 0, 1>, + Conv::template process_tile<1, 1, 6, 4, 0, 2>, + }, // Output pad bottom = 0 + { // Output pad bottom = 1 + Conv::template process_tile<1, 1, 6, 4, 1, 0>, + Conv::template process_tile<1, 1, 6, 4, 1, 1>, + Conv::template process_tile<1, 1, 6, 4, 1, 2>, + }, // Output pad bottom = 1 + { // Output pad bottom = 2 + Conv::template process_tile<1, 1, 6, 4, 2, 0>, + Conv::template process_tile<1, 1, 6, 4, 2, 1>, + Conv::template process_tile<1, 1, 6, 4, 2, 2>, + }, // Output pad bottom = 2 + }, // Input pad right = 4 + { // Input pad right = 5 + { // Output pad bottom = 0 + Conv::template process_tile<1, 1, 6, 5, 0, 0>, + Conv::template process_tile<1, 1, 6, 5, 0, 1>, + Conv::template process_tile<1, 1, 6, 5, 0, 2>, + }, // Output pad bottom = 0 + { // Output pad bottom = 1 + Conv::template process_tile<1, 1, 6, 5, 1, 0>, + Conv::template process_tile<1, 1, 6, 5, 1, 1>, + Conv::template process_tile<1, 1, 6, 5, 1, 2>, + }, // Output pad bottom = 1 + { // Output pad bottom = 2 + Conv::template process_tile<1, 1, 6, 5, 2, 0>, + Conv::template process_tile<1, 1, 6, 5, 2, 1>, + Conv::template process_tile<1, 1, 6, 5, 2, 2>, + }, // Output pad bottom = 2 + }, // Input pad right = 5 + { // Input pad right = 6 + { // Output pad bottom = 0 + Conv::template process_tile<1, 1, 6, 6, 0, 0>, + Conv::template process_tile<1, 1, 6, 6, 0, 1>, + Conv::template process_tile<1, 1, 6, 6, 0, 2>, + }, // Output pad bottom = 0 + { // Output pad bottom = 1 + Conv::template process_tile<1, 1, 6, 6, 1, 0>, + Conv::template process_tile<1, 1, 6, 6, 1, 1>, + Conv::template process_tile<1, 1, 6, 6, 1, 2>, + }, // Output pad bottom = 1 + { // Output pad bottom = 2 + Conv::template process_tile<1, 1, 6, 6, 2, 0>, + Conv::template process_tile<1, 1, 6, 6, 2, 1>, + Conv::template process_tile<1, 1, 6, 6, 2, 2>, + }, // Output pad bottom = 2 + }, // Input pad right = 6 + }, // Input pad bottom = 6 + }, // Input pad left = 1 + }, // Input pad top = 1 +}; + + +template class DepthwiseConvolution<3, 3, 3, 3, 2, 2, float, float>; +} // namespace depthwise diff --git a/src/core/NEON/kernels/convolution/depthwise/depthwise_4x4_3x3_1x1_fp32_fp32.cpp b/src/core/NEON/kernels/convolution/depthwise/depthwise_4x4_3x3_1x1_fp32_fp32.cpp new file mode 100644 index 0000000000..a1aaaa078c --- /dev/null +++ b/src/core/NEON/kernels/convolution/depthwise/depthwise_4x4_3x3_1x1_fp32_fp32.cpp @@ -0,0 +1,2695 @@ +/* + * Copyright (c) 2018 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 "arm_compute/core/NEON/kernels/convolution/depthwise/impl_fp32_fp32.hpp" + +namespace depthwise +{ +using Conv = DepthwiseConvolution<4, 4, 3, 3, 1, 1, float, float>; +using ConvImpl = DepthwiseConvolutionImpl<4, 4, 3, 3, 1, 1, float, float>; + +template <> +const Conv::TileFn Conv::tile_fns + [max_in_pad_top] + [max_in_pad_left] + [max_in_pad_bottom] + [max_in_pad_right] + [max_out_pad_bottom] + [max_out_pad_right] = { + { // Input pad top = 0 + { // Input pad left = 0 + { // Input pad bottom = 0 + { // Input pad right = 0 + { // Output pad bottom = 0 + ConvImpl::template process_tile<0, 0, 0, 0, 0, 0>, + ConvImpl::template process_tile<0, 0, 0, 0, 0, 1>, + ConvImpl::template process_tile<0, 0, 0, 0, 0, 2>, + ConvImpl::template process_tile<0, 0, 0, 0, 0, 3>, + }, // Output pad bottom = 0 + { // Output pad bottom = 1 + ConvImpl::template process_tile<0, 0, 0, 0, 1, 0>, + ConvImpl::template process_tile<0, 0, 0, 0, 1, 1>, + ConvImpl::template process_tile<0, 0, 0, 0, 1, 2>, + ConvImpl::template process_tile<0, 0, 0, 0, 1, 3>, + }, // Output pad bottom = 1 + { // Output pad bottom = 2 + ConvImpl::template process_tile<0, 0, 0, 0, 2, 0>, + ConvImpl::template process_tile<0, 0, 0, 0, 2, 1>, + ConvImpl::template process_tile<0, 0, 0, 0, 2, 2>, + ConvImpl::template process_tile<0, 0, 0, 0, 2, 3>, + }, // Output pad bottom = 2 + { // Output pad bottom = 3 + ConvImpl::template process_tile<0, 0, 0, 0, 3, 0>, + ConvImpl::template process_tile<0, 0, 0, 0, 3, 1>, + ConvImpl::template process_tile<0, 0, 0, 0, 3, 2>, + ConvImpl::template process_tile<0, 0, 0, 0, 3, 3>, + }, // Output pad bottom = 3 + }, // Input pad right = 0 + { // Input pad right = 1 + { // Output pad bottom = 0 + ConvImpl::template process_tile<0, 0, 0, 1, 0, 0>, + ConvImpl::template process_tile<0, 0, 0, 1, 0, 1>, + ConvImpl::template process_tile<0, 0, 0, 1, 0, 2>, + ConvImpl::template process_tile<0, 0, 0, 1, 0, 3>, + }, // Output pad bottom = 0 + { // Output pad bottom = 1 + ConvImpl::template process_tile<0, 0, 0, 1, 1, 0>, + ConvImpl::template process_tile<0, 0, 0, 1, 1, 1>, + ConvImpl::template process_tile<0, 0, 0, 1, 1, 2>, + ConvImpl::template process_tile<0, 0, 0, 1, 1, 3>, + }, // Output pad bottom = 1 + { // Output pad bottom = 2 + ConvImpl::template process_tile<0, 0, 0, 1, 2, 0>, + ConvImpl::template process_tile<0, 0, 0, 1, 2, 1>, + ConvImpl::template process_tile<0, 0, 0, 1, 2, 2>, + ConvImpl::template process_tile<0, 0, 0, 1, 2, 3>, + }, // Output pad bottom = 2 + { // Output pad bottom = 3 + ConvImpl::template process_tile<0, 0, 0, 1, 3, 0>, + ConvImpl::template process_tile<0, 0, 0, 1, 3, 1>, + ConvImpl::template process_tile<0, 0, 0, 1, 3, 2>, + ConvImpl::template process_tile<0, 0, 0, 1, 3, 3>, + }, // Output pad bottom = 3 + }, // Input pad right = 1 + { // Input pad right = 2 + { // Output pad bottom = 0 + ConvImpl::template process_tile<0, 0, 0, 2, 0, 0>, + ConvImpl::template process_tile<0, 0, 0, 2, 0, 1>, + ConvImpl::template process_tile<0, 0, 0, 2, 0, 2>, + ConvImpl::template process_tile<0, 0, 0, 2, 0, 3>, + }, // Output pad bottom = 0 + { // Output pad bottom = 1 + ConvImpl::template process_tile<0, 0, 0, 2, 1, 0>, + ConvImpl::template process_tile<0, 0, 0, 2, 1, 1>, + ConvImpl::template process_tile<0, 0, 0, 2, 1, 2>, + ConvImpl::template process_tile<0, 0, 0, 2, 1, 3>, + }, // Output pad bottom = 1 + { // Output pad bottom = 2 + ConvImpl::template process_tile<0, 0, 0, 2, 2, 0>, + ConvImpl::template process_tile<0, 0, 0, 2, 2, 1>, + ConvImpl::template process_tile<0, 0, 0, 2, 2, 2>, + ConvImpl::template process_tile<0, 0, 0, 2, 2, 3>, + }, // Output pad bottom = 2 + { // Output pad bottom = 3 + ConvImpl::template process_tile<0, 0, 0, 2, 3, 0>, + ConvImpl::template process_tile<0, 0, 0, 2, 3, 1>, + ConvImpl::template process_tile<0, 0, 0, 2, 3, 2>, + ConvImpl::template process_tile<0, 0, 0, 2, 3, 3>, + }, // Output pad bottom = 3 + }, // Input pad right = 2 + { // Input pad right = 3 + { // Output pad bottom = 0 + ConvImpl::template process_tile<0, 0, 0, 3, 0, 0>, + ConvImpl::template process_tile<0, 0, 0, 3, 0, 1>, + ConvImpl::template process_tile<0, 0, 0, 3, 0, 2>, + ConvImpl::template process_tile<0, 0, 0, 3, 0, 3>, + }, // Output pad bottom = 0 + { // Output pad bottom = 1 + ConvImpl::template process_tile<0, 0, 0, 3, 1, 0>, + ConvImpl::template process_tile<0, 0, 0, 3, 1, 1>, + ConvImpl::template process_tile<0, 0, 0, 3, 1, 2>, + ConvImpl::template process_tile<0, 0, 0, 3, 1, 3>, + }, // Output pad bottom = 1 + { // Output pad bottom = 2 + ConvImpl::template process_tile<0, 0, 0, 3, 2, 0>, + ConvImpl::template process_tile<0, 0, 0, 3, 2, 1>, + ConvImpl::template process_tile<0, 0, 0, 3, 2, 2>, + ConvImpl::template process_tile<0, 0, 0, 3, 2, 3>, + }, // Output pad bottom = 2 + { // Output pad bottom = 3 + ConvImpl::template process_tile<0, 0, 0, 3, 3, 0>, + ConvImpl::template process_tile<0, 0, 0, 3, 3, 1>, + ConvImpl::template process_tile<0, 0, 0, 3, 3, 2>, + ConvImpl::template process_tile<0, 0, 0, 3, 3, 3>, + }, // Output pad bottom = 3 + }, // Input pad right = 3 + { // Input pad right = 4 + { // Output pad bottom = 0 + ConvImpl::template process_tile<0, 0, 0, 4, 0, 0>, + ConvImpl::template process_tile<0, 0, 0, 4, 0, 1>, + ConvImpl::template process_tile<0, 0, 0, 4, 0, 2>, + ConvImpl::template process_tile<0, 0, 0, 4, 0, 3>, + }, // Output pad bottom = 0 + { // Output pad bottom = 1 + ConvImpl::template process_tile<0, 0, 0, 4, 1, 0>, + ConvImpl::template process_tile<0, 0, 0, 4, 1, 1>, + ConvImpl::template process_tile<0, 0, 0, 4, 1, 2>, + ConvImpl::template process_tile<0, 0, 0, 4, 1, 3>, + }, // Output pad bottom = 1 + { // Output pad bottom = 2 + ConvImpl::template process_tile<0, 0, 0, 4, 2, 0>, + ConvImpl::template process_tile<0, 0, 0, 4, 2, 1>, + ConvImpl::template process_tile<0, 0, 0, 4, 2, 2>, + ConvImpl::template process_tile<0, 0, 0, 4, 2, 3>, + }, // Output pad bottom = 2 + { // Output pad bottom = 3 + ConvImpl::template process_tile<0, 0, 0, 4, 3, 0>, + ConvImpl::template process_tile<0, 0, 0, 4, 3, 1>, + ConvImpl::template process_tile<0, 0, 0, 4, 3, 2>, + ConvImpl::template process_tile<0, 0, 0, 4, 3, 3>, + }, // Output pad bottom = 3 + }, // Input pad right = 4 + }, // Input pad bottom = 0 + { // Input pad bottom = 1 + { // Input pad right = 0 + { // Output pad bottom = 0 + ConvImpl::template process_tile<0, 0, 1, 0, 0, 0>, + ConvImpl::template process_tile<0, 0, 1, 0, 0, 1>, + ConvImpl::template process_tile<0, 0, 1, 0, 0, 2>, + ConvImpl::template process_tile<0, 0, 1, 0, 0, 3>, + }, // Output pad bottom = 0 + { // Output pad bottom = 1 + ConvImpl::template process_tile<0, 0, 1, 0, 1, 0>, + ConvImpl::template process_tile<0, 0, 1, 0, 1, 1>, + ConvImpl::template process_tile<0, 0, 1, 0, 1, 2>, + ConvImpl::template process_tile<0, 0, 1, 0, 1, 3>, + }, // Output pad bottom = 1 + { // Output pad bottom = 2 + ConvImpl::template process_tile<0, 0, 1, 0, 2, 0>, + ConvImpl::template process_tile<0, 0, 1, 0, 2, 1>, + ConvImpl::template process_tile<0, 0, 1, 0, 2, 2>, + ConvImpl::template process_tile<0, 0, 1, 0, 2, 3>, + }, // Output pad bottom = 2 + { // Output pad bottom = 3 + ConvImpl::template process_tile<0, 0, 1, 0, 3, 0>, + ConvImpl::template process_tile<0, 0, 1, 0, 3, 1>, + ConvImpl::template process_tile<0, 0, 1, 0, 3, 2>, + ConvImpl::template process_tile<0, 0, 1, 0, 3, 3>, + }, // Output pad bottom = 3 + }, // Input pad right = 0 + { // Input pad right = 1 + { // Output pad bottom = 0 + ConvImpl::template process_tile<0, 0, 1, 1, 0, 0>, + ConvImpl::template process_tile<0, 0, 1, 1, 0, 1>, + ConvImpl::template process_tile<0, 0, 1, 1, 0, 2>, + ConvImpl::template process_tile<0, 0, 1, 1, 0, 3>, + }, // Output pad bottom = 0 + { // Output pad bottom = 1 + ConvImpl::template process_tile<0, 0, 1, 1, 1, 0>, + ConvImpl::template process_tile<0, 0, 1, 1, 1, 1>, + ConvImpl::template process_tile<0, 0, 1, 1, 1, 2>, + ConvImpl::template process_tile<0, 0, 1, 1, 1, 3>, + }, // Output pad bottom = 1 + { // Output pad bottom = 2 + ConvImpl::template process_tile<0, 0, 1, 1, 2, 0>, + ConvImpl::template process_tile<0, 0, 1, 1, 2, 1>, + ConvImpl::template process_tile<0, 0, 1, 1, 2, 2>, + ConvImpl::template process_tile<0, 0, 1, 1, 2, 3>, + }, // Output pad bottom = 2 + { // Output pad bottom = 3 + ConvImpl::template process_tile<0, 0, 1, 1, 3, 0>, + ConvImpl::template process_tile<0, 0, 1, 1, 3, 1>, + ConvImpl::template process_tile<0, 0, 1, 1, 3, 2>, + ConvImpl::template process_tile<0, 0, 1, 1, 3, 3>, + }, // Output pad bottom = 3 + }, // Input pad right = 1 + { // Input pad right = 2 + { // Output pad bottom = 0 + ConvImpl::template process_tile<0, 0, 1, 2, 0, 0>, + ConvImpl::template process_tile<0, 0, 1, 2, 0, 1>, + ConvImpl::template process_tile<0, 0, 1, 2, 0, 2>, + ConvImpl::template process_tile<0, 0, 1, 2, 0, 3>, + }, // Output pad bottom = 0 + { // Output pad bottom = 1 + ConvImpl::template process_tile<0, 0, 1, 2, 1, 0>, + ConvImpl::template process_tile<0, 0, 1, 2, 1, 1>, + ConvImpl::template process_tile<0, 0, 1, 2, 1, 2>, + ConvImpl::template process_tile<0, 0, 1, 2, 1, 3>, + }, // Output pad bottom = 1 + { // Output pad bottom = 2 + ConvImpl::template process_tile<0, 0, 1, 2, 2, 0>, + ConvImpl::template process_tile<0, 0, 1, 2, 2, 1>, + ConvImpl::template process_tile<0, 0, 1, 2, 2, 2>, + ConvImpl::template process_tile<0, 0, 1, 2, 2, 3>, + }, // Output pad bottom = 2 + { // Output pad bottom = 3 + ConvImpl::template process_tile<0, 0, 1, 2, 3, 0>, + ConvImpl::template process_tile<0, 0, 1, 2, 3, 1>, + ConvImpl::template process_tile<0, 0, 1, 2, 3, 2>, + ConvImpl::template process_tile<0, 0, 1, 2, 3, 3>, + }, // Output pad bottom = 3 + }, // Input pad right = 2 + { // Input pad right = 3 + { // Output pad bottom = 0 + ConvImpl::template process_tile<0, 0, 1, 3, 0, 0>, + ConvImpl::template process_tile<0, 0, 1, 3, 0, 1>, + ConvImpl::template process_tile<0, 0, 1, 3, 0, 2>, + ConvImpl::template process_tile<0, 0, 1, 3, 0, 3>, + }, // Output pad bottom = 0 + { // Output pad bottom = 1 + ConvImpl::template process_tile<0, 0, 1, 3, 1, 0>, + ConvImpl::template process_tile<0, 0, 1, 3, 1, 1>, + ConvImpl::template process_tile<0, 0, 1, 3, 1, 2>, + ConvImpl::template process_tile<0, 0, 1, 3, 1, 3>, + }, // Output pad bottom = 1 + { // Output pad bottom = 2 + ConvImpl::template process_tile<0, 0, 1, 3, 2, 0>, + ConvImpl::template process_tile<0, 0, 1, 3, 2, 1>, + ConvImpl::template process_tile<0, 0, 1, 3, 2, 2>, + ConvImpl::template process_tile<0, 0, 1, 3, 2, 3>, + }, // Output pad bottom = 2 + { // Output pad bottom = 3 + ConvImpl::template process_tile<0, 0, 1, 3, 3, 0>, + ConvImpl::template process_tile<0, 0, 1, 3, 3, 1>, + ConvImpl::template process_tile<0, 0, 1, 3, 3, 2>, + ConvImpl::template process_tile<0, 0, 1, 3, 3, 3>, + }, // Output pad bottom = 3 + }, // Input pad right = 3 + { // Input pad right = 4 + { // Output pad bottom = 0 + ConvImpl::template process_tile<0, 0, 1, 4, 0, 0>, + ConvImpl::template process_tile<0, 0, 1, 4, 0, 1>, + ConvImpl::template process_tile<0, 0, 1, 4, 0, 2>, + ConvImpl::template process_tile<0, 0, 1, 4, 0, 3>, + }, // Output pad bottom = 0 + { // Output pad bottom = 1 + ConvImpl::template process_tile<0, 0, 1, 4, 1, 0>, + ConvImpl::template process_tile<0, 0, 1, 4, 1, 1>, + ConvImpl::template process_tile<0, 0, 1, 4, 1, 2>, + ConvImpl::template process_tile<0, 0, 1, 4, 1, 3>, + }, // Output pad bottom = 1 + { // Output pad bottom = 2 + ConvImpl::template process_tile<0, 0, 1, 4, 2, 0>, + ConvImpl::template process_tile<0, 0, 1, 4, 2, 1>, + ConvImpl::template process_tile<0, 0, 1, 4, 2, 2>, + ConvImpl::template process_tile<0, 0, 1, 4, 2, 3>, + }, // Output pad bottom = 2 + { // Output pad bottom = 3 + ConvImpl::template process_tile<0, 0, 1, 4, 3, 0>, + ConvImpl::template process_tile<0, 0, 1, 4, 3, 1>, + ConvImpl::template process_tile<0, 0, 1, 4, 3, 2>, + ConvImpl::template process_tile<0, 0, 1, 4, 3, 3>, + }, // Output pad bottom = 3 + }, // Input pad right = 4 + }, // Input pad bottom = 1 + { // Input pad bottom = 2 + { // Input pad right = 0 + { // Output pad bottom = 0 + ConvImpl::template process_tile<0, 0, 2, 0, 0, 0>, + ConvImpl::template process_tile<0, 0, 2, 0, 0, 1>, + ConvImpl::template process_tile<0, 0, 2, 0, 0, 2>, + ConvImpl::template process_tile<0, 0, 2, 0, 0, 3>, + }, // Output pad bottom = 0 + { // Output pad bottom = 1 + ConvImpl::template process_tile<0, 0, 2, 0, 1, 0>, + ConvImpl::template process_tile<0, 0, 2, 0, 1, 1>, + ConvImpl::template process_tile<0, 0, 2, 0, 1, 2>, + ConvImpl::template process_tile<0, 0, 2, 0, 1, 3>, + }, // Output pad bottom = 1 + { // Output pad bottom = 2 + ConvImpl::template process_tile<0, 0, 2, 0, 2, 0>, + ConvImpl::template process_tile<0, 0, 2, 0, 2, 1>, + ConvImpl::template process_tile<0, 0, 2, 0, 2, 2>, + ConvImpl::template process_tile<0, 0, 2, 0, 2, 3>, + }, // Output pad bottom = 2 + { // Output pad bottom = 3 + ConvImpl::template process_tile<0, 0, 2, 0, 3, 0>, + ConvImpl::template process_tile<0, 0, 2, 0, 3, 1>, + ConvImpl::template process_tile<0, 0, 2, 0, 3, 2>, + ConvImpl::template process_tile<0, 0, 2, 0, 3, 3>, + }, // Output pad bottom = 3 + }, // Input pad right = 0 + { // Input pad right = 1 + { // Output pad bottom = 0 + ConvImpl::template process_tile<0, 0, 2, 1, 0, 0>, + ConvImpl::template process_tile<0, 0, 2, 1, 0, 1>, + ConvImpl::template process_tile<0, 0, 2, 1, 0, 2>, + ConvImpl::template process_tile<0, 0, 2, 1, 0, 3>, + }, // Output pad bottom = 0 + { // Output pad bottom = 1 + ConvImpl::template process_tile<0, 0, 2, 1, 1, 0>, + ConvImpl::template process_tile<0, 0, 2, 1, 1, 1>, + ConvImpl::template process_tile<0, 0, 2, 1, 1, 2>, + ConvImpl::template process_tile<0, 0, 2, 1, 1, 3>, + }, // Output pad bottom = 1 + { // Output pad bottom = 2 + ConvImpl::template process_tile<0, 0, 2, 1, 2, 0>, + ConvImpl::template process_tile<0, 0, 2, 1, 2, 1>, + ConvImpl::template process_tile<0, 0, 2, 1, 2, 2>, + ConvImpl::template process_tile<0, 0, 2, 1, 2, 3>, + }, // Output pad bottom = 2 + { // Output pad bottom = 3 + ConvImpl::template process_tile<0, 0, 2, 1, 3, 0>, + ConvImpl::template process_tile<0, 0, 2, 1, 3, 1>, + ConvImpl::template process_tile<0, 0, 2, 1, 3, 2>, + ConvImpl::template process_tile<0, 0, 2, 1, 3, 3>, + }, // Output pad bottom = 3 + }, // Input pad right = 1 + { // Input pad right = 2 + { // Output pad bottom = 0 + ConvImpl::template process_tile<0, 0, 2, 2, 0, 0>, + ConvImpl::template process_tile<0, 0, 2, 2, 0, 1>, + ConvImpl::template process_tile<0, 0, 2, 2, 0, 2>, + ConvImpl::template process_tile<0, 0, 2, 2, 0, 3>, + }, // Output pad bottom = 0 + { // Output pad bottom = 1 + ConvImpl::template process_tile<0, 0, 2, 2, 1, 0>, + ConvImpl::template process_tile<0, 0, 2, 2, 1, 1>, + ConvImpl::template process_tile<0, 0, 2, 2, 1, 2>, + ConvImpl::template process_tile<0, 0, 2, 2, 1, 3>, + }, // Output pad bottom = 1 + { // Output pad bottom = 2 + ConvImpl::template process_tile<0, 0, 2, 2, 2, 0>, + ConvImpl::template process_tile<0, 0, 2, 2, 2, 1>, + ConvImpl::template process_tile<0, 0, 2, 2, 2, 2>, + ConvImpl::template process_tile<0, 0, 2, 2, 2, 3>, + }, // Output pad bottom = 2 + { // Output pad bottom = 3 + ConvImpl::template process_tile<0, 0, 2, 2, 3, 0>, + ConvImpl::template process_tile<0, 0, 2, 2, 3, 1>, + ConvImpl::template process_tile<0, 0, 2, 2, 3, 2>, + ConvImpl::template process_tile<0, 0, 2, 2, 3, 3>, + }, // Output pad bottom = 3 + }, // Input pad right = 2 + { // Input pad right = 3 + { // Output pad bottom = 0 + ConvImpl::template process_tile<0, 0, 2, 3, 0, 0>, + ConvImpl::template process_tile<0, 0, 2, 3, 0, 1>, + ConvImpl::template process_tile<0, 0, 2, 3, 0, 2>, + ConvImpl::template process_tile<0, 0, 2, 3, 0, 3>, + }, // Output pad bottom = 0 + { // Output pad bottom = 1 + ConvImpl::template process_tile<0, 0, 2, 3, 1, 0>, + ConvImpl::template process_tile<0, 0, 2, 3, 1, 1>, + ConvImpl::template process_tile<0, 0, 2, 3, 1, 2>, + ConvImpl::template process_tile<0, 0, 2, 3, 1, 3>, + }, // Output pad bottom = 1 + { // Output pad bottom = 2 + ConvImpl::template process_tile<0, 0, 2, 3, 2, 0>, + ConvImpl::template process_tile<0, 0, 2, 3, 2, 1>, + ConvImpl::template process_tile<0, 0, 2, 3, 2, 2>, + ConvImpl::template process_tile<0, 0, 2, 3, 2, 3>, + }, // Output pad bottom = 2 + { // Output pad bottom = 3 + ConvImpl::template process_tile<0, 0, 2, 3, 3, 0>, + ConvImpl::template process_tile<0, 0, 2, 3, 3, 1>, + ConvImpl::template process_tile<0, 0, 2, 3, 3, 2>, + ConvImpl::template process_tile<0, 0, 2, 3, 3, 3>, + }, // Output pad bottom = 3 + }, // Input pad right = 3 + { // Input pad right = 4 + { // Output pad bottom = 0 + ConvImpl::template process_tile<0, 0, 2, 4, 0, 0>, + ConvImpl::template process_tile<0, 0, 2, 4, 0, 1>, + ConvImpl::template process_tile<0, 0, 2, 4, 0, 2>, + ConvImpl::template process_tile<0, 0, 2, 4, 0, 3>, + }, // Output pad bottom = 0 + { // Output pad bottom = 1 + ConvImpl::template process_tile<0, 0, 2, 4, 1, 0>, + ConvImpl::template process_tile<0, 0, 2, 4, 1, 1>, + ConvImpl::template process_tile<0, 0, 2, 4, 1, 2>, + ConvImpl::template process_tile<0, 0, 2, 4, 1, 3>, + }, // Output pad bottom = 1 + { // Output pad bottom = 2 + ConvImpl::template process_tile<0, 0, 2, 4, 2, 0>, + ConvImpl::template process_tile<0, 0, 2, 4, 2, 1>, + ConvImpl::template process_tile<0, 0, 2, 4, 2, 2>, + ConvImpl::template process_tile<0, 0, 2, 4, 2, 3>, + }, // Output pad bottom = 2 + { // Output pad bottom = 3 + ConvImpl::template process_tile<0, 0, 2, 4, 3, 0>, + ConvImpl::template process_tile<0, 0, 2, 4, 3, 1>, + ConvImpl::template process_tile<0, 0, 2, 4, 3, 2>, + ConvImpl::template process_tile<0, 0, 2, 4, 3, 3>, + }, // Output pad bottom = 3 + }, // Input pad right = 4 + }, // Input pad bottom = 2 + { // Input pad bottom = 3 + { // Input pad right = 0 + { // Output pad bottom = 0 + ConvImpl::template process_tile<0, 0, 3, 0, 0, 0>, + ConvImpl::template process_tile<0, 0, 3, 0, 0, 1>, + ConvImpl::template process_tile<0, 0, 3, 0, 0, 2>, + ConvImpl::template process_tile<0, 0, 3, 0, 0, 3>, + }, // Output pad bottom = 0 + { // Output pad bottom = 1 + ConvImpl::template process_tile<0, 0, 3, 0, 1, 0>, + ConvImpl::template process_tile<0, 0, 3, 0, 1, 1>, + ConvImpl::template process_tile<0, 0, 3, 0, 1, 2>, + ConvImpl::template process_tile<0, 0, 3, 0, 1, 3>, + }, // Output pad bottom = 1 + { // Output pad bottom = 2 + ConvImpl::template process_tile<0, 0, 3, 0, 2, 0>, + ConvImpl::template process_tile<0, 0, 3, 0, 2, 1>, + ConvImpl::template process_tile<0, 0, 3, 0, 2, 2>, + ConvImpl::template process_tile<0, 0, 3, 0, 2, 3>, + }, // Output pad bottom = 2 + { // Output pad bottom = 3 + ConvImpl::template process_tile<0, 0, 3, 0, 3, 0>, + ConvImpl::template process_tile<0, 0, 3, 0, 3, 1>, + ConvImpl::template process_tile<0, 0, 3, 0, 3, 2>, + ConvImpl::template process_tile<0, 0, 3, 0, 3, 3>, + }, // Output pad bottom = 3 + }, // Input pad right = 0 + { // Input pad right = 1 + { // Output pad bottom = 0 + ConvImpl::template process_tile<0, 0, 3, 1, 0, 0>, + ConvImpl::template process_tile<0, 0, 3, 1, 0, 1>, + ConvImpl::template process_tile<0, 0, 3, 1, 0, 2>, + ConvImpl::template process_tile<0, 0, 3, 1, 0, 3>, + }, // Output pad bottom = 0 + { // Output pad bottom = 1 + ConvImpl::template process_tile<0, 0, 3, 1, 1, 0>, + ConvImpl::template process_tile<0, 0, 3, 1, 1, 1>, + ConvImpl::template process_tile<0, 0, 3, 1, 1, 2>, + ConvImpl::template process_tile<0, 0, 3, 1, 1, 3>, + }, // Output pad bottom = 1 + { // Output pad bottom = 2 + ConvImpl::template process_tile<0, 0, 3, 1, 2, 0>, + ConvImpl::template process_tile<0, 0, 3, 1, 2, 1>, + ConvImpl::template process_tile<0, 0, 3, 1, 2, 2>, + ConvImpl::template process_tile<0, 0, 3, 1, 2, 3>, + }, // Output pad bottom = 2 + { // Output pad bottom = 3 + ConvImpl::template process_tile<0, 0, 3, 1, 3, 0>, + ConvImpl::template process_tile<0, 0, 3, 1, 3, 1>, + ConvImpl::template process_tile<0, 0, 3, 1, 3, 2>, + ConvImpl::template process_tile<0, 0, 3, 1, 3, 3>, + }, // Output pad bottom = 3 + }, // Input pad right = 1 + { // Input pad right = 2 + { // Output pad bottom = 0 + ConvImpl::template process_tile<0, 0, 3, 2, 0, 0>, + ConvImpl::template process_tile<0, 0, 3, 2, 0, 1>, + ConvImpl::template process_tile<0, 0, 3, 2, 0, 2>, + ConvImpl::template process_tile<0, 0, 3, 2, 0, 3>, + }, // Output pad bottom = 0 + { // Output pad bottom = 1 + ConvImpl::template process_tile<0, 0, 3, 2, 1, 0>, + ConvImpl::template process_tile<0, 0, 3, 2, 1, 1>, + ConvImpl::template process_tile<0, 0, 3, 2, 1, 2>, + ConvImpl::template process_tile<0, 0, 3, 2, 1, 3>, + }, // Output pad bottom = 1 + { // Output pad bottom = 2 + ConvImpl::template process_tile<0, 0, 3, 2, 2, 0>, + ConvImpl::template process_tile<0, 0, 3, 2, 2, 1>, + ConvImpl::template process_tile<0, 0, 3, 2, 2, 2>, + ConvImpl::template process_tile<0, 0, 3, 2, 2, 3>, + }, // Output pad bottom = 2 + { // Output pad bottom = 3 + ConvImpl::template process_tile<0, 0, 3, 2, 3, 0>, + ConvImpl::template process_tile<0, 0, 3, 2, 3, 1>, + ConvImpl::template process_tile<0, 0, 3, 2, 3, 2>, + ConvImpl::template process_tile<0, 0, 3, 2, 3, 3>, + }, // Output pad bottom = 3 + }, // Input pad right = 2 + { // Input pad right = 3 + { // Output pad bottom = 0 + ConvImpl::template process_tile<0, 0, 3, 3, 0, 0>, + ConvImpl::template process_tile<0, 0, 3, 3, 0, 1>, + ConvImpl::template process_tile<0, 0, 3, 3, 0, 2>, + ConvImpl::template process_tile<0, 0, 3, 3, 0, 3>, + }, // Output pad bottom = 0 + { // Output pad bottom = 1 + ConvImpl::template process_tile<0, 0, 3, 3, 1, 0>, + ConvImpl::template process_tile<0, 0, 3, 3, 1, 1>, + ConvImpl::template process_tile<0, 0, 3, 3, 1, 2>, + ConvImpl::template process_tile<0, 0, 3, 3, 1, 3>, + }, // Output pad bottom = 1 + { // Output pad bottom = 2 + ConvImpl::template process_tile<0, 0, 3, 3, 2, 0>, + ConvImpl::template process_tile<0, 0, 3, 3, 2, 1>, + ConvImpl::template process_tile<0, 0, 3, 3, 2, 2>, + ConvImpl::template process_tile<0, 0, 3, 3, 2, 3>, + }, // Output pad bottom = 2 + { // Output pad bottom = 3 + ConvImpl::template process_tile<0, 0, 3, 3, 3, 0>, + ConvImpl::template process_tile<0, 0, 3, 3, 3, 1>, + ConvImpl::template process_tile<0, 0, 3, 3, 3, 2>, + ConvImpl::template process_tile<0, 0, 3, 3, 3, 3>, + }, // Output pad bottom = 3 + }, // Input pad right = 3 + { // Input pad right = 4 + { // Output pad bottom = 0 + ConvImpl::template process_tile<0, 0, 3, 4, 0, 0>, + ConvImpl::template process_tile<0, 0, 3, 4, 0, 1>, + ConvImpl::template process_tile<0, 0, 3, 4, 0, 2>, + ConvImpl::template process_tile<0, 0, 3, 4, 0, 3>, + }, // Output pad bottom = 0 + { // Output pad bottom = 1 + ConvImpl::template process_tile<0, 0, 3, 4, 1, 0>, + ConvImpl::template process_tile<0, 0, 3, 4, 1, 1>, + ConvImpl::template process_tile<0, 0, 3, 4, 1, 2>, + ConvImpl::template process_tile<0, 0, 3, 4, 1, 3>, + }, // Output pad bottom = 1 + { // Output pad bottom = 2 + ConvImpl::template process_tile<0, 0, 3, 4, 2, 0>, + ConvImpl::template process_tile<0, 0, 3, 4, 2, 1>, + ConvImpl::template process_tile<0, 0, 3, 4, 2, 2>, + ConvImpl::template process_tile<0, 0, 3, 4, 2, 3>, + }, // Output pad bottom = 2 + { // Output pad bottom = 3 + ConvImpl::template process_tile<0, 0, 3, 4, 3, 0>, + ConvImpl::template process_tile<0, 0, 3, 4, 3, 1>, + ConvImpl::template process_tile<0, 0, 3, 4, 3, 2>, + ConvImpl::template process_tile<0, 0, 3, 4, 3, 3>, + }, // Output pad bottom = 3 + }, // Input pad right = 4 + }, // Input pad bottom = 3 + { // Input pad bottom = 4 + { // Input pad right = 0 + { // Output pad bottom = 0 + ConvImpl::template process_tile<0, 0, 4, 0, 0, 0>, + ConvImpl::template process_tile<0, 0, 4, 0, 0, 1>, + ConvImpl::template process_tile<0, 0, 4, 0, 0, 2>, + ConvImpl::template process_tile<0, 0, 4, 0, 0, 3>, + }, // Output pad bottom = 0 + { // Output pad bottom = 1 + ConvImpl::template process_tile<0, 0, 4, 0, 1, 0>, + ConvImpl::template process_tile<0, 0, 4, 0, 1, 1>, + ConvImpl::template process_tile<0, 0, 4, 0, 1, 2>, + ConvImpl::template process_tile<0, 0, 4, 0, 1, 3>, + }, // Output pad bottom = 1 + { // Output pad bottom = 2 + ConvImpl::template process_tile<0, 0, 4, 0, 2, 0>, + ConvImpl::template process_tile<0, 0, 4, 0, 2, 1>, + ConvImpl::template process_tile<0, 0, 4, 0, 2, 2>, + ConvImpl::template process_tile<0, 0, 4, 0, 2, 3>, + }, // Output pad bottom = 2 + { // Output pad bottom = 3 + ConvImpl::template process_tile<0, 0, 4, 0, 3, 0>, + ConvImpl::template process_tile<0, 0, 4, 0, 3, 1>, + ConvImpl::template process_tile<0, 0, 4, 0, 3, 2>, + ConvImpl::template process_tile<0, 0, 4, 0, 3, 3>, + }, // Output pad bottom = 3 + }, // Input pad right = 0 + { // Input pad right = 1 + { // Output pad bottom = 0 + ConvImpl::template process_tile<0, 0, 4, 1, 0, 0>, + ConvImpl::template process_tile<0, 0, 4, 1, 0, 1>, + ConvImpl::template process_tile<0, 0, 4, 1, 0, 2>, + ConvImpl::template process_tile<0, 0, 4, 1, 0, 3>, + }, // Output pad bottom = 0 + { // Output pad bottom = 1 + ConvImpl::template process_tile<0, 0, 4, 1, 1, 0>, + ConvImpl::template process_tile<0, 0, 4, 1, 1, 1>, + ConvImpl::template process_tile<0, 0, 4, 1, 1, 2>, + ConvImpl::template process_tile<0, 0, 4, 1, 1, 3>, + }, // Output pad bottom = 1 + { // Output pad bottom = 2 + ConvImpl::template process_tile<0, 0, 4, 1, 2, 0>, + ConvImpl::template process_tile<0, 0, 4, 1, 2, 1>, + ConvImpl::template process_tile<0, 0, 4, 1, 2, 2>, + ConvImpl::template process_tile<0, 0, 4, 1, 2, 3>, + }, // Output pad bottom = 2 + { // Output pad bottom = 3 + ConvImpl::template process_tile<0, 0, 4, 1, 3, 0>, + ConvImpl::template process_tile<0, 0, 4, 1, 3, 1>, + ConvImpl::template process_tile<0, 0, 4, 1, 3, 2>, + ConvImpl::template process_tile<0, 0, 4, 1, 3, 3>, + }, // Output pad bottom = 3 + }, // Input pad right = 1 + { // Input pad right = 2 + { // Output pad bottom = 0 + ConvImpl::template process_tile<0, 0, 4, 2, 0, 0>, + ConvImpl::template process_tile<0, 0, 4, 2, 0, 1>, + ConvImpl::template process_tile<0, 0, 4, 2, 0, 2>, + ConvImpl::template process_tile<0, 0, 4, 2, 0, 3>, + }, // Output pad bottom = 0 + { // Output pad bottom = 1 + ConvImpl::template process_tile<0, 0, 4, 2, 1, 0>, + ConvImpl::template process_tile<0, 0, 4, 2, 1, 1>, + ConvImpl::template process_tile<0, 0, 4, 2, 1, 2>, + ConvImpl::template process_tile<0, 0, 4, 2, 1, 3>, + }, // Output pad bottom = 1 + { // Output pad bottom = 2 + ConvImpl::template process_tile<0, 0, 4, 2, 2, 0>, + ConvImpl::template process_tile<0, 0, 4, 2, 2, 1>, + ConvImpl::template process_tile<0, 0, 4, 2, 2, 2>, + ConvImpl::template process_tile<0, 0, 4, 2, 2, 3>, + }, // Output pad bottom = 2 + { // Output pad bottom = 3 + ConvImpl::template process_tile<0, 0, 4, 2, 3, 0>, + ConvImpl::template process_tile<0, 0, 4, 2, 3, 1>, + ConvImpl::template process_tile<0, 0, 4, 2, 3, 2>, + ConvImpl::template process_tile<0, 0, 4, 2, 3, 3>, + }, // Output pad bottom = 3 + }, // Input pad right = 2 + { // Input pad right = 3 + { // Output pad bottom = 0 + ConvImpl::template process_tile<0, 0, 4, 3, 0, 0>, + ConvImpl::template process_tile<0, 0, 4, 3, 0, 1>, + ConvImpl::template process_tile<0, 0, 4, 3, 0, 2>, + ConvImpl::template process_tile<0, 0, 4, 3, 0, 3>, + }, // Output pad bottom = 0 + { // Output pad bottom = 1 + ConvImpl::template process_tile<0, 0, 4, 3, 1, 0>, + ConvImpl::template process_tile<0, 0, 4, 3, 1, 1>, + ConvImpl::template process_tile<0, 0, 4, 3, 1, 2>, + ConvImpl::template process_tile<0, 0, 4, 3, 1, 3>, + }, // Output pad bottom = 1 + { // Output pad bottom = 2 + ConvImpl::template process_tile<0, 0, 4, 3, 2, 0>, + ConvImpl::template process_tile<0, 0, 4, 3, 2, 1>, + ConvImpl::template process_tile<0, 0, 4, 3, 2, 2>, + ConvImpl::template process_tile<0, 0, 4, 3, 2, 3>, + }, // Output pad bottom = 2 + { // Output pad bottom = 3 + ConvImpl::template process_tile<0, 0, 4, 3, 3, 0>, + ConvImpl::template process_tile<0, 0, 4, 3, 3, 1>, + ConvImpl::template process_tile<0, 0, 4, 3, 3, 2>, + ConvImpl::template process_tile<0, 0, 4, 3, 3, 3>, + }, // Output pad bottom = 3 + }, // Input pad right = 3 + { // Input pad right = 4 + { // Output pad bottom = 0 + ConvImpl::template process_tile<0, 0, 4, 4, 0, 0>, + ConvImpl::template process_tile<0, 0, 4, 4, 0, 1>, + ConvImpl::template process_tile<0, 0, 4, 4, 0, 2>, + ConvImpl::template process_tile<0, 0, 4, 4, 0, 3>, + }, // Output pad bottom = 0 + { // Output pad bottom = 1 + ConvImpl::template process_tile<0, 0, 4, 4, 1, 0>, + ConvImpl::template process_tile<0, 0, 4, 4, 1, 1>, + ConvImpl::template process_tile<0, 0, 4, 4, 1, 2>, + ConvImpl::template process_tile<0, 0, 4, 4, 1, 3>, + }, // Output pad bottom = 1 + { // Output pad bottom = 2 + ConvImpl::template process_tile<0, 0, 4, 4, 2, 0>, + ConvImpl::template process_tile<0, 0, 4, 4, 2, 1>, + ConvImpl::template process_tile<0, 0, 4, 4, 2, 2>, + ConvImpl::template process_tile<0, 0, 4, 4, 2, 3>, + }, // Output pad bottom = 2 + { // Output pad bottom = 3 + ConvImpl::template process_tile<0, 0, 4, 4, 3, 0>, + ConvImpl::template process_tile<0, 0, 4, 4, 3, 1>, + ConvImpl::template process_tile<0, 0, 4, 4, 3, 2>, + ConvImpl::template process_tile<0, 0, 4, 4, 3, 3>, + }, // Output pad bottom = 3 + }, // Input pad right = 4 + }, // Input pad bottom = 4 + }, // Input pad left = 0 + { // Input pad left = 1 + { // Input pad bottom = 0 + { // Input pad right = 0 + { // Output pad bottom = 0 + ConvImpl::template process_tile<0, 1, 0, 0, 0, 0>, + ConvImpl::template process_tile<0, 1, 0, 0, 0, 1>, + ConvImpl::template process_tile<0, 1, 0, 0, 0, 2>, + ConvImpl::template process_tile<0, 1, 0, 0, 0, 3>, + }, // Output pad bottom = 0 + { // Output pad bottom = 1 + ConvImpl::template process_tile<0, 1, 0, 0, 1, 0>, + ConvImpl::template process_tile<0, 1, 0, 0, 1, 1>, + ConvImpl::template process_tile<0, 1, 0, 0, 1, 2>, + ConvImpl::template process_tile<0, 1, 0, 0, 1, 3>, + }, // Output pad bottom = 1 + { // Output pad bottom = 2 + ConvImpl::template process_tile<0, 1, 0, 0, 2, 0>, + ConvImpl::template process_tile<0, 1, 0, 0, 2, 1>, + ConvImpl::template process_tile<0, 1, 0, 0, 2, 2>, + ConvImpl::template process_tile<0, 1, 0, 0, 2, 3>, + }, // Output pad bottom = 2 + { // Output pad bottom = 3 + ConvImpl::template process_tile<0, 1, 0, 0, 3, 0>, + ConvImpl::template process_tile<0, 1, 0, 0, 3, 1>, + ConvImpl::template process_tile<0, 1, 0, 0, 3, 2>, + ConvImpl::template process_tile<0, 1, 0, 0, 3, 3>, + }, // Output pad bottom = 3 + }, // Input pad right = 0 + { // Input pad right = 1 + { // Output pad bottom = 0 + ConvImpl::template process_tile<0, 1, 0, 1, 0, 0>, + ConvImpl::template process_tile<0, 1, 0, 1, 0, 1>, + ConvImpl::template process_tile<0, 1, 0, 1, 0, 2>, + ConvImpl::template process_tile<0, 1, 0, 1, 0, 3>, + }, // Output pad bottom = 0 + { // Output pad bottom = 1 + ConvImpl::template process_tile<0, 1, 0, 1, 1, 0>, + ConvImpl::template process_tile<0, 1, 0, 1, 1, 1>, + ConvImpl::template process_tile<0, 1, 0, 1, 1, 2>, + ConvImpl::template process_tile<0, 1, 0, 1, 1, 3>, + }, // Output pad bottom = 1 + { // Output pad bottom = 2 + ConvImpl::template process_tile<0, 1, 0, 1, 2, 0>, + ConvImpl::template process_tile<0, 1, 0, 1, 2, 1>, + ConvImpl::template process_tile<0, 1, 0, 1, 2, 2>, + ConvImpl::template process_tile<0, 1, 0, 1, 2, 3>, + }, // Output pad bottom = 2 + { // Output pad bottom = 3 + ConvImpl::template process_tile<0, 1, 0, 1, 3, 0>, + ConvImpl::template process_tile<0, 1, 0, 1, 3, 1>, + ConvImpl::template process_tile<0, 1, 0, 1, 3, 2>, + ConvImpl::template process_tile<0, 1, 0, 1, 3, 3>, + }, // Output pad bottom = 3 + }, // Input pad right = 1 + { // Input pad right = 2 + { // Output pad bottom = 0 + ConvImpl::template process_tile<0, 1, 0, 2, 0, 0>, + ConvImpl::template process_tile<0, 1, 0, 2, 0, 1>, + ConvImpl::template process_tile<0, 1, 0, 2, 0, 2>, + ConvImpl::template process_tile<0, 1, 0, 2, 0, 3>, + }, // Output pad bottom = 0 + { // Output pad bottom = 1 + ConvImpl::template process_tile<0, 1, 0, 2, 1, 0>, + ConvImpl::template process_tile<0, 1, 0, 2, 1, 1>, + ConvImpl::template process_tile<0, 1, 0, 2, 1, 2>, + ConvImpl::template process_tile<0, 1, 0, 2, 1, 3>, + }, // Output pad bottom = 1 + { // Output pad bottom = 2 + ConvImpl::template process_tile<0, 1, 0, 2, 2, 0>, + ConvImpl::template process_tile<0, 1, 0, 2, 2, 1>, + ConvImpl::template process_tile<0, 1, 0, 2, 2, 2>, + ConvImpl::template process_tile<0, 1, 0, 2, 2, 3>, + }, // Output pad bottom = 2 + { // Output pad bottom = 3 + ConvImpl::template process_tile<0, 1, 0, 2, 3, 0>, + ConvImpl::template process_tile<0, 1, 0, 2, 3, 1>, + ConvImpl::template process_tile<0, 1, 0, 2, 3, 2>, + ConvImpl::template process_tile<0, 1, 0, 2, 3, 3>, + }, // Output pad bottom = 3 + }, // Input pad right = 2 + { // Input pad right = 3 + { // Output pad bottom = 0 + ConvImpl::template process_tile<0, 1, 0, 3, 0, 0>, + ConvImpl::template process_tile<0, 1, 0, 3, 0, 1>, + ConvImpl::template process_tile<0, 1, 0, 3, 0, 2>, + ConvImpl::template process_tile<0, 1, 0, 3, 0, 3>, + }, // Output pad bottom = 0 + { // Output pad bottom = 1 + ConvImpl::template process_tile<0, 1, 0, 3, 1, 0>, + ConvImpl::template process_tile<0, 1, 0, 3, 1, 1>, + ConvImpl::template process_tile<0, 1, 0, 3, 1, 2>, + ConvImpl::template process_tile<0, 1, 0, 3, 1, 3>, + }, // Output pad bottom = 1 + { // Output pad bottom = 2 + ConvImpl::template process_tile<0, 1, 0, 3, 2, 0>, + ConvImpl::template process_tile<0, 1, 0, 3, 2, 1>, + ConvImpl::template process_tile<0, 1, 0, 3, 2, 2>, + ConvImpl::template process_tile<0, 1, 0, 3, 2, 3>, + }, // Output pad bottom = 2 + { // Output pad bottom = 3 + ConvImpl::template process_tile<0, 1, 0, 3, 3, 0>, + ConvImpl::template process_tile<0, 1, 0, 3, 3, 1>, + ConvImpl::template process_tile<0, 1, 0, 3, 3, 2>, + ConvImpl::template process_tile<0, 1, 0, 3, 3, 3>, + }, // Output pad bottom = 3 + }, // Input pad right = 3 + { // Input pad right = 4 + { // Output pad bottom = 0 + ConvImpl::template process_tile<0, 1, 0, 4, 0, 0>, + ConvImpl::template process_tile<0, 1, 0, 4, 0, 1>, + ConvImpl::template process_tile<0, 1, 0, 4, 0, 2>, + ConvImpl::template process_tile<0, 1, 0, 4, 0, 3>, + }, // Output pad bottom = 0 + { // Output pad bottom = 1 + ConvImpl::template process_tile<0, 1, 0, 4, 1, 0>, + ConvImpl::template process_tile<0, 1, 0, 4, 1, 1>, + ConvImpl::template process_tile<0, 1, 0, 4, 1, 2>, + ConvImpl::template process_tile<0, 1, 0, 4, 1, 3>, + }, // Output pad bottom = 1 + { // Output pad bottom = 2 + ConvImpl::template process_tile<0, 1, 0, 4, 2, 0>, + ConvImpl::template process_tile<0, 1, 0, 4, 2, 1>, + ConvImpl::template process_tile<0, 1, 0, 4, 2, 2>, + ConvImpl::template process_tile<0, 1, 0, 4, 2, 3>, + }, // Output pad bottom = 2 + { // Output pad bottom = 3 + ConvImpl::template process_tile<0, 1, 0, 4, 3, 0>, + ConvImpl::template process_tile<0, 1, 0, 4, 3, 1>, + ConvImpl::template process_tile<0, 1, 0, 4, 3, 2>, + ConvImpl::template process_tile<0, 1, 0, 4, 3, 3>, + }, // Output pad bottom = 3 + }, // Input pad right = 4 + }, // Input pad bottom = 0 + { // Input pad bottom = 1 + { // Input pad right = 0 + { // Output pad bottom = 0 + ConvImpl::template process_tile<0, 1, 1, 0, 0, 0>, + ConvImpl::template process_tile<0, 1, 1, 0, 0, 1>, + ConvImpl::template process_tile<0, 1, 1, 0, 0, 2>, + ConvImpl::template process_tile<0, 1, 1, 0, 0, 3>, + }, // Output pad bottom = 0 + { // Output pad bottom = 1 + ConvImpl::template process_tile<0, 1, 1, 0, 1, 0>, + ConvImpl::template process_tile<0, 1, 1, 0, 1, 1>, + ConvImpl::template process_tile<0, 1, 1, 0, 1, 2>, + ConvImpl::template process_tile<0, 1, 1, 0, 1, 3>, + }, // Output pad bottom = 1 + { // Output pad bottom = 2 + ConvImpl::template process_tile<0, 1, 1, 0, 2, 0>, + ConvImpl::template process_tile<0, 1, 1, 0, 2, 1>, + ConvImpl::template process_tile<0, 1, 1, 0, 2, 2>, + ConvImpl::template process_tile<0, 1, 1, 0, 2, 3>, + }, // Output pad bottom = 2 + { // Output pad bottom = 3 + ConvImpl::template process_tile<0, 1, 1, 0, 3, 0>, + ConvImpl::template process_tile<0, 1, 1, 0, 3, 1>, + ConvImpl::template process_tile<0, 1, 1, 0, 3, 2>, + ConvImpl::template process_tile<0, 1, 1, 0, 3, 3>, + }, // Output pad bottom = 3 + }, // Input pad right = 0 + { // Input pad right = 1 + { // Output pad bottom = 0 + ConvImpl::template process_tile<0, 1, 1, 1, 0, 0>, + ConvImpl::template process_tile<0, 1, 1, 1, 0, 1>, + ConvImpl::template process_tile<0, 1, 1, 1, 0, 2>, + ConvImpl::template process_tile<0, 1, 1, 1, 0, 3>, + }, // Output pad bottom = 0 + { // Output pad bottom = 1 + ConvImpl::template process_tile<0, 1, 1, 1, 1, 0>, + ConvImpl::template process_tile<0, 1, 1, 1, 1, 1>, + ConvImpl::template process_tile<0, 1, 1, 1, 1, 2>, + ConvImpl::template process_tile<0, 1, 1, 1, 1, 3>, + }, // Output pad bottom = 1 + { // Output pad bottom = 2 + ConvImpl::template process_tile<0, 1, 1, 1, 2, 0>, + ConvImpl::template process_tile<0, 1, 1, 1, 2, 1>, + ConvImpl::template process_tile<0, 1, 1, 1, 2, 2>, + ConvImpl::template process_tile<0, 1, 1, 1, 2, 3>, + }, // Output pad bottom = 2 + { // Output pad bottom = 3 + ConvImpl::template process_tile<0, 1, 1, 1, 3, 0>, + ConvImpl::template process_tile<0, 1, 1, 1, 3, 1>, + ConvImpl::template process_tile<0, 1, 1, 1, 3, 2>, + ConvImpl::template process_tile<0, 1, 1, 1, 3, 3>, + }, // Output pad bottom = 3 + }, // Input pad right = 1 + { // Input pad right = 2 + { // Output pad bottom = 0 + ConvImpl::template process_tile<0, 1, 1, 2, 0, 0>, + ConvImpl::template process_tile<0, 1, 1, 2, 0, 1>, + ConvImpl::template process_tile<0, 1, 1, 2, 0, 2>, + ConvImpl::template process_tile<0, 1, 1, 2, 0, 3>, + }, // Output pad bottom = 0 + { // Output pad bottom = 1 + ConvImpl::template process_tile<0, 1, 1, 2, 1, 0>, + ConvImpl::template process_tile<0, 1, 1, 2, 1, 1>, + ConvImpl::template process_tile<0, 1, 1, 2, 1, 2>, + ConvImpl::template process_tile<0, 1, 1, 2, 1, 3>, + }, // Output pad bottom = 1 + { // Output pad bottom = 2 + ConvImpl::template process_tile<0, 1, 1, 2, 2, 0>, + ConvImpl::template process_tile<0, 1, 1, 2, 2, 1>, + ConvImpl::template process_tile<0, 1, 1, 2, 2, 2>, + ConvImpl::template process_tile<0, 1, 1, 2, 2, 3>, + }, // Output pad bottom = 2 + { // Output pad bottom = 3 + ConvImpl::template process_tile<0, 1, 1, 2, 3, 0>, + ConvImpl::template process_tile<0, 1, 1, 2, 3, 1>, + ConvImpl::template process_tile<0, 1, 1, 2, 3, 2>, + ConvImpl::template process_tile<0, 1, 1, 2, 3, 3>, + }, // Output pad bottom = 3 + }, // Input pad right = 2 + { // Input pad right = 3 + { // Output pad bottom = 0 + ConvImpl::template process_tile<0, 1, 1, 3, 0, 0>, + ConvImpl::template process_tile<0, 1, 1, 3, 0, 1>, + ConvImpl::template process_tile<0, 1, 1, 3, 0, 2>, + ConvImpl::template process_tile<0, 1, 1, 3, 0, 3>, + }, // Output pad bottom = 0 + { // Output pad bottom = 1 + ConvImpl::template process_tile<0, 1, 1, 3, 1, 0>, + ConvImpl::template process_tile<0, 1, 1, 3, 1, 1>, + ConvImpl::template process_tile<0, 1, 1, 3, 1, 2>, + ConvImpl::template process_tile<0, 1, 1, 3, 1, 3>, + }, // Output pad bottom = 1 + { // Output pad bottom = 2 + ConvImpl::template process_tile<0, 1, 1, 3, 2, 0>, + ConvImpl::template process_tile<0, 1, 1, 3, 2, 1>, + ConvImpl::template process_tile<0, 1, 1, 3, 2, 2>, + ConvImpl::template process_tile<0, 1, 1, 3, 2, 3>, + }, // Output pad bottom = 2 + { // Output pad bottom = 3 + ConvImpl::template process_tile<0, 1, 1, 3, 3, 0>, + ConvImpl::template process_tile<0, 1, 1, 3, 3, 1>, + ConvImpl::template process_tile<0, 1, 1, 3, 3, 2>, + ConvImpl::template process_tile<0, 1, 1, 3, 3, 3>, + }, // Output pad bottom = 3 + }, // Input pad right = 3 + { // Input pad right = 4 + { // Output pad bottom = 0 + ConvImpl::template process_tile<0, 1, 1, 4, 0, 0>, + ConvImpl::template process_tile<0, 1, 1, 4, 0, 1>, + ConvImpl::template process_tile<0, 1, 1, 4, 0, 2>, + ConvImpl::template process_tile<0, 1, 1, 4, 0, 3>, + }, // Output pad bottom = 0 + { // Output pad bottom = 1 + ConvImpl::template process_tile<0, 1, 1, 4, 1, 0>, + ConvImpl::template process_tile<0, 1, 1, 4, 1, 1>, + ConvImpl::template process_tile<0, 1, 1, 4, 1, 2>, + ConvImpl::template process_tile<0, 1, 1, 4, 1, 3>, + }, // Output pad bottom = 1 + { // Output pad bottom = 2 + ConvImpl::template process_tile<0, 1, 1, 4, 2, 0>, + ConvImpl::template process_tile<0, 1, 1, 4, 2, 1>, + ConvImpl::template process_tile<0, 1, 1, 4, 2, 2>, + ConvImpl::template process_tile<0, 1, 1, 4, 2, 3>, + }, // Output pad bottom = 2 + { // Output pad bottom = 3 + ConvImpl::template process_tile<0, 1, 1, 4, 3, 0>, + ConvImpl::template process_tile<0, 1, 1, 4, 3, 1>, + ConvImpl::template process_tile<0, 1, 1, 4, 3, 2>, + ConvImpl::template process_tile<0, 1, 1, 4, 3, 3>, + }, // Output pad bottom = 3 + }, // Input pad right = 4 + }, // Input pad bottom = 1 + { // Input pad bottom = 2 + { // Input pad right = 0 + { // Output pad bottom = 0 + ConvImpl::template process_tile<0, 1, 2, 0, 0, 0>, + ConvImpl::template process_tile<0, 1, 2, 0, 0, 1>, + ConvImpl::template process_tile<0, 1, 2, 0, 0, 2>, + ConvImpl::template process_tile<0, 1, 2, 0, 0, 3>, + }, // Output pad bottom = 0 + { // Output pad bottom = 1 + ConvImpl::template process_tile<0, 1, 2, 0, 1, 0>, + ConvImpl::template process_tile<0, 1, 2, 0, 1, 1>, + ConvImpl::template process_tile<0, 1, 2, 0, 1, 2>, + ConvImpl::template process_tile<0, 1, 2, 0, 1, 3>, + }, // Output pad bottom = 1 + { // Output pad bottom = 2 + ConvImpl::template process_tile<0, 1, 2, 0, 2, 0>, + ConvImpl::template process_tile<0, 1, 2, 0, 2, 1>, + ConvImpl::template process_tile<0, 1, 2, 0, 2, 2>, + ConvImpl::template process_tile<0, 1, 2, 0, 2, 3>, + }, // Output pad bottom = 2 + { // Output pad bottom = 3 + ConvImpl::template process_tile<0, 1, 2, 0, 3, 0>, + ConvImpl::template process_tile<0, 1, 2, 0, 3, 1>, + ConvImpl::template process_tile<0, 1, 2, 0, 3, 2>, + ConvImpl::template process_tile<0, 1, 2, 0, 3, 3>, + }, // Output pad bottom = 3 + }, // Input pad right = 0 + { // Input pad right = 1 + { // Output pad bottom = 0 + ConvImpl::template process_tile<0, 1, 2, 1, 0, 0>, + ConvImpl::template process_tile<0, 1, 2, 1, 0, 1>, + ConvImpl::template process_tile<0, 1, 2, 1, 0, 2>, + ConvImpl::template process_tile<0, 1, 2, 1, 0, 3>, + }, // Output pad bottom = 0 + { // Output pad bottom = 1 + ConvImpl::template process_tile<0, 1, 2, 1, 1, 0>, + ConvImpl::template process_tile<0, 1, 2, 1, 1, 1>, + ConvImpl::template process_tile<0, 1, 2, 1, 1, 2>, + ConvImpl::template process_tile<0, 1, 2, 1, 1, 3>, + }, // Output pad bottom = 1 + { // Output pad bottom = 2 + ConvImpl::template process_tile<0, 1, 2, 1, 2, 0>, + ConvImpl::template process_tile<0, 1, 2, 1, 2, 1>, + ConvImpl::template process_tile<0, 1, 2, 1, 2, 2>, + ConvImpl::template process_tile<0, 1, 2, 1, 2, 3>, + }, // Output pad bottom = 2 + { // Output pad bottom = 3 + ConvImpl::template process_tile<0, 1, 2, 1, 3, 0>, + ConvImpl::template process_tile<0, 1, 2, 1, 3, 1>, + ConvImpl::template process_tile<0, 1, 2, 1, 3, 2>, + ConvImpl::template process_tile<0, 1, 2, 1, 3, 3>, + }, // Output pad bottom = 3 + }, // Input pad right = 1 + { // Input pad right = 2 + { // Output pad bottom = 0 + ConvImpl::template process_tile<0, 1, 2, 2, 0, 0>, + ConvImpl::template process_tile<0, 1, 2, 2, 0, 1>, + ConvImpl::template process_tile<0, 1, 2, 2, 0, 2>, + ConvImpl::template process_tile<0, 1, 2, 2, 0, 3>, + }, // Output pad bottom = 0 + { // Output pad bottom = 1 + ConvImpl::template process_tile<0, 1, 2, 2, 1, 0>, + ConvImpl::template process_tile<0, 1, 2, 2, 1, 1>, + ConvImpl::template process_tile<0, 1, 2, 2, 1, 2>, + ConvImpl::template process_tile<0, 1, 2, 2, 1, 3>, + }, // Output pad bottom = 1 + { // Output pad bottom = 2 + ConvImpl::template process_tile<0, 1, 2, 2, 2, 0>, + ConvImpl::template process_tile<0, 1, 2, 2, 2, 1>, + ConvImpl::template process_tile<0, 1, 2, 2, 2, 2>, + ConvImpl::template process_tile<0, 1, 2, 2, 2, 3>, + }, // Output pad bottom = 2 + { // Output pad bottom = 3 + ConvImpl::template process_tile<0, 1, 2, 2, 3, 0>, + ConvImpl::template process_tile<0, 1, 2, 2, 3, 1>, + ConvImpl::template process_tile<0, 1, 2, 2, 3, 2>, + ConvImpl::template process_tile<0, 1, 2, 2, 3, 3>, + }, // Output pad bottom = 3 + }, // Input pad right = 2 + { // Input pad right = 3 + { // Output pad bottom = 0 + ConvImpl::template process_tile<0, 1, 2, 3, 0, 0>, + ConvImpl::template process_tile<0, 1, 2, 3, 0, 1>, + ConvImpl::template process_tile<0, 1, 2, 3, 0, 2>, + ConvImpl::template process_tile<0, 1, 2, 3, 0, 3>, + }, // Output pad bottom = 0 + { // Output pad bottom = 1 + ConvImpl::template process_tile<0, 1, 2, 3, 1, 0>, + ConvImpl::template process_tile<0, 1, 2, 3, 1, 1>, + ConvImpl::template process_tile<0, 1, 2, 3, 1, 2>, + ConvImpl::template process_tile<0, 1, 2, 3, 1, 3>, + }, // Output pad bottom = 1 + { // Output pad bottom = 2 + ConvImpl::template process_tile<0, 1, 2, 3, 2, 0>, + ConvImpl::template process_tile<0, 1, 2, 3, 2, 1>, + ConvImpl::template process_tile<0, 1, 2, 3, 2, 2>, + ConvImpl::template process_tile<0, 1, 2, 3, 2, 3>, + }, // Output pad bottom = 2 + { // Output pad bottom = 3 + ConvImpl::template process_tile<0, 1, 2, 3, 3, 0>, + ConvImpl::template process_tile<0, 1, 2, 3, 3, 1>, + ConvImpl::template process_tile<0, 1, 2, 3, 3, 2>, + ConvImpl::template process_tile<0, 1, 2, 3, 3, 3>, + }, // Output pad bottom = 3 + }, // Input pad right = 3 + { // Input pad right = 4 + { // Output pad bottom = 0 + ConvImpl::template process_tile<0, 1, 2, 4, 0, 0>, + ConvImpl::template process_tile<0, 1, 2, 4, 0, 1>, + ConvImpl::template process_tile<0, 1, 2, 4, 0, 2>, + ConvImpl::template process_tile<0, 1, 2, 4, 0, 3>, + }, // Output pad bottom = 0 + { // Output pad bottom = 1 + ConvImpl::template process_tile<0, 1, 2, 4, 1, 0>, + ConvImpl::template process_tile<0, 1, 2, 4, 1, 1>, + ConvImpl::template process_tile<0, 1, 2, 4, 1, 2>, + ConvImpl::template process_tile<0, 1, 2, 4, 1, 3>, + }, // Output pad bottom = 1 + { // Output pad bottom = 2 + ConvImpl::template process_tile<0, 1, 2, 4, 2, 0>, + ConvImpl::template process_tile<0, 1, 2, 4, 2, 1>, + ConvImpl::template process_tile<0, 1, 2, 4, 2, 2>, + ConvImpl::template process_tile<0, 1, 2, 4, 2, 3>, + }, // Output pad bottom = 2 + { // Output pad bottom = 3 + ConvImpl::template process_tile<0, 1, 2, 4, 3, 0>, + ConvImpl::template process_tile<0, 1, 2, 4, 3, 1>, + ConvImpl::template process_tile<0, 1, 2, 4, 3, 2>, + ConvImpl::template process_tile<0, 1, 2, 4, 3, 3>, + }, // Output pad bottom = 3 + }, // Input pad right = 4 + }, // Input pad bottom = 2 + { // Input pad bottom = 3 + { // Input pad right = 0 + { // Output pad bottom = 0 + ConvImpl::template process_tile<0, 1, 3, 0, 0, 0>, + ConvImpl::template process_tile<0, 1, 3, 0, 0, 1>, + ConvImpl::template process_tile<0, 1, 3, 0, 0, 2>, + ConvImpl::template process_tile<0, 1, 3, 0, 0, 3>, + }, // Output pad bottom = 0 + { // Output pad bottom = 1 + ConvImpl::template process_tile<0, 1, 3, 0, 1, 0>, + ConvImpl::template process_tile<0, 1, 3, 0, 1, 1>, + ConvImpl::template process_tile<0, 1, 3, 0, 1, 2>, + ConvImpl::template process_tile<0, 1, 3, 0, 1, 3>, + }, // Output pad bottom = 1 + { // Output pad bottom = 2 + ConvImpl::template process_tile<0, 1, 3, 0, 2, 0>, + ConvImpl::template process_tile<0, 1, 3, 0, 2, 1>, + ConvImpl::template process_tile<0, 1, 3, 0, 2, 2>, + ConvImpl::template process_tile<0, 1, 3, 0, 2, 3>, + }, // Output pad bottom = 2 + { // Output pad bottom = 3 + ConvImpl::template process_tile<0, 1, 3, 0, 3, 0>, + ConvImpl::template process_tile<0, 1, 3, 0, 3, 1>, + ConvImpl::template process_tile<0, 1, 3, 0, 3, 2>, + ConvImpl::template process_tile<0, 1, 3, 0, 3, 3>, + }, // Output pad bottom = 3 + }, // Input pad right = 0 + { // Input pad right = 1 + { // Output pad bottom = 0 + ConvImpl::template process_tile<0, 1, 3, 1, 0, 0>, + ConvImpl::template process_tile<0, 1, 3, 1, 0, 1>, + ConvImpl::template process_tile<0, 1, 3, 1, 0, 2>, + ConvImpl::template process_tile<0, 1, 3, 1, 0, 3>, + }, // Output pad bottom = 0 + { // Output pad bottom = 1 + ConvImpl::template process_tile<0, 1, 3, 1, 1, 0>, + ConvImpl::template process_tile<0, 1, 3, 1, 1, 1>, + ConvImpl::template process_tile<0, 1, 3, 1, 1, 2>, + ConvImpl::template process_tile<0, 1, 3, 1, 1, 3>, + }, // Output pad bottom = 1 + { // Output pad bottom = 2 + ConvImpl::template process_tile<0, 1, 3, 1, 2, 0>, + ConvImpl::template process_tile<0, 1, 3, 1, 2, 1>, + ConvImpl::template process_tile<0, 1, 3, 1, 2, 2>, + ConvImpl::template process_tile<0, 1, 3, 1, 2, 3>, + }, // Output pad bottom = 2 + { // Output pad bottom = 3 + ConvImpl::template process_tile<0, 1, 3, 1, 3, 0>, + ConvImpl::template process_tile<0, 1, 3, 1, 3, 1>, + ConvImpl::template process_tile<0, 1, 3, 1, 3, 2>, + ConvImpl::template process_tile<0, 1, 3, 1, 3, 3>, + }, // Output pad bottom = 3 + }, // Input pad right = 1 + { // Input pad right = 2 + { // Output pad bottom = 0 + ConvImpl::template process_tile<0, 1, 3, 2, 0, 0>, + ConvImpl::template process_tile<0, 1, 3, 2, 0, 1>, + ConvImpl::template process_tile<0, 1, 3, 2, 0, 2>, + ConvImpl::template process_tile<0, 1, 3, 2, 0, 3>, + }, // Output pad bottom = 0 + { // Output pad bottom = 1 + ConvImpl::template process_tile<0, 1, 3, 2, 1, 0>, + ConvImpl::template process_tile<0, 1, 3, 2, 1, 1>, + ConvImpl::template process_tile<0, 1, 3, 2, 1, 2>, + ConvImpl::template process_tile<0, 1, 3, 2, 1, 3>, + }, // Output pad bottom = 1 + { // Output pad bottom = 2 + ConvImpl::template process_tile<0, 1, 3, 2, 2, 0>, + ConvImpl::template process_tile<0, 1, 3, 2, 2, 1>, + ConvImpl::template process_tile<0, 1, 3, 2, 2, 2>, + ConvImpl::template process_tile<0, 1, 3, 2, 2, 3>, + }, // Output pad bottom = 2 + { // Output pad bottom = 3 + ConvImpl::template process_tile<0, 1, 3, 2, 3, 0>, + ConvImpl::template process_tile<0, 1, 3, 2, 3, 1>, + ConvImpl::template process_tile<0, 1, 3, 2, 3, 2>, + ConvImpl::template process_tile<0, 1, 3, 2, 3, 3>, + }, // Output pad bottom = 3 + }, // Input pad right = 2 + { // Input pad right = 3 + { // Output pad bottom = 0 + ConvImpl::template process_tile<0, 1, 3, 3, 0, 0>, + ConvImpl::template process_tile<0, 1, 3, 3, 0, 1>, + ConvImpl::template process_tile<0, 1, 3, 3, 0, 2>, + ConvImpl::template process_tile<0, 1, 3, 3, 0, 3>, + }, // Output pad bottom = 0 + { // Output pad bottom = 1 + ConvImpl::template process_tile<0, 1, 3, 3, 1, 0>, + ConvImpl::template process_tile<0, 1, 3, 3, 1, 1>, + ConvImpl::template process_tile<0, 1, 3, 3, 1, 2>, + ConvImpl::template process_tile<0, 1, 3, 3, 1, 3>, + }, // Output pad bottom = 1 + { // Output pad bottom = 2 + ConvImpl::template process_tile<0, 1, 3, 3, 2, 0>, + ConvImpl::template process_tile<0, 1, 3, 3, 2, 1>, + ConvImpl::template process_tile<0, 1, 3, 3, 2, 2>, + ConvImpl::template process_tile<0, 1, 3, 3, 2, 3>, + }, // Output pad bottom = 2 + { // Output pad bottom = 3 + ConvImpl::template process_tile<0, 1, 3, 3, 3, 0>, + ConvImpl::template process_tile<0, 1, 3, 3, 3, 1>, + ConvImpl::template process_tile<0, 1, 3, 3, 3, 2>, + ConvImpl::template process_tile<0, 1, 3, 3, 3, 3>, + }, // Output pad bottom = 3 + }, // Input pad right = 3 + { // Input pad right = 4 + { // Output pad bottom = 0 + ConvImpl::template process_tile<0, 1, 3, 4, 0, 0>, + ConvImpl::template process_tile<0, 1, 3, 4, 0, 1>, + ConvImpl::template process_tile<0, 1, 3, 4, 0, 2>, + ConvImpl::template process_tile<0, 1, 3, 4, 0, 3>, + }, // Output pad bottom = 0 + { // Output pad bottom = 1 + ConvImpl::template process_tile<0, 1, 3, 4, 1, 0>, + ConvImpl::template process_tile<0, 1, 3, 4, 1, 1>, + ConvImpl::template process_tile<0, 1, 3, 4, 1, 2>, + ConvImpl::template process_tile<0, 1, 3, 4, 1, 3>, + }, // Output pad bottom = 1 + { // Output pad bottom = 2 + ConvImpl::template process_tile<0, 1, 3, 4, 2, 0>, + ConvImpl::template process_tile<0, 1, 3, 4, 2, 1>, + ConvImpl::template process_tile<0, 1, 3, 4, 2, 2>, + ConvImpl::template process_tile<0, 1, 3, 4, 2, 3>, + }, // Output pad bottom = 2 + { // Output pad bottom = 3 + ConvImpl::template process_tile<0, 1, 3, 4, 3, 0>, + ConvImpl::template process_tile<0, 1, 3, 4, 3, 1>, + ConvImpl::template process_tile<0, 1, 3, 4, 3, 2>, + ConvImpl::template process_tile<0, 1, 3, 4, 3, 3>, + }, // Output pad bottom = 3 + }, // Input pad right = 4 + }, // Input pad bottom = 3 + { // Input pad bottom = 4 + { // Input pad right = 0 + { // Output pad bottom = 0 + ConvImpl::template process_tile<0, 1, 4, 0, 0, 0>, + ConvImpl::template process_tile<0, 1, 4, 0, 0, 1>, + ConvImpl::template process_tile<0, 1, 4, 0, 0, 2>, + ConvImpl::template process_tile<0, 1, 4, 0, 0, 3>, + }, // Output pad bottom = 0 + { // Output pad bottom = 1 + ConvImpl::template process_tile<0, 1, 4, 0, 1, 0>, + ConvImpl::template process_tile<0, 1, 4, 0, 1, 1>, + ConvImpl::template process_tile<0, 1, 4, 0, 1, 2>, + ConvImpl::template process_tile<0, 1, 4, 0, 1, 3>, + }, // Output pad bottom = 1 + { // Output pad bottom = 2 + ConvImpl::template process_tile<0, 1, 4, 0, 2, 0>, + ConvImpl::template process_tile<0, 1, 4, 0, 2, 1>, + ConvImpl::template process_tile<0, 1, 4, 0, 2, 2>, + ConvImpl::template process_tile<0, 1, 4, 0, 2, 3>, + }, // Output pad bottom = 2 + { // Output pad bottom = 3 + ConvImpl::template process_tile<0, 1, 4, 0, 3, 0>, + ConvImpl::template process_tile<0, 1, 4, 0, 3, 1>, + ConvImpl::template process_tile<0, 1, 4, 0, 3, 2>, + ConvImpl::template process_tile<0, 1, 4, 0, 3, 3>, + }, // Output pad bottom = 3 + }, // Input pad right = 0 + { // Input pad right = 1 + { // Output pad bottom = 0 + ConvImpl::template process_tile<0, 1, 4, 1, 0, 0>, + ConvImpl::template process_tile<0, 1, 4, 1, 0, 1>, + ConvImpl::template process_tile<0, 1, 4, 1, 0, 2>, + ConvImpl::template process_tile<0, 1, 4, 1, 0, 3>, + }, // Output pad bottom = 0 + { // Output pad bottom = 1 + ConvImpl::template process_tile<0, 1, 4, 1, 1, 0>, + ConvImpl::template process_tile<0, 1, 4, 1, 1, 1>, + ConvImpl::template process_tile<0, 1, 4, 1, 1, 2>, + ConvImpl::template process_tile<0, 1, 4, 1, 1, 3>, + }, // Output pad bottom = 1 + { // Output pad bottom = 2 + ConvImpl::template process_tile<0, 1, 4, 1, 2, 0>, + ConvImpl::template process_tile<0, 1, 4, 1, 2, 1>, + ConvImpl::template process_tile<0, 1, 4, 1, 2, 2>, + ConvImpl::template process_tile<0, 1, 4, 1, 2, 3>, + }, // Output pad bottom = 2 + { // Output pad bottom = 3 + ConvImpl::template process_tile<0, 1, 4, 1, 3, 0>, + ConvImpl::template process_tile<0, 1, 4, 1, 3, 1>, + ConvImpl::template process_tile<0, 1, 4, 1, 3, 2>, + ConvImpl::template process_tile<0, 1, 4, 1, 3, 3>, + }, // Output pad bottom = 3 + }, // Input pad right = 1 + { // Input pad right = 2 + { // Output pad bottom = 0 + ConvImpl::template process_tile<0, 1, 4, 2, 0, 0>, + ConvImpl::template process_tile<0, 1, 4, 2, 0, 1>, + ConvImpl::template process_tile<0, 1, 4, 2, 0, 2>, + ConvImpl::template process_tile<0, 1, 4, 2, 0, 3>, + }, // Output pad bottom = 0 + { // Output pad bottom = 1 + ConvImpl::template process_tile<0, 1, 4, 2, 1, 0>, + ConvImpl::template process_tile<0, 1, 4, 2, 1, 1>, + ConvImpl::template process_tile<0, 1, 4, 2, 1, 2>, + ConvImpl::template process_tile<0, 1, 4, 2, 1, 3>, + }, // Output pad bottom = 1 + { // Output pad bottom = 2 + ConvImpl::template process_tile<0, 1, 4, 2, 2, 0>, + ConvImpl::template process_tile<0, 1, 4, 2, 2, 1>, + ConvImpl::template process_tile<0, 1, 4, 2, 2, 2>, + ConvImpl::template process_tile<0, 1, 4, 2, 2, 3>, + }, // Output pad bottom = 2 + { // Output pad bottom = 3 + ConvImpl::template process_tile<0, 1, 4, 2, 3, 0>, + ConvImpl::template process_tile<0, 1, 4, 2, 3, 1>, + ConvImpl::template process_tile<0, 1, 4, 2, 3, 2>, + ConvImpl::template process_tile<0, 1, 4, 2, 3, 3>, + }, // Output pad bottom = 3 + }, // Input pad right = 2 + { // Input pad right = 3 + { // Output pad bottom = 0 + ConvImpl::template process_tile<0, 1, 4, 3, 0, 0>, + ConvImpl::template process_tile<0, 1, 4, 3, 0, 1>, + ConvImpl::template process_tile<0, 1, 4, 3, 0, 2>, + ConvImpl::template process_tile<0, 1, 4, 3, 0, 3>, + }, // Output pad bottom = 0 + { // Output pad bottom = 1 + ConvImpl::template process_tile<0, 1, 4, 3, 1, 0>, + ConvImpl::template process_tile<0, 1, 4, 3, 1, 1>, + ConvImpl::template process_tile<0, 1, 4, 3, 1, 2>, + ConvImpl::template process_tile<0, 1, 4, 3, 1, 3>, + }, // Output pad bottom = 1 + { // Output pad bottom = 2 + ConvImpl::template process_tile<0, 1, 4, 3, 2, 0>, + ConvImpl::template process_tile<0, 1, 4, 3, 2, 1>, + ConvImpl::template process_tile<0, 1, 4, 3, 2, 2>, + ConvImpl::template process_tile<0, 1, 4, 3, 2, 3>, + }, // Output pad bottom = 2 + { // Output pad bottom = 3 + ConvImpl::template process_tile<0, 1, 4, 3, 3, 0>, + ConvImpl::template process_tile<0, 1, 4, 3, 3, 1>, + ConvImpl::template process_tile<0, 1, 4, 3, 3, 2>, + ConvImpl::template process_tile<0, 1, 4, 3, 3, 3>, + }, // Output pad bottom = 3 + }, // Input pad right = 3 + { // Input pad right = 4 + { // Output pad bottom = 0 + ConvImpl::template process_tile<0, 1, 4, 4, 0, 0>, + ConvImpl::template process_tile<0, 1, 4, 4, 0, 1>, + ConvImpl::template process_tile<0, 1, 4, 4, 0, 2>, + ConvImpl::template process_tile<0, 1, 4, 4, 0, 3>, + }, // Output pad bottom = 0 + { // Output pad bottom = 1 + ConvImpl::template process_tile<0, 1, 4, 4, 1, 0>, + ConvImpl::template process_tile<0, 1, 4, 4, 1, 1>, + ConvImpl::template process_tile<0, 1, 4, 4, 1, 2>, + ConvImpl::template process_tile<0, 1, 4, 4, 1, 3>, + }, // Output pad bottom = 1 + { // Output pad bottom = 2 + ConvImpl::template process_tile<0, 1, 4, 4, 2, 0>, + ConvImpl::template process_tile<0, 1, 4, 4, 2, 1>, + ConvImpl::template process_tile<0, 1, 4, 4, 2, 2>, + ConvImpl::template process_tile<0, 1, 4, 4, 2, 3>, + }, // Output pad bottom = 2 + { // Output pad bottom = 3 + ConvImpl::template process_tile<0, 1, 4, 4, 3, 0>, + ConvImpl::template process_tile<0, 1, 4, 4, 3, 1>, + ConvImpl::template process_tile<0, 1, 4, 4, 3, 2>, + ConvImpl::template process_tile<0, 1, 4, 4, 3, 3>, + }, // Output pad bottom = 3 + }, // Input pad right = 4 + }, // Input pad bottom = 4 + }, // Input pad left = 1 + }, // Input pad top = 0 + { // Input pad top = 1 + { // Input pad left = 0 + { // Input pad bottom = 0 + { // Input pad right = 0 + { // Output pad bottom = 0 + ConvImpl::template process_tile<1, 0, 0, 0, 0, 0>, + ConvImpl::template process_tile<1, 0, 0, 0, 0, 1>, + ConvImpl::template process_tile<1, 0, 0, 0, 0, 2>, + ConvImpl::template process_tile<1, 0, 0, 0, 0, 3>, + }, // Output pad bottom = 0 + { // Output pad bottom = 1 + ConvImpl::template process_tile<1, 0, 0, 0, 1, 0>, + ConvImpl::template process_tile<1, 0, 0, 0, 1, 1>, + ConvImpl::template process_tile<1, 0, 0, 0, 1, 2>, + ConvImpl::template process_tile<1, 0, 0, 0, 1, 3>, + }, // Output pad bottom = 1 + { // Output pad bottom = 2 + ConvImpl::template process_tile<1, 0, 0, 0, 2, 0>, + ConvImpl::template process_tile<1, 0, 0, 0, 2, 1>, + ConvImpl::template process_tile<1, 0, 0, 0, 2, 2>, + ConvImpl::template process_tile<1, 0, 0, 0, 2, 3>, + }, // Output pad bottom = 2 + { // Output pad bottom = 3 + ConvImpl::template process_tile<1, 0, 0, 0, 3, 0>, + ConvImpl::template process_tile<1, 0, 0, 0, 3, 1>, + ConvImpl::template process_tile<1, 0, 0, 0, 3, 2>, + ConvImpl::template process_tile<1, 0, 0, 0, 3, 3>, + }, // Output pad bottom = 3 + }, // Input pad right = 0 + { // Input pad right = 1 + { // Output pad bottom = 0 + ConvImpl::template process_tile<1, 0, 0, 1, 0, 0>, + ConvImpl::template process_tile<1, 0, 0, 1, 0, 1>, + ConvImpl::template process_tile<1, 0, 0, 1, 0, 2>, + ConvImpl::template process_tile<1, 0, 0, 1, 0, 3>, + }, // Output pad bottom = 0 + { // Output pad bottom = 1 + ConvImpl::template process_tile<1, 0, 0, 1, 1, 0>, + ConvImpl::template process_tile<1, 0, 0, 1, 1, 1>, + ConvImpl::template process_tile<1, 0, 0, 1, 1, 2>, + ConvImpl::template process_tile<1, 0, 0, 1, 1, 3>, + }, // Output pad bottom = 1 + { // Output pad bottom = 2 + ConvImpl::template process_tile<1, 0, 0, 1, 2, 0>, + ConvImpl::template process_tile<1, 0, 0, 1, 2, 1>, + ConvImpl::template process_tile<1, 0, 0, 1, 2, 2>, + ConvImpl::template process_tile<1, 0, 0, 1, 2, 3>, + }, // Output pad bottom = 2 + { // Output pad bottom = 3 + ConvImpl::template process_tile<1, 0, 0, 1, 3, 0>, + ConvImpl::template process_tile<1, 0, 0, 1, 3, 1>, + ConvImpl::template process_tile<1, 0, 0, 1, 3, 2>, + ConvImpl::template process_tile<1, 0, 0, 1, 3, 3>, + }, // Output pad bottom = 3 + }, // Input pad right = 1 + { // Input pad right = 2 + { // Output pad bottom = 0 + ConvImpl::template process_tile<1, 0, 0, 2, 0, 0>, + ConvImpl::template process_tile<1, 0, 0, 2, 0, 1>, + ConvImpl::template process_tile<1, 0, 0, 2, 0, 2>, + ConvImpl::template process_tile<1, 0, 0, 2, 0, 3>, + }, // Output pad bottom = 0 + { // Output pad bottom = 1 + ConvImpl::template process_tile<1, 0, 0, 2, 1, 0>, + ConvImpl::template process_tile<1, 0, 0, 2, 1, 1>, + ConvImpl::template process_tile<1, 0, 0, 2, 1, 2>, + ConvImpl::template process_tile<1, 0, 0, 2, 1, 3>, + }, // Output pad bottom = 1 + { // Output pad bottom = 2 + ConvImpl::template process_tile<1, 0, 0, 2, 2, 0>, + ConvImpl::template process_tile<1, 0, 0, 2, 2, 1>, + ConvImpl::template process_tile<1, 0, 0, 2, 2, 2>, + ConvImpl::template process_tile<1, 0, 0, 2, 2, 3>, + }, // Output pad bottom = 2 + { // Output pad bottom = 3 + ConvImpl::template process_tile<1, 0, 0, 2, 3, 0>, + ConvImpl::template process_tile<1, 0, 0, 2, 3, 1>, + ConvImpl::template process_tile<1, 0, 0, 2, 3, 2>, + ConvImpl::template process_tile<1, 0, 0, 2, 3, 3>, + }, // Output pad bottom = 3 + }, // Input pad right = 2 + { // Input pad right = 3 + { // Output pad bottom = 0 + ConvImpl::template process_tile<1, 0, 0, 3, 0, 0>, + ConvImpl::template process_tile<1, 0, 0, 3, 0, 1>, + ConvImpl::template process_tile<1, 0, 0, 3, 0, 2>, + ConvImpl::template process_tile<1, 0, 0, 3, 0, 3>, + }, // Output pad bottom = 0 + { // Output pad bottom = 1 + ConvImpl::template process_tile<1, 0, 0, 3, 1, 0>, + ConvImpl::template process_tile<1, 0, 0, 3, 1, 1>, + ConvImpl::template process_tile<1, 0, 0, 3, 1, 2>, + ConvImpl::template process_tile<1, 0, 0, 3, 1, 3>, + }, // Output pad bottom = 1 + { // Output pad bottom = 2 + ConvImpl::template process_tile<1, 0, 0, 3, 2, 0>, + ConvImpl::template process_tile<1, 0, 0, 3, 2, 1>, + ConvImpl::template process_tile<1, 0, 0, 3, 2, 2>, + ConvImpl::template process_tile<1, 0, 0, 3, 2, 3>, + }, // Output pad bottom = 2 + { // Output pad bottom = 3 + ConvImpl::template process_tile<1, 0, 0, 3, 3, 0>, + ConvImpl::template process_tile<1, 0, 0, 3, 3, 1>, + ConvImpl::template process_tile<1, 0, 0, 3, 3, 2>, + ConvImpl::template process_tile<1, 0, 0, 3, 3, 3>, + }, // Output pad bottom = 3 + }, // Input pad right = 3 + { // Input pad right = 4 + { // Output pad bottom = 0 + ConvImpl::template process_tile<1, 0, 0, 4, 0, 0>, + ConvImpl::template process_tile<1, 0, 0, 4, 0, 1>, + ConvImpl::template process_tile<1, 0, 0, 4, 0, 2>, + ConvImpl::template process_tile<1, 0, 0, 4, 0, 3>, + }, // Output pad bottom = 0 + { // Output pad bottom = 1 + ConvImpl::template process_tile<1, 0, 0, 4, 1, 0>, + ConvImpl::template process_tile<1, 0, 0, 4, 1, 1>, + ConvImpl::template process_tile<1, 0, 0, 4, 1, 2>, + ConvImpl::template process_tile<1, 0, 0, 4, 1, 3>, + }, // Output pad bottom = 1 + { // Output pad bottom = 2 + ConvImpl::template process_tile<1, 0, 0, 4, 2, 0>, + ConvImpl::template process_tile<1, 0, 0, 4, 2, 1>, + ConvImpl::template process_tile<1, 0, 0, 4, 2, 2>, + ConvImpl::template process_tile<1, 0, 0, 4, 2, 3>, + }, // Output pad bottom = 2 + { // Output pad bottom = 3 + ConvImpl::template process_tile<1, 0, 0, 4, 3, 0>, + ConvImpl::template process_tile<1, 0, 0, 4, 3, 1>, + ConvImpl::template process_tile<1, 0, 0, 4, 3, 2>, + ConvImpl::template process_tile<1, 0, 0, 4, 3, 3>, + }, // Output pad bottom = 3 + }, // Input pad right = 4 + }, // Input pad bottom = 0 + { // Input pad bottom = 1 + { // Input pad right = 0 + { // Output pad bottom = 0 + ConvImpl::template process_tile<1, 0, 1, 0, 0, 0>, + ConvImpl::template process_tile<1, 0, 1, 0, 0, 1>, + ConvImpl::template process_tile<1, 0, 1, 0, 0, 2>, + ConvImpl::template process_tile<1, 0, 1, 0, 0, 3>, + }, // Output pad bottom = 0 + { // Output pad bottom = 1 + ConvImpl::template process_tile<1, 0, 1, 0, 1, 0>, + ConvImpl::template process_tile<1, 0, 1, 0, 1, 1>, + ConvImpl::template process_tile<1, 0, 1, 0, 1, 2>, + ConvImpl::template process_tile<1, 0, 1, 0, 1, 3>, + }, // Output pad bottom = 1 + { // Output pad bottom = 2 + ConvImpl::template process_tile<1, 0, 1, 0, 2, 0>, + ConvImpl::template process_tile<1, 0, 1, 0, 2, 1>, + ConvImpl::template process_tile<1, 0, 1, 0, 2, 2>, + ConvImpl::template process_tile<1, 0, 1, 0, 2, 3>, + }, // Output pad bottom = 2 + { // Output pad bottom = 3 + ConvImpl::template process_tile<1, 0, 1, 0, 3, 0>, + ConvImpl::template process_tile<1, 0, 1, 0, 3, 1>, + ConvImpl::template process_tile<1, 0, 1, 0, 3, 2>, + ConvImpl::template process_tile<1, 0, 1, 0, 3, 3>, + }, // Output pad bottom = 3 + }, // Input pad right = 0 + { // Input pad right = 1 + { // Output pad bottom = 0 + ConvImpl::template process_tile<1, 0, 1, 1, 0, 0>, + ConvImpl::template process_tile<1, 0, 1, 1, 0, 1>, + ConvImpl::template process_tile<1, 0, 1, 1, 0, 2>, + ConvImpl::template process_tile<1, 0, 1, 1, 0, 3>, + }, // Output pad bottom = 0 + { // Output pad bottom = 1 + ConvImpl::template process_tile<1, 0, 1, 1, 1, 0>, + ConvImpl::template process_tile<1, 0, 1, 1, 1, 1>, + ConvImpl::template process_tile<1, 0, 1, 1, 1, 2>, + ConvImpl::template process_tile<1, 0, 1, 1, 1, 3>, + }, // Output pad bottom = 1 + { // Output pad bottom = 2 + ConvImpl::template process_tile<1, 0, 1, 1, 2, 0>, + ConvImpl::template process_tile<1, 0, 1, 1, 2, 1>, + ConvImpl::template process_tile<1, 0, 1, 1, 2, 2>, + ConvImpl::template process_tile<1, 0, 1, 1, 2, 3>, + }, // Output pad bottom = 2 + { // Output pad bottom = 3 + ConvImpl::template process_tile<1, 0, 1, 1, 3, 0>, + ConvImpl::template process_tile<1, 0, 1, 1, 3, 1>, + ConvImpl::template process_tile<1, 0, 1, 1, 3, 2>, + ConvImpl::template process_tile<1, 0, 1, 1, 3, 3>, + }, // Output pad bottom = 3 + }, // Input pad right = 1 + { // Input pad right = 2 + { // Output pad bottom = 0 + ConvImpl::template process_tile<1, 0, 1, 2, 0, 0>, + ConvImpl::template process_tile<1, 0, 1, 2, 0, 1>, + ConvImpl::template process_tile<1, 0, 1, 2, 0, 2>, + ConvImpl::template process_tile<1, 0, 1, 2, 0, 3>, + }, // Output pad bottom = 0 + { // Output pad bottom = 1 + ConvImpl::template process_tile<1, 0, 1, 2, 1, 0>, + ConvImpl::template process_tile<1, 0, 1, 2, 1, 1>, + ConvImpl::template process_tile<1, 0, 1, 2, 1, 2>, + ConvImpl::template process_tile<1, 0, 1, 2, 1, 3>, + }, // Output pad bottom = 1 + { // Output pad bottom = 2 + ConvImpl::template process_tile<1, 0, 1, 2, 2, 0>, + ConvImpl::template process_tile<1, 0, 1, 2, 2, 1>, + ConvImpl::template process_tile<1, 0, 1, 2, 2, 2>, + ConvImpl::template process_tile<1, 0, 1, 2, 2, 3>, + }, // Output pad bottom = 2 + { // Output pad bottom = 3 + ConvImpl::template process_tile<1, 0, 1, 2, 3, 0>, + ConvImpl::template process_tile<1, 0, 1, 2, 3, 1>, + ConvImpl::template process_tile<1, 0, 1, 2, 3, 2>, + ConvImpl::template process_tile<1, 0, 1, 2, 3, 3>, + }, // Output pad bottom = 3 + }, // Input pad right = 2 + { // Input pad right = 3 + { // Output pad bottom = 0 + ConvImpl::template process_tile<1, 0, 1, 3, 0, 0>, + ConvImpl::template process_tile<1, 0, 1, 3, 0, 1>, + ConvImpl::template process_tile<1, 0, 1, 3, 0, 2>, + ConvImpl::template process_tile<1, 0, 1, 3, 0, 3>, + }, // Output pad bottom = 0 + { // Output pad bottom = 1 + ConvImpl::template process_tile<1, 0, 1, 3, 1, 0>, + ConvImpl::template process_tile<1, 0, 1, 3, 1, 1>, + ConvImpl::template process_tile<1, 0, 1, 3, 1, 2>, + ConvImpl::template process_tile<1, 0, 1, 3, 1, 3>, + }, // Output pad bottom = 1 + { // Output pad bottom = 2 + ConvImpl::template process_tile<1, 0, 1, 3, 2, 0>, + ConvImpl::template process_tile<1, 0, 1, 3, 2, 1>, + ConvImpl::template process_tile<1, 0, 1, 3, 2, 2>, + ConvImpl::template process_tile<1, 0, 1, 3, 2, 3>, + }, // Output pad bottom = 2 + { // Output pad bottom = 3 + ConvImpl::template process_tile<1, 0, 1, 3, 3, 0>, + ConvImpl::template process_tile<1, 0, 1, 3, 3, 1>, + ConvImpl::template process_tile<1, 0, 1, 3, 3, 2>, + ConvImpl::template process_tile<1, 0, 1, 3, 3, 3>, + }, // Output pad bottom = 3 + }, // Input pad right = 3 + { // Input pad right = 4 + { // Output pad bottom = 0 + ConvImpl::template process_tile<1, 0, 1, 4, 0, 0>, + ConvImpl::template process_tile<1, 0, 1, 4, 0, 1>, + ConvImpl::template process_tile<1, 0, 1, 4, 0, 2>, + ConvImpl::template process_tile<1, 0, 1, 4, 0, 3>, + }, // Output pad bottom = 0 + { // Output pad bottom = 1 + ConvImpl::template process_tile<1, 0, 1, 4, 1, 0>, + ConvImpl::template process_tile<1, 0, 1, 4, 1, 1>, + ConvImpl::template process_tile<1, 0, 1, 4, 1, 2>, + ConvImpl::template process_tile<1, 0, 1, 4, 1, 3>, + }, // Output pad bottom = 1 + { // Output pad bottom = 2 + ConvImpl::template process_tile<1, 0, 1, 4, 2, 0>, + ConvImpl::template process_tile<1, 0, 1, 4, 2, 1>, + ConvImpl::template process_tile<1, 0, 1, 4, 2, 2>, + ConvImpl::template process_tile<1, 0, 1, 4, 2, 3>, + }, // Output pad bottom = 2 + { // Output pad bottom = 3 + ConvImpl::template process_tile<1, 0, 1, 4, 3, 0>, + ConvImpl::template process_tile<1, 0, 1, 4, 3, 1>, + ConvImpl::template process_tile<1, 0, 1, 4, 3, 2>, + ConvImpl::template process_tile<1, 0, 1, 4, 3, 3>, + }, // Output pad bottom = 3 + }, // Input pad right = 4 + }, // Input pad bottom = 1 + { // Input pad bottom = 2 + { // Input pad right = 0 + { // Output pad bottom = 0 + ConvImpl::template process_tile<1, 0, 2, 0, 0, 0>, + ConvImpl::template process_tile<1, 0, 2, 0, 0, 1>, + ConvImpl::template process_tile<1, 0, 2, 0, 0, 2>, + ConvImpl::template process_tile<1, 0, 2, 0, 0, 3>, + }, // Output pad bottom = 0 + { // Output pad bottom = 1 + ConvImpl::template process_tile<1, 0, 2, 0, 1, 0>, + ConvImpl::template process_tile<1, 0, 2, 0, 1, 1>, + ConvImpl::template process_tile<1, 0, 2, 0, 1, 2>, + ConvImpl::template process_tile<1, 0, 2, 0, 1, 3>, + }, // Output pad bottom = 1 + { // Output pad bottom = 2 + ConvImpl::template process_tile<1, 0, 2, 0, 2, 0>, + ConvImpl::template process_tile<1, 0, 2, 0, 2, 1>, + ConvImpl::template process_tile<1, 0, 2, 0, 2, 2>, + ConvImpl::template process_tile<1, 0, 2, 0, 2, 3>, + }, // Output pad bottom = 2 + { // Output pad bottom = 3 + ConvImpl::template process_tile<1, 0, 2, 0, 3, 0>, + ConvImpl::template process_tile<1, 0, 2, 0, 3, 1>, + ConvImpl::template process_tile<1, 0, 2, 0, 3, 2>, + ConvImpl::template process_tile<1, 0, 2, 0, 3, 3>, + }, // Output pad bottom = 3 + }, // Input pad right = 0 + { // Input pad right = 1 + { // Output pad bottom = 0 + ConvImpl::template process_tile<1, 0, 2, 1, 0, 0>, + ConvImpl::template process_tile<1, 0, 2, 1, 0, 1>, + ConvImpl::template process_tile<1, 0, 2, 1, 0, 2>, + ConvImpl::template process_tile<1, 0, 2, 1, 0, 3>, + }, // Output pad bottom = 0 + { // Output pad bottom = 1 + ConvImpl::template process_tile<1, 0, 2, 1, 1, 0>, + ConvImpl::template process_tile<1, 0, 2, 1, 1, 1>, + ConvImpl::template process_tile<1, 0, 2, 1, 1, 2>, + ConvImpl::template process_tile<1, 0, 2, 1, 1, 3>, + }, // Output pad bottom = 1 + { // Output pad bottom = 2 + ConvImpl::template process_tile<1, 0, 2, 1, 2, 0>, + ConvImpl::template process_tile<1, 0, 2, 1, 2, 1>, + ConvImpl::template process_tile<1, 0, 2, 1, 2, 2>, + ConvImpl::template process_tile<1, 0, 2, 1, 2, 3>, + }, // Output pad bottom = 2 + { // Output pad bottom = 3 + ConvImpl::template process_tile<1, 0, 2, 1, 3, 0>, + ConvImpl::template process_tile<1, 0, 2, 1, 3, 1>, + ConvImpl::template process_tile<1, 0, 2, 1, 3, 2>, + ConvImpl::template process_tile<1, 0, 2, 1, 3, 3>, + }, // Output pad bottom = 3 + }, // Input pad right = 1 + { // Input pad right = 2 + { // Output pad bottom = 0 + ConvImpl::template process_tile<1, 0, 2, 2, 0, 0>, + ConvImpl::template process_tile<1, 0, 2, 2, 0, 1>, + ConvImpl::template process_tile<1, 0, 2, 2, 0, 2>, + ConvImpl::template process_tile<1, 0, 2, 2, 0, 3>, + }, // Output pad bottom = 0 + { // Output pad bottom = 1 + ConvImpl::template process_tile<1, 0, 2, 2, 1, 0>, + ConvImpl::template process_tile<1, 0, 2, 2, 1, 1>, + ConvImpl::template process_tile<1, 0, 2, 2, 1, 2>, + ConvImpl::template process_tile<1, 0, 2, 2, 1, 3>, + }, // Output pad bottom = 1 + { // Output pad bottom = 2 + ConvImpl::template process_tile<1, 0, 2, 2, 2, 0>, + ConvImpl::template process_tile<1, 0, 2, 2, 2, 1>, + ConvImpl::template process_tile<1, 0, 2, 2, 2, 2>, + ConvImpl::template process_tile<1, 0, 2, 2, 2, 3>, + }, // Output pad bottom = 2 + { // Output pad bottom = 3 + ConvImpl::template process_tile<1, 0, 2, 2, 3, 0>, + ConvImpl::template process_tile<1, 0, 2, 2, 3, 1>, + ConvImpl::template process_tile<1, 0, 2, 2, 3, 2>, + ConvImpl::template process_tile<1, 0, 2, 2, 3, 3>, + }, // Output pad bottom = 3 + }, // Input pad right = 2 + { // Input pad right = 3 + { // Output pad bottom = 0 + ConvImpl::template process_tile<1, 0, 2, 3, 0, 0>, + ConvImpl::template process_tile<1, 0, 2, 3, 0, 1>, + ConvImpl::template process_tile<1, 0, 2, 3, 0, 2>, + ConvImpl::template process_tile<1, 0, 2, 3, 0, 3>, + }, // Output pad bottom = 0 + { // Output pad bottom = 1 + ConvImpl::template process_tile<1, 0, 2, 3, 1, 0>, + ConvImpl::template process_tile<1, 0, 2, 3, 1, 1>, + ConvImpl::template process_tile<1, 0, 2, 3, 1, 2>, + ConvImpl::template process_tile<1, 0, 2, 3, 1, 3>, + }, // Output pad bottom = 1 + { // Output pad bottom = 2 + ConvImpl::template process_tile<1, 0, 2, 3, 2, 0>, + ConvImpl::template process_tile<1, 0, 2, 3, 2, 1>, + ConvImpl::template process_tile<1, 0, 2, 3, 2, 2>, + ConvImpl::template process_tile<1, 0, 2, 3, 2, 3>, + }, // Output pad bottom = 2 + { // Output pad bottom = 3 + ConvImpl::template process_tile<1, 0, 2, 3, 3, 0>, + ConvImpl::template process_tile<1, 0, 2, 3, 3, 1>, + ConvImpl::template process_tile<1, 0, 2, 3, 3, 2>, + ConvImpl::template process_tile<1, 0, 2, 3, 3, 3>, + }, // Output pad bottom = 3 + }, // Input pad right = 3 + { // Input pad right = 4 + { // Output pad bottom = 0 + ConvImpl::template process_tile<1, 0, 2, 4, 0, 0>, + ConvImpl::template process_tile<1, 0, 2, 4, 0, 1>, + ConvImpl::template process_tile<1, 0, 2, 4, 0, 2>, + ConvImpl::template process_tile<1, 0, 2, 4, 0, 3>, + }, // Output pad bottom = 0 + { // Output pad bottom = 1 + ConvImpl::template process_tile<1, 0, 2, 4, 1, 0>, + ConvImpl::template process_tile<1, 0, 2, 4, 1, 1>, + ConvImpl::template process_tile<1, 0, 2, 4, 1, 2>, + ConvImpl::template process_tile<1, 0, 2, 4, 1, 3>, + }, // Output pad bottom = 1 + { // Output pad bottom = 2 + ConvImpl::template process_tile<1, 0, 2, 4, 2, 0>, + ConvImpl::template process_tile<1, 0, 2, 4, 2, 1>, + ConvImpl::template process_tile<1, 0, 2, 4, 2, 2>, + ConvImpl::template process_tile<1, 0, 2, 4, 2, 3>, + }, // Output pad bottom = 2 + { // Output pad bottom = 3 + ConvImpl::template process_tile<1, 0, 2, 4, 3, 0>, + ConvImpl::template process_tile<1, 0, 2, 4, 3, 1>, + ConvImpl::template process_tile<1, 0, 2, 4, 3, 2>, + ConvImpl::template process_tile<1, 0, 2, 4, 3, 3>, + }, // Output pad bottom = 3 + }, // Input pad right = 4 + }, // Input pad bottom = 2 + { // Input pad bottom = 3 + { // Input pad right = 0 + { // Output pad bottom = 0 + ConvImpl::template process_tile<1, 0, 3, 0, 0, 0>, + ConvImpl::template process_tile<1, 0, 3, 0, 0, 1>, + ConvImpl::template process_tile<1, 0, 3, 0, 0, 2>, + ConvImpl::template process_tile<1, 0, 3, 0, 0, 3>, + }, // Output pad bottom = 0 + { // Output pad bottom = 1 + ConvImpl::template process_tile<1, 0, 3, 0, 1, 0>, + ConvImpl::template process_tile<1, 0, 3, 0, 1, 1>, + ConvImpl::template process_tile<1, 0, 3, 0, 1, 2>, + ConvImpl::template process_tile<1, 0, 3, 0, 1, 3>, + }, // Output pad bottom = 1 + { // Output pad bottom = 2 + ConvImpl::template process_tile<1, 0, 3, 0, 2, 0>, + ConvImpl::template process_tile<1, 0, 3, 0, 2, 1>, + ConvImpl::template process_tile<1, 0, 3, 0, 2, 2>, + ConvImpl::template process_tile<1, 0, 3, 0, 2, 3>, + }, // Output pad bottom = 2 + { // Output pad bottom = 3 + ConvImpl::template process_tile<1, 0, 3, 0, 3, 0>, + ConvImpl::template process_tile<1, 0, 3, 0, 3, 1>, + ConvImpl::template process_tile<1, 0, 3, 0, 3, 2>, + ConvImpl::template process_tile<1, 0, 3, 0, 3, 3>, + }, // Output pad bottom = 3 + }, // Input pad right = 0 + { // Input pad right = 1 + { // Output pad bottom = 0 + ConvImpl::template process_tile<1, 0, 3, 1, 0, 0>, + ConvImpl::template process_tile<1, 0, 3, 1, 0, 1>, + ConvImpl::template process_tile<1, 0, 3, 1, 0, 2>, + ConvImpl::template process_tile<1, 0, 3, 1, 0, 3>, + }, // Output pad bottom = 0 + { // Output pad bottom = 1 + ConvImpl::template process_tile<1, 0, 3, 1, 1, 0>, + ConvImpl::template process_tile<1, 0, 3, 1, 1, 1>, + ConvImpl::template process_tile<1, 0, 3, 1, 1, 2>, + ConvImpl::template process_tile<1, 0, 3, 1, 1, 3>, + }, // Output pad bottom = 1 + { // Output pad bottom = 2 + ConvImpl::template process_tile<1, 0, 3, 1, 2, 0>, + ConvImpl::template process_tile<1, 0, 3, 1, 2, 1>, + ConvImpl::template process_tile<1, 0, 3, 1, 2, 2>, + ConvImpl::template process_tile<1, 0, 3, 1, 2, 3>, + }, // Output pad bottom = 2 + { // Output pad bottom = 3 + ConvImpl::template process_tile<1, 0, 3, 1, 3, 0>, + ConvImpl::template process_tile<1, 0, 3, 1, 3, 1>, + ConvImpl::template process_tile<1, 0, 3, 1, 3, 2>, + ConvImpl::template process_tile<1, 0, 3, 1, 3, 3>, + }, // Output pad bottom = 3 + }, // Input pad right = 1 + { // Input pad right = 2 + { // Output pad bottom = 0 + ConvImpl::template process_tile<1, 0, 3, 2, 0, 0>, + ConvImpl::template process_tile<1, 0, 3, 2, 0, 1>, + ConvImpl::template process_tile<1, 0, 3, 2, 0, 2>, + ConvImpl::template process_tile<1, 0, 3, 2, 0, 3>, + }, // Output pad bottom = 0 + { // Output pad bottom = 1 + ConvImpl::template process_tile<1, 0, 3, 2, 1, 0>, + ConvImpl::template process_tile<1, 0, 3, 2, 1, 1>, + ConvImpl::template process_tile<1, 0, 3, 2, 1, 2>, + ConvImpl::template process_tile<1, 0, 3, 2, 1, 3>, + }, // Output pad bottom = 1 + { // Output pad bottom = 2 + ConvImpl::template process_tile<1, 0, 3, 2, 2, 0>, + ConvImpl::template process_tile<1, 0, 3, 2, 2, 1>, + ConvImpl::template process_tile<1, 0, 3, 2, 2, 2>, + ConvImpl::template process_tile<1, 0, 3, 2, 2, 3>, + }, // Output pad bottom = 2 + { // Output pad bottom = 3 + ConvImpl::template process_tile<1, 0, 3, 2, 3, 0>, + ConvImpl::template process_tile<1, 0, 3, 2, 3, 1>, + ConvImpl::template process_tile<1, 0, 3, 2, 3, 2>, + ConvImpl::template process_tile<1, 0, 3, 2, 3, 3>, + }, // Output pad bottom = 3 + }, // Input pad right = 2 + { // Input pad right = 3 + { // Output pad bottom = 0 + ConvImpl::template process_tile<1, 0, 3, 3, 0, 0>, + ConvImpl::template process_tile<1, 0, 3, 3, 0, 1>, + ConvImpl::template process_tile<1, 0, 3, 3, 0, 2>, + ConvImpl::template process_tile<1, 0, 3, 3, 0, 3>, + }, // Output pad bottom = 0 + { // Output pad bottom = 1 + ConvImpl::template process_tile<1, 0, 3, 3, 1, 0>, + ConvImpl::template process_tile<1, 0, 3, 3, 1, 1>, + ConvImpl::template process_tile<1, 0, 3, 3, 1, 2>, + ConvImpl::template process_tile<1, 0, 3, 3, 1, 3>, + }, // Output pad bottom = 1 + { // Output pad bottom = 2 + ConvImpl::template process_tile<1, 0, 3, 3, 2, 0>, + ConvImpl::template process_tile<1, 0, 3, 3, 2, 1>, + ConvImpl::template process_tile<1, 0, 3, 3, 2, 2>, + ConvImpl::template process_tile<1, 0, 3, 3, 2, 3>, + }, // Output pad bottom = 2 + { // Output pad bottom = 3 + ConvImpl::template process_tile<1, 0, 3, 3, 3, 0>, + ConvImpl::template process_tile<1, 0, 3, 3, 3, 1>, + ConvImpl::template process_tile<1, 0, 3, 3, 3, 2>, + ConvImpl::template process_tile<1, 0, 3, 3, 3, 3>, + }, // Output pad bottom = 3 + }, // Input pad right = 3 + { // Input pad right = 4 + { // Output pad bottom = 0 + ConvImpl::template process_tile<1, 0, 3, 4, 0, 0>, + ConvImpl::template process_tile<1, 0, 3, 4, 0, 1>, + ConvImpl::template process_tile<1, 0, 3, 4, 0, 2>, + ConvImpl::template process_tile<1, 0, 3, 4, 0, 3>, + }, // Output pad bottom = 0 + { // Output pad bottom = 1 + ConvImpl::template process_tile<1, 0, 3, 4, 1, 0>, + ConvImpl::template process_tile<1, 0, 3, 4, 1, 1>, + ConvImpl::template process_tile<1, 0, 3, 4, 1, 2>, + ConvImpl::template process_tile<1, 0, 3, 4, 1, 3>, + }, // Output pad bottom = 1 + { // Output pad bottom = 2 + ConvImpl::template process_tile<1, 0, 3, 4, 2, 0>, + ConvImpl::template process_tile<1, 0, 3, 4, 2, 1>, + ConvImpl::template process_tile<1, 0, 3, 4, 2, 2>, + ConvImpl::template process_tile<1, 0, 3, 4, 2, 3>, + }, // Output pad bottom = 2 + { // Output pad bottom = 3 + ConvImpl::template process_tile<1, 0, 3, 4, 3, 0>, + ConvImpl::template process_tile<1, 0, 3, 4, 3, 1>, + ConvImpl::template process_tile<1, 0, 3, 4, 3, 2>, + ConvImpl::template process_tile<1, 0, 3, 4, 3, 3>, + }, // Output pad bottom = 3 + }, // Input pad right = 4 + }, // Input pad bottom = 3 + { // Input pad bottom = 4 + { // Input pad right = 0 + { // Output pad bottom = 0 + ConvImpl::template process_tile<1, 0, 4, 0, 0, 0>, + ConvImpl::template process_tile<1, 0, 4, 0, 0, 1>, + ConvImpl::template process_tile<1, 0, 4, 0, 0, 2>, + ConvImpl::template process_tile<1, 0, 4, 0, 0, 3>, + }, // Output pad bottom = 0 + { // Output pad bottom = 1 + ConvImpl::template process_tile<1, 0, 4, 0, 1, 0>, + ConvImpl::template process_tile<1, 0, 4, 0, 1, 1>, + ConvImpl::template process_tile<1, 0, 4, 0, 1, 2>, + ConvImpl::template process_tile<1, 0, 4, 0, 1, 3>, + }, // Output pad bottom = 1 + { // Output pad bottom = 2 + ConvImpl::template process_tile<1, 0, 4, 0, 2, 0>, + ConvImpl::template process_tile<1, 0, 4, 0, 2, 1>, + ConvImpl::template process_tile<1, 0, 4, 0, 2, 2>, + ConvImpl::template process_tile<1, 0, 4, 0, 2, 3>, + }, // Output pad bottom = 2 + { // Output pad bottom = 3 + ConvImpl::template process_tile<1, 0, 4, 0, 3, 0>, + ConvImpl::template process_tile<1, 0, 4, 0, 3, 1>, + ConvImpl::template process_tile<1, 0, 4, 0, 3, 2>, + ConvImpl::template process_tile<1, 0, 4, 0, 3, 3>, + }, // Output pad bottom = 3 + }, // Input pad right = 0 + { // Input pad right = 1 + { // Output pad bottom = 0 + ConvImpl::template process_tile<1, 0, 4, 1, 0, 0>, + ConvImpl::template process_tile<1, 0, 4, 1, 0, 1>, + ConvImpl::template process_tile<1, 0, 4, 1, 0, 2>, + ConvImpl::template process_tile<1, 0, 4, 1, 0, 3>, + }, // Output pad bottom = 0 + { // Output pad bottom = 1 + ConvImpl::template process_tile<1, 0, 4, 1, 1, 0>, + ConvImpl::template process_tile<1, 0, 4, 1, 1, 1>, + ConvImpl::template process_tile<1, 0, 4, 1, 1, 2>, + ConvImpl::template process_tile<1, 0, 4, 1, 1, 3>, + }, // Output pad bottom = 1 + { // Output pad bottom = 2 + ConvImpl::template process_tile<1, 0, 4, 1, 2, 0>, + ConvImpl::template process_tile<1, 0, 4, 1, 2, 1>, + ConvImpl::template process_tile<1, 0, 4, 1, 2, 2>, + ConvImpl::template process_tile<1, 0, 4, 1, 2, 3>, + }, // Output pad bottom = 2 + { // Output pad bottom = 3 + ConvImpl::template process_tile<1, 0, 4, 1, 3, 0>, + ConvImpl::template process_tile<1, 0, 4, 1, 3, 1>, + ConvImpl::template process_tile<1, 0, 4, 1, 3, 2>, + ConvImpl::template process_tile<1, 0, 4, 1, 3, 3>, + }, // Output pad bottom = 3 + }, // Input pad right = 1 + { // Input pad right = 2 + { // Output pad bottom = 0 + ConvImpl::template process_tile<1, 0, 4, 2, 0, 0>, + ConvImpl::template process_tile<1, 0, 4, 2, 0, 1>, + ConvImpl::template process_tile<1, 0, 4, 2, 0, 2>, + ConvImpl::template process_tile<1, 0, 4, 2, 0, 3>, + }, // Output pad bottom = 0 + { // Output pad bottom = 1 + ConvImpl::template process_tile<1, 0, 4, 2, 1, 0>, + ConvImpl::template process_tile<1, 0, 4, 2, 1, 1>, + ConvImpl::template process_tile<1, 0, 4, 2, 1, 2>, + ConvImpl::template process_tile<1, 0, 4, 2, 1, 3>, + }, // Output pad bottom = 1 + { // Output pad bottom = 2 + ConvImpl::template process_tile<1, 0, 4, 2, 2, 0>, + ConvImpl::template process_tile<1, 0, 4, 2, 2, 1>, + ConvImpl::template process_tile<1, 0, 4, 2, 2, 2>, + ConvImpl::template process_tile<1, 0, 4, 2, 2, 3>, + }, // Output pad bottom = 2 + { // Output pad bottom = 3 + ConvImpl::template process_tile<1, 0, 4, 2, 3, 0>, + ConvImpl::template process_tile<1, 0, 4, 2, 3, 1>, + ConvImpl::template process_tile<1, 0, 4, 2, 3, 2>, + ConvImpl::template process_tile<1, 0, 4, 2, 3, 3>, + }, // Output pad bottom = 3 + }, // Input pad right = 2 + { // Input pad right = 3 + { // Output pad bottom = 0 + ConvImpl::template process_tile<1, 0, 4, 3, 0, 0>, + ConvImpl::template process_tile<1, 0, 4, 3, 0, 1>, + ConvImpl::template process_tile<1, 0, 4, 3, 0, 2>, + ConvImpl::template process_tile<1, 0, 4, 3, 0, 3>, + }, // Output pad bottom = 0 + { // Output pad bottom = 1 + ConvImpl::template process_tile<1, 0, 4, 3, 1, 0>, + ConvImpl::template process_tile<1, 0, 4, 3, 1, 1>, + ConvImpl::template process_tile<1, 0, 4, 3, 1, 2>, + ConvImpl::template process_tile<1, 0, 4, 3, 1, 3>, + }, // Output pad bottom = 1 + { // Output pad bottom = 2 + ConvImpl::template process_tile<1, 0, 4, 3, 2, 0>, + ConvImpl::template process_tile<1, 0, 4, 3, 2, 1>, + ConvImpl::template process_tile<1, 0, 4, 3, 2, 2>, + ConvImpl::template process_tile<1, 0, 4, 3, 2, 3>, + }, // Output pad bottom = 2 + { // Output pad bottom = 3 + ConvImpl::template process_tile<1, 0, 4, 3, 3, 0>, + ConvImpl::template process_tile<1, 0, 4, 3, 3, 1>, + ConvImpl::template process_tile<1, 0, 4, 3, 3, 2>, + ConvImpl::template process_tile<1, 0, 4, 3, 3, 3>, + }, // Output pad bottom = 3 + }, // Input pad right = 3 + { // Input pad right = 4 + { // Output pad bottom = 0 + ConvImpl::template process_tile<1, 0, 4, 4, 0, 0>, + ConvImpl::template process_tile<1, 0, 4, 4, 0, 1>, + ConvImpl::template process_tile<1, 0, 4, 4, 0, 2>, + ConvImpl::template process_tile<1, 0, 4, 4, 0, 3>, + }, // Output pad bottom = 0 + { // Output pad bottom = 1 + ConvImpl::template process_tile<1, 0, 4, 4, 1, 0>, + ConvImpl::template process_tile<1, 0, 4, 4, 1, 1>, + ConvImpl::template process_tile<1, 0, 4, 4, 1, 2>, + ConvImpl::template process_tile<1, 0, 4, 4, 1, 3>, + }, // Output pad bottom = 1 + { // Output pad bottom = 2 + ConvImpl::template process_tile<1, 0, 4, 4, 2, 0>, + ConvImpl::template process_tile<1, 0, 4, 4, 2, 1>, + ConvImpl::template process_tile<1, 0, 4, 4, 2, 2>, + ConvImpl::template process_tile<1, 0, 4, 4, 2, 3>, + }, // Output pad bottom = 2 + { // Output pad bottom = 3 + ConvImpl::template process_tile<1, 0, 4, 4, 3, 0>, + ConvImpl::template process_tile<1, 0, 4, 4, 3, 1>, + ConvImpl::template process_tile<1, 0, 4, 4, 3, 2>, + ConvImpl::template process_tile<1, 0, 4, 4, 3, 3>, + }, // Output pad bottom = 3 + }, // Input pad right = 4 + }, // Input pad bottom = 4 + }, // Input pad left = 0 + { // Input pad left = 1 + { // Input pad bottom = 0 + { // Input pad right = 0 + { // Output pad bottom = 0 + ConvImpl::template process_tile<1, 1, 0, 0, 0, 0>, + ConvImpl::template process_tile<1, 1, 0, 0, 0, 1>, + ConvImpl::template process_tile<1, 1, 0, 0, 0, 2>, + ConvImpl::template process_tile<1, 1, 0, 0, 0, 3>, + }, // Output pad bottom = 0 + { // Output pad bottom = 1 + ConvImpl::template process_tile<1, 1, 0, 0, 1, 0>, + ConvImpl::template process_tile<1, 1, 0, 0, 1, 1>, + ConvImpl::template process_tile<1, 1, 0, 0, 1, 2>, + ConvImpl::template process_tile<1, 1, 0, 0, 1, 3>, + }, // Output pad bottom = 1 + { // Output pad bottom = 2 + ConvImpl::template process_tile<1, 1, 0, 0, 2, 0>, + ConvImpl::template process_tile<1, 1, 0, 0, 2, 1>, + ConvImpl::template process_tile<1, 1, 0, 0, 2, 2>, + ConvImpl::template process_tile<1, 1, 0, 0, 2, 3>, + }, // Output pad bottom = 2 + { // Output pad bottom = 3 + ConvImpl::template process_tile<1, 1, 0, 0, 3, 0>, + ConvImpl::template process_tile<1, 1, 0, 0, 3, 1>, + ConvImpl::template process_tile<1, 1, 0, 0, 3, 2>, + ConvImpl::template process_tile<1, 1, 0, 0, 3, 3>, + }, // Output pad bottom = 3 + }, // Input pad right = 0 + { // Input pad right = 1 + { // Output pad bottom = 0 + ConvImpl::template process_tile<1, 1, 0, 1, 0, 0>, + ConvImpl::template process_tile<1, 1, 0, 1, 0, 1>, + ConvImpl::template process_tile<1, 1, 0, 1, 0, 2>, + ConvImpl::template process_tile<1, 1, 0, 1, 0, 3>, + }, // Output pad bottom = 0 + { // Output pad bottom = 1 + ConvImpl::template process_tile<1, 1, 0, 1, 1, 0>, + ConvImpl::template process_tile<1, 1, 0, 1, 1, 1>, + ConvImpl::template process_tile<1, 1, 0, 1, 1, 2>, + ConvImpl::template process_tile<1, 1, 0, 1, 1, 3>, + }, // Output pad bottom = 1 + { // Output pad bottom = 2 + ConvImpl::template process_tile<1, 1, 0, 1, 2, 0>, + ConvImpl::template process_tile<1, 1, 0, 1, 2, 1>, + ConvImpl::template process_tile<1, 1, 0, 1, 2, 2>, + ConvImpl::template process_tile<1, 1, 0, 1, 2, 3>, + }, // Output pad bottom = 2 + { // Output pad bottom = 3 + ConvImpl::template process_tile<1, 1, 0, 1, 3, 0>, + ConvImpl::template process_tile<1, 1, 0, 1, 3, 1>, + ConvImpl::template process_tile<1, 1, 0, 1, 3, 2>, + ConvImpl::template process_tile<1, 1, 0, 1, 3, 3>, + }, // Output pad bottom = 3 + }, // Input pad right = 1 + { // Input pad right = 2 + { // Output pad bottom = 0 + ConvImpl::template process_tile<1, 1, 0, 2, 0, 0>, + ConvImpl::template process_tile<1, 1, 0, 2, 0, 1>, + ConvImpl::template process_tile<1, 1, 0, 2, 0, 2>, + ConvImpl::template process_tile<1, 1, 0, 2, 0, 3>, + }, // Output pad bottom = 0 + { // Output pad bottom = 1 + ConvImpl::template process_tile<1, 1, 0, 2, 1, 0>, + ConvImpl::template process_tile<1, 1, 0, 2, 1, 1>, + ConvImpl::template process_tile<1, 1, 0, 2, 1, 2>, + ConvImpl::template process_tile<1, 1, 0, 2, 1, 3>, + }, // Output pad bottom = 1 + { // Output pad bottom = 2 + ConvImpl::template process_tile<1, 1, 0, 2, 2, 0>, + ConvImpl::template process_tile<1, 1, 0, 2, 2, 1>, + ConvImpl::template process_tile<1, 1, 0, 2, 2, 2>, + ConvImpl::template process_tile<1, 1, 0, 2, 2, 3>, + }, // Output pad bottom = 2 + { // Output pad bottom = 3 + ConvImpl::template process_tile<1, 1, 0, 2, 3, 0>, + ConvImpl::template process_tile<1, 1, 0, 2, 3, 1>, + ConvImpl::template process_tile<1, 1, 0, 2, 3, 2>, + ConvImpl::template process_tile<1, 1, 0, 2, 3, 3>, + }, // Output pad bottom = 3 + }, // Input pad right = 2 + { // Input pad right = 3 + { // Output pad bottom = 0 + ConvImpl::template process_tile<1, 1, 0, 3, 0, 0>, + ConvImpl::template process_tile<1, 1, 0, 3, 0, 1>, + ConvImpl::template process_tile<1, 1, 0, 3, 0, 2>, + ConvImpl::template process_tile<1, 1, 0, 3, 0, 3>, + }, // Output pad bottom = 0 + { // Output pad bottom = 1 + ConvImpl::template process_tile<1, 1, 0, 3, 1, 0>, + ConvImpl::template process_tile<1, 1, 0, 3, 1, 1>, + ConvImpl::template process_tile<1, 1, 0, 3, 1, 2>, + ConvImpl::template process_tile<1, 1, 0, 3, 1, 3>, + }, // Output pad bottom = 1 + { // Output pad bottom = 2 + ConvImpl::template process_tile<1, 1, 0, 3, 2, 0>, + ConvImpl::template process_tile<1, 1, 0, 3, 2, 1>, + ConvImpl::template process_tile<1, 1, 0, 3, 2, 2>, + ConvImpl::template process_tile<1, 1, 0, 3, 2, 3>, + }, // Output pad bottom = 2 + { // Output pad bottom = 3 + ConvImpl::template process_tile<1, 1, 0, 3, 3, 0>, + ConvImpl::template process_tile<1, 1, 0, 3, 3, 1>, + ConvImpl::template process_tile<1, 1, 0, 3, 3, 2>, + ConvImpl::template process_tile<1, 1, 0, 3, 3, 3>, + }, // Output pad bottom = 3 + }, // Input pad right = 3 + { // Input pad right = 4 + { // Output pad bottom = 0 + ConvImpl::template process_tile<1, 1, 0, 4, 0, 0>, + ConvImpl::template process_tile<1, 1, 0, 4, 0, 1>, + ConvImpl::template process_tile<1, 1, 0, 4, 0, 2>, + ConvImpl::template process_tile<1, 1, 0, 4, 0, 3>, + }, // Output pad bottom = 0 + { // Output pad bottom = 1 + ConvImpl::template process_tile<1, 1, 0, 4, 1, 0>, + ConvImpl::template process_tile<1, 1, 0, 4, 1, 1>, + ConvImpl::template process_tile<1, 1, 0, 4, 1, 2>, + ConvImpl::template process_tile<1, 1, 0, 4, 1, 3>, + }, // Output pad bottom = 1 + { // Output pad bottom = 2 + ConvImpl::template process_tile<1, 1, 0, 4, 2, 0>, + ConvImpl::template process_tile<1, 1, 0, 4, 2, 1>, + ConvImpl::template process_tile<1, 1, 0, 4, 2, 2>, + ConvImpl::template process_tile<1, 1, 0, 4, 2, 3>, + }, // Output pad bottom = 2 + { // Output pad bottom = 3 + ConvImpl::template process_tile<1, 1, 0, 4, 3, 0>, + ConvImpl::template process_tile<1, 1, 0, 4, 3, 1>, + ConvImpl::template process_tile<1, 1, 0, 4, 3, 2>, + ConvImpl::template process_tile<1, 1, 0, 4, 3, 3>, + }, // Output pad bottom = 3 + }, // Input pad right = 4 + }, // Input pad bottom = 0 + { // Input pad bottom = 1 + { // Input pad right = 0 + { // Output pad bottom = 0 + ConvImpl::template process_tile<1, 1, 1, 0, 0, 0>, + ConvImpl::template process_tile<1, 1, 1, 0, 0, 1>, + ConvImpl::template process_tile<1, 1, 1, 0, 0, 2>, + ConvImpl::template process_tile<1, 1, 1, 0, 0, 3>, + }, // Output pad bottom = 0 + { // Output pad bottom = 1 + ConvImpl::template process_tile<1, 1, 1, 0, 1, 0>, + ConvImpl::template process_tile<1, 1, 1, 0, 1, 1>, + ConvImpl::template process_tile<1, 1, 1, 0, 1, 2>, + ConvImpl::template process_tile<1, 1, 1, 0, 1, 3>, + }, // Output pad bottom = 1 + { // Output pad bottom = 2 + ConvImpl::template process_tile<1, 1, 1, 0, 2, 0>, + ConvImpl::template process_tile<1, 1, 1, 0, 2, 1>, + ConvImpl::template process_tile<1, 1, 1, 0, 2, 2>, + ConvImpl::template process_tile<1, 1, 1, 0, 2, 3>, + }, // Output pad bottom = 2 + { // Output pad bottom = 3 + ConvImpl::template process_tile<1, 1, 1, 0, 3, 0>, + ConvImpl::template process_tile<1, 1, 1, 0, 3, 1>, + ConvImpl::template process_tile<1, 1, 1, 0, 3, 2>, + ConvImpl::template process_tile<1, 1, 1, 0, 3, 3>, + }, // Output pad bottom = 3 + }, // Input pad right = 0 + { // Input pad right = 1 + { // Output pad bottom = 0 + ConvImpl::template process_tile<1, 1, 1, 1, 0, 0>, + ConvImpl::template process_tile<1, 1, 1, 1, 0, 1>, + ConvImpl::template process_tile<1, 1, 1, 1, 0, 2>, + ConvImpl::template process_tile<1, 1, 1, 1, 0, 3>, + }, // Output pad bottom = 0 + { // Output pad bottom = 1 + ConvImpl::template process_tile<1, 1, 1, 1, 1, 0>, + ConvImpl::template process_tile<1, 1, 1, 1, 1, 1>, + ConvImpl::template process_tile<1, 1, 1, 1, 1, 2>, + ConvImpl::template process_tile<1, 1, 1, 1, 1, 3>, + }, // Output pad bottom = 1 + { // Output pad bottom = 2 + ConvImpl::template process_tile<1, 1, 1, 1, 2, 0>, + ConvImpl::template process_tile<1, 1, 1, 1, 2, 1>, + ConvImpl::template process_tile<1, 1, 1, 1, 2, 2>, + ConvImpl::template process_tile<1, 1, 1, 1, 2, 3>, + }, // Output pad bottom = 2 + { // Output pad bottom = 3 + ConvImpl::template process_tile<1, 1, 1, 1, 3, 0>, + ConvImpl::template process_tile<1, 1, 1, 1, 3, 1>, + ConvImpl::template process_tile<1, 1, 1, 1, 3, 2>, + ConvImpl::template process_tile<1, 1, 1, 1, 3, 3>, + }, // Output pad bottom = 3 + }, // Input pad right = 1 + { // Input pad right = 2 + { // Output pad bottom = 0 + ConvImpl::template process_tile<1, 1, 1, 2, 0, 0>, + ConvImpl::template process_tile<1, 1, 1, 2, 0, 1>, + ConvImpl::template process_tile<1, 1, 1, 2, 0, 2>, + ConvImpl::template process_tile<1, 1, 1, 2, 0, 3>, + }, // Output pad bottom = 0 + { // Output pad bottom = 1 + ConvImpl::template process_tile<1, 1, 1, 2, 1, 0>, + ConvImpl::template process_tile<1, 1, 1, 2, 1, 1>, + ConvImpl::template process_tile<1, 1, 1, 2, 1, 2>, + ConvImpl::template process_tile<1, 1, 1, 2, 1, 3>, + }, // Output pad bottom = 1 + { // Output pad bottom = 2 + ConvImpl::template process_tile<1, 1, 1, 2, 2, 0>, + ConvImpl::template process_tile<1, 1, 1, 2, 2, 1>, + ConvImpl::template process_tile<1, 1, 1, 2, 2, 2>, + ConvImpl::template process_tile<1, 1, 1, 2, 2, 3>, + }, // Output pad bottom = 2 + { // Output pad bottom = 3 + ConvImpl::template process_tile<1, 1, 1, 2, 3, 0>, + ConvImpl::template process_tile<1, 1, 1, 2, 3, 1>, + ConvImpl::template process_tile<1, 1, 1, 2, 3, 2>, + ConvImpl::template process_tile<1, 1, 1, 2, 3, 3>, + }, // Output pad bottom = 3 + }, // Input pad right = 2 + { // Input pad right = 3 + { // Output pad bottom = 0 + ConvImpl::template process_tile<1, 1, 1, 3, 0, 0>, + ConvImpl::template process_tile<1, 1, 1, 3, 0, 1>, + ConvImpl::template process_tile<1, 1, 1, 3, 0, 2>, + ConvImpl::template process_tile<1, 1, 1, 3, 0, 3>, + }, // Output pad bottom = 0 + { // Output pad bottom = 1 + ConvImpl::template process_tile<1, 1, 1, 3, 1, 0>, + ConvImpl::template process_tile<1, 1, 1, 3, 1, 1>, + ConvImpl::template process_tile<1, 1, 1, 3, 1, 2>, + ConvImpl::template process_tile<1, 1, 1, 3, 1, 3>, + }, // Output pad bottom = 1 + { // Output pad bottom = 2 + ConvImpl::template process_tile<1, 1, 1, 3, 2, 0>, + ConvImpl::template process_tile<1, 1, 1, 3, 2, 1>, + ConvImpl::template process_tile<1, 1, 1, 3, 2, 2>, + ConvImpl::template process_tile<1, 1, 1, 3, 2, 3>, + }, // Output pad bottom = 2 + { // Output pad bottom = 3 + ConvImpl::template process_tile<1, 1, 1, 3, 3, 0>, + ConvImpl::template process_tile<1, 1, 1, 3, 3, 1>, + ConvImpl::template process_tile<1, 1, 1, 3, 3, 2>, + ConvImpl::template process_tile<1, 1, 1, 3, 3, 3>, + }, // Output pad bottom = 3 + }, // Input pad right = 3 + { // Input pad right = 4 + { // Output pad bottom = 0 + ConvImpl::template process_tile<1, 1, 1, 4, 0, 0>, + ConvImpl::template process_tile<1, 1, 1, 4, 0, 1>, + ConvImpl::template process_tile<1, 1, 1, 4, 0, 2>, + ConvImpl::template process_tile<1, 1, 1, 4, 0, 3>, + }, // Output pad bottom = 0 + { // Output pad bottom = 1 + ConvImpl::template process_tile<1, 1, 1, 4, 1, 0>, + ConvImpl::template process_tile<1, 1, 1, 4, 1, 1>, + ConvImpl::template process_tile<1, 1, 1, 4, 1, 2>, + ConvImpl::template process_tile<1, 1, 1, 4, 1, 3>, + }, // Output pad bottom = 1 + { // Output pad bottom = 2 + ConvImpl::template process_tile<1, 1, 1, 4, 2, 0>, + ConvImpl::template process_tile<1, 1, 1, 4, 2, 1>, + ConvImpl::template process_tile<1, 1, 1, 4, 2, 2>, + ConvImpl::template process_tile<1, 1, 1, 4, 2, 3>, + }, // Output pad bottom = 2 + { // Output pad bottom = 3 + ConvImpl::template process_tile<1, 1, 1, 4, 3, 0>, + ConvImpl::template process_tile<1, 1, 1, 4, 3, 1>, + ConvImpl::template process_tile<1, 1, 1, 4, 3, 2>, + ConvImpl::template process_tile<1, 1, 1, 4, 3, 3>, + }, // Output pad bottom = 3 + }, // Input pad right = 4 + }, // Input pad bottom = 1 + { // Input pad bottom = 2 + { // Input pad right = 0 + { // Output pad bottom = 0 + ConvImpl::template process_tile<1, 1, 2, 0, 0, 0>, + ConvImpl::template process_tile<1, 1, 2, 0, 0, 1>, + ConvImpl::template process_tile<1, 1, 2, 0, 0, 2>, + ConvImpl::template process_tile<1, 1, 2, 0, 0, 3>, + }, // Output pad bottom = 0 + { // Output pad bottom = 1 + ConvImpl::template process_tile<1, 1, 2, 0, 1, 0>, + ConvImpl::template process_tile<1, 1, 2, 0, 1, 1>, + ConvImpl::template process_tile<1, 1, 2, 0, 1, 2>, + ConvImpl::template process_tile<1, 1, 2, 0, 1, 3>, + }, // Output pad bottom = 1 + { // Output pad bottom = 2 + ConvImpl::template process_tile<1, 1, 2, 0, 2, 0>, + ConvImpl::template process_tile<1, 1, 2, 0, 2, 1>, + ConvImpl::template process_tile<1, 1, 2, 0, 2, 2>, + ConvImpl::template process_tile<1, 1, 2, 0, 2, 3>, + }, // Output pad bottom = 2 + { // Output pad bottom = 3 + ConvImpl::template process_tile<1, 1, 2, 0, 3, 0>, + ConvImpl::template process_tile<1, 1, 2, 0, 3, 1>, + ConvImpl::template process_tile<1, 1, 2, 0, 3, 2>, + ConvImpl::template process_tile<1, 1, 2, 0, 3, 3>, + }, // Output pad bottom = 3 + }, // Input pad right = 0 + { // Input pad right = 1 + { // Output pad bottom = 0 + ConvImpl::template process_tile<1, 1, 2, 1, 0, 0>, + ConvImpl::template process_tile<1, 1, 2, 1, 0, 1>, + ConvImpl::template process_tile<1, 1, 2, 1, 0, 2>, + ConvImpl::template process_tile<1, 1, 2, 1, 0, 3>, + }, // Output pad bottom = 0 + { // Output pad bottom = 1 + ConvImpl::template process_tile<1, 1, 2, 1, 1, 0>, + ConvImpl::template process_tile<1, 1, 2, 1, 1, 1>, + ConvImpl::template process_tile<1, 1, 2, 1, 1, 2>, + ConvImpl::template process_tile<1, 1, 2, 1, 1, 3>, + }, // Output pad bottom = 1 + { // Output pad bottom = 2 + ConvImpl::template process_tile<1, 1, 2, 1, 2, 0>, + ConvImpl::template process_tile<1, 1, 2, 1, 2, 1>, + ConvImpl::template process_tile<1, 1, 2, 1, 2, 2>, + ConvImpl::template process_tile<1, 1, 2, 1, 2, 3>, + }, // Output pad bottom = 2 + { // Output pad bottom = 3 + ConvImpl::template process_tile<1, 1, 2, 1, 3, 0>, + ConvImpl::template process_tile<1, 1, 2, 1, 3, 1>, + ConvImpl::template process_tile<1, 1, 2, 1, 3, 2>, + ConvImpl::template process_tile<1, 1, 2, 1, 3, 3>, + }, // Output pad bottom = 3 + }, // Input pad right = 1 + { // Input pad right = 2 + { // Output pad bottom = 0 + ConvImpl::template process_tile<1, 1, 2, 2, 0, 0>, + ConvImpl::template process_tile<1, 1, 2, 2, 0, 1>, + ConvImpl::template process_tile<1, 1, 2, 2, 0, 2>, + ConvImpl::template process_tile<1, 1, 2, 2, 0, 3>, + }, // Output pad bottom = 0 + { // Output pad bottom = 1 + ConvImpl::template process_tile<1, 1, 2, 2, 1, 0>, + ConvImpl::template process_tile<1, 1, 2, 2, 1, 1>, + ConvImpl::template process_tile<1, 1, 2, 2, 1, 2>, + ConvImpl::template process_tile<1, 1, 2, 2, 1, 3>, + }, // Output pad bottom = 1 + { // Output pad bottom = 2 + ConvImpl::template process_tile<1, 1, 2, 2, 2, 0>, + ConvImpl::template process_tile<1, 1, 2, 2, 2, 1>, + ConvImpl::template process_tile<1, 1, 2, 2, 2, 2>, + ConvImpl::template process_tile<1, 1, 2, 2, 2, 3>, + }, // Output pad bottom = 2 + { // Output pad bottom = 3 + ConvImpl::template process_tile<1, 1, 2, 2, 3, 0>, + ConvImpl::template process_tile<1, 1, 2, 2, 3, 1>, + ConvImpl::template process_tile<1, 1, 2, 2, 3, 2>, + ConvImpl::template process_tile<1, 1, 2, 2, 3, 3>, + }, // Output pad bottom = 3 + }, // Input pad right = 2 + { // Input pad right = 3 + { // Output pad bottom = 0 + ConvImpl::template process_tile<1, 1, 2, 3, 0, 0>, + ConvImpl::template process_tile<1, 1, 2, 3, 0, 1>, + ConvImpl::template process_tile<1, 1, 2, 3, 0, 2>, + ConvImpl::template process_tile<1, 1, 2, 3, 0, 3>, + }, // Output pad bottom = 0 + { // Output pad bottom = 1 + ConvImpl::template process_tile<1, 1, 2, 3, 1, 0>, + ConvImpl::template process_tile<1, 1, 2, 3, 1, 1>, + ConvImpl::template process_tile<1, 1, 2, 3, 1, 2>, + ConvImpl::template process_tile<1, 1, 2, 3, 1, 3>, + }, // Output pad bottom = 1 + { // Output pad bottom = 2 + ConvImpl::template process_tile<1, 1, 2, 3, 2, 0>, + ConvImpl::template process_tile<1, 1, 2, 3, 2, 1>, + ConvImpl::template process_tile<1, 1, 2, 3, 2, 2>, + ConvImpl::template process_tile<1, 1, 2, 3, 2, 3>, + }, // Output pad bottom = 2 + { // Output pad bottom = 3 + ConvImpl::template process_tile<1, 1, 2, 3, 3, 0>, + ConvImpl::template process_tile<1, 1, 2, 3, 3, 1>, + ConvImpl::template process_tile<1, 1, 2, 3, 3, 2>, + ConvImpl::template process_tile<1, 1, 2, 3, 3, 3>, + }, // Output pad bottom = 3 + }, // Input pad right = 3 + { // Input pad right = 4 + { // Output pad bottom = 0 + ConvImpl::template process_tile<1, 1, 2, 4, 0, 0>, + ConvImpl::template process_tile<1, 1, 2, 4, 0, 1>, + ConvImpl::template process_tile<1, 1, 2, 4, 0, 2>, + ConvImpl::template process_tile<1, 1, 2, 4, 0, 3>, + }, // Output pad bottom = 0 + { // Output pad bottom = 1 + ConvImpl::template process_tile<1, 1, 2, 4, 1, 0>, + ConvImpl::template process_tile<1, 1, 2, 4, 1, 1>, + ConvImpl::template process_tile<1, 1, 2, 4, 1, 2>, + ConvImpl::template process_tile<1, 1, 2, 4, 1, 3>, + }, // Output pad bottom = 1 + { // Output pad bottom = 2 + ConvImpl::template process_tile<1, 1, 2, 4, 2, 0>, + ConvImpl::template process_tile<1, 1, 2, 4, 2, 1>, + ConvImpl::template process_tile<1, 1, 2, 4, 2, 2>, + ConvImpl::template process_tile<1, 1, 2, 4, 2, 3>, + }, // Output pad bottom = 2 + { // Output pad bottom = 3 + ConvImpl::template process_tile<1, 1, 2, 4, 3, 0>, + ConvImpl::template process_tile<1, 1, 2, 4, 3, 1>, + ConvImpl::template process_tile<1, 1, 2, 4, 3, 2>, + ConvImpl::template process_tile<1, 1, 2, 4, 3, 3>, + }, // Output pad bottom = 3 + }, // Input pad right = 4 + }, // Input pad bottom = 2 + { // Input pad bottom = 3 + { // Input pad right = 0 + { // Output pad bottom = 0 + ConvImpl::template process_tile<1, 1, 3, 0, 0, 0>, + ConvImpl::template process_tile<1, 1, 3, 0, 0, 1>, + ConvImpl::template process_tile<1, 1, 3, 0, 0, 2>, + ConvImpl::template process_tile<1, 1, 3, 0, 0, 3>, + }, // Output pad bottom = 0 + { // Output pad bottom = 1 + ConvImpl::template process_tile<1, 1, 3, 0, 1, 0>, + ConvImpl::template process_tile<1, 1, 3, 0, 1, 1>, + ConvImpl::template process_tile<1, 1, 3, 0, 1, 2>, + ConvImpl::template process_tile<1, 1, 3, 0, 1, 3>, + }, // Output pad bottom = 1 + { // Output pad bottom = 2 + ConvImpl::template process_tile<1, 1, 3, 0, 2, 0>, + ConvImpl::template process_tile<1, 1, 3, 0, 2, 1>, + ConvImpl::template process_tile<1, 1, 3, 0, 2, 2>, + ConvImpl::template process_tile<1, 1, 3, 0, 2, 3>, + }, // Output pad bottom = 2 + { // Output pad bottom = 3 + ConvImpl::template process_tile<1, 1, 3, 0, 3, 0>, + ConvImpl::template process_tile<1, 1, 3, 0, 3, 1>, + ConvImpl::template process_tile<1, 1, 3, 0, 3, 2>, + ConvImpl::template process_tile<1, 1, 3, 0, 3, 3>, + }, // Output pad bottom = 3 + }, // Input pad right = 0 + { // Input pad right = 1 + { // Output pad bottom = 0 + ConvImpl::template process_tile<1, 1, 3, 1, 0, 0>, + ConvImpl::template process_tile<1, 1, 3, 1, 0, 1>, + ConvImpl::template process_tile<1, 1, 3, 1, 0, 2>, + ConvImpl::template process_tile<1, 1, 3, 1, 0, 3>, + }, // Output pad bottom = 0 + { // Output pad bottom = 1 + ConvImpl::template process_tile<1, 1, 3, 1, 1, 0>, + ConvImpl::template process_tile<1, 1, 3, 1, 1, 1>, + ConvImpl::template process_tile<1, 1, 3, 1, 1, 2>, + ConvImpl::template process_tile<1, 1, 3, 1, 1, 3>, + }, // Output pad bottom = 1 + { // Output pad bottom = 2 + ConvImpl::template process_tile<1, 1, 3, 1, 2, 0>, + ConvImpl::template process_tile<1, 1, 3, 1, 2, 1>, + ConvImpl::template process_tile<1, 1, 3, 1, 2, 2>, + ConvImpl::template process_tile<1, 1, 3, 1, 2, 3>, + }, // Output pad bottom = 2 + { // Output pad bottom = 3 + ConvImpl::template process_tile<1, 1, 3, 1, 3, 0>, + ConvImpl::template process_tile<1, 1, 3, 1, 3, 1>, + ConvImpl::template process_tile<1, 1, 3, 1, 3, 2>, + ConvImpl::template process_tile<1, 1, 3, 1, 3, 3>, + }, // Output pad bottom = 3 + }, // Input pad right = 1 + { // Input pad right = 2 + { // Output pad bottom = 0 + ConvImpl::template process_tile<1, 1, 3, 2, 0, 0>, + ConvImpl::template process_tile<1, 1, 3, 2, 0, 1>, + ConvImpl::template process_tile<1, 1, 3, 2, 0, 2>, + ConvImpl::template process_tile<1, 1, 3, 2, 0, 3>, + }, // Output pad bottom = 0 + { // Output pad bottom = 1 + ConvImpl::template process_tile<1, 1, 3, 2, 1, 0>, + ConvImpl::template process_tile<1, 1, 3, 2, 1, 1>, + ConvImpl::template process_tile<1, 1, 3, 2, 1, 2>, + ConvImpl::template process_tile<1, 1, 3, 2, 1, 3>, + }, // Output pad bottom = 1 + { // Output pad bottom = 2 + ConvImpl::template process_tile<1, 1, 3, 2, 2, 0>, + ConvImpl::template process_tile<1, 1, 3, 2, 2, 1>, + ConvImpl::template process_tile<1, 1, 3, 2, 2, 2>, + ConvImpl::template process_tile<1, 1, 3, 2, 2, 3>, + }, // Output pad bottom = 2 + { // Output pad bottom = 3 + ConvImpl::template process_tile<1, 1, 3, 2, 3, 0>, + ConvImpl::template process_tile<1, 1, 3, 2, 3, 1>, + ConvImpl::template process_tile<1, 1, 3, 2, 3, 2>, + ConvImpl::template process_tile<1, 1, 3, 2, 3, 3>, + }, // Output pad bottom = 3 + }, // Input pad right = 2 + { // Input pad right = 3 + { // Output pad bottom = 0 + ConvImpl::template process_tile<1, 1, 3, 3, 0, 0>, + ConvImpl::template process_tile<1, 1, 3, 3, 0, 1>, + ConvImpl::template process_tile<1, 1, 3, 3, 0, 2>, + ConvImpl::template process_tile<1, 1, 3, 3, 0, 3>, + }, // Output pad bottom = 0 + { // Output pad bottom = 1 + ConvImpl::template process_tile<1, 1, 3, 3, 1, 0>, + ConvImpl::template process_tile<1, 1, 3, 3, 1, 1>, + ConvImpl::template process_tile<1, 1, 3, 3, 1, 2>, + ConvImpl::template process_tile<1, 1, 3, 3, 1, 3>, + }, // Output pad bottom = 1 + { // Output pad bottom = 2 + ConvImpl::template process_tile<1, 1, 3, 3, 2, 0>, + ConvImpl::template process_tile<1, 1, 3, 3, 2, 1>, + ConvImpl::template process_tile<1, 1, 3, 3, 2, 2>, + ConvImpl::template process_tile<1, 1, 3, 3, 2, 3>, + }, // Output pad bottom = 2 + { // Output pad bottom = 3 + ConvImpl::template process_tile<1, 1, 3, 3, 3, 0>, + ConvImpl::template process_tile<1, 1, 3, 3, 3, 1>, + ConvImpl::template process_tile<1, 1, 3, 3, 3, 2>, + ConvImpl::template process_tile<1, 1, 3, 3, 3, 3>, + }, // Output pad bottom = 3 + }, // Input pad right = 3 + { // Input pad right = 4 + { // Output pad bottom = 0 + ConvImpl::template process_tile<1, 1, 3, 4, 0, 0>, + ConvImpl::template process_tile<1, 1, 3, 4, 0, 1>, + ConvImpl::template process_tile<1, 1, 3, 4, 0, 2>, + ConvImpl::template process_tile<1, 1, 3, 4, 0, 3>, + }, // Output pad bottom = 0 + { // Output pad bottom = 1 + ConvImpl::template process_tile<1, 1, 3, 4, 1, 0>, + ConvImpl::template process_tile<1, 1, 3, 4, 1, 1>, + ConvImpl::template process_tile<1, 1, 3, 4, 1, 2>, + ConvImpl::template process_tile<1, 1, 3, 4, 1, 3>, + }, // Output pad bottom = 1 + { // Output pad bottom = 2 + ConvImpl::template process_tile<1, 1, 3, 4, 2, 0>, + ConvImpl::template process_tile<1, 1, 3, 4, 2, 1>, + ConvImpl::template process_tile<1, 1, 3, 4, 2, 2>, + ConvImpl::template process_tile<1, 1, 3, 4, 2, 3>, + }, // Output pad bottom = 2 + { // Output pad bottom = 3 + ConvImpl::template process_tile<1, 1, 3, 4, 3, 0>, + ConvImpl::template process_tile<1, 1, 3, 4, 3, 1>, + ConvImpl::template process_tile<1, 1, 3, 4, 3, 2>, + ConvImpl::template process_tile<1, 1, 3, 4, 3, 3>, + }, // Output pad bottom = 3 + }, // Input pad right = 4 + }, // Input pad bottom = 3 + { // Input pad bottom = 4 + { // Input pad right = 0 + { // Output pad bottom = 0 + ConvImpl::template process_tile<1, 1, 4, 0, 0, 0>, + ConvImpl::template process_tile<1, 1, 4, 0, 0, 1>, + ConvImpl::template process_tile<1, 1, 4, 0, 0, 2>, + ConvImpl::template process_tile<1, 1, 4, 0, 0, 3>, + }, // Output pad bottom = 0 + { // Output pad bottom = 1 + ConvImpl::template process_tile<1, 1, 4, 0, 1, 0>, + ConvImpl::template process_tile<1, 1, 4, 0, 1, 1>, + ConvImpl::template process_tile<1, 1, 4, 0, 1, 2>, + ConvImpl::template process_tile<1, 1, 4, 0, 1, 3>, + }, // Output pad bottom = 1 + { // Output pad bottom = 2 + ConvImpl::template process_tile<1, 1, 4, 0, 2, 0>, + ConvImpl::template process_tile<1, 1, 4, 0, 2, 1>, + ConvImpl::template process_tile<1, 1, 4, 0, 2, 2>, + ConvImpl::template process_tile<1, 1, 4, 0, 2, 3>, + }, // Output pad bottom = 2 + { // Output pad bottom = 3 + ConvImpl::template process_tile<1, 1, 4, 0, 3, 0>, + ConvImpl::template process_tile<1, 1, 4, 0, 3, 1>, + ConvImpl::template process_tile<1, 1, 4, 0, 3, 2>, + ConvImpl::template process_tile<1, 1, 4, 0, 3, 3>, + }, // Output pad bottom = 3 + }, // Input pad right = 0 + { // Input pad right = 1 + { // Output pad bottom = 0 + ConvImpl::template process_tile<1, 1, 4, 1, 0, 0>, + ConvImpl::template process_tile<1, 1, 4, 1, 0, 1>, + ConvImpl::template process_tile<1, 1, 4, 1, 0, 2>, + ConvImpl::template process_tile<1, 1, 4, 1, 0, 3>, + }, // Output pad bottom = 0 + { // Output pad bottom = 1 + ConvImpl::template process_tile<1, 1, 4, 1, 1, 0>, + ConvImpl::template process_tile<1, 1, 4, 1, 1, 1>, + ConvImpl::template process_tile<1, 1, 4, 1, 1, 2>, + ConvImpl::template process_tile<1, 1, 4, 1, 1, 3>, + }, // Output pad bottom = 1 + { // Output pad bottom = 2 + ConvImpl::template process_tile<1, 1, 4, 1, 2, 0>, + ConvImpl::template process_tile<1, 1, 4, 1, 2, 1>, + ConvImpl::template process_tile<1, 1, 4, 1, 2, 2>, + ConvImpl::template process_tile<1, 1, 4, 1, 2, 3>, + }, // Output pad bottom = 2 + { // Output pad bottom = 3 + ConvImpl::template process_tile<1, 1, 4, 1, 3, 0>, + ConvImpl::template process_tile<1, 1, 4, 1, 3, 1>, + ConvImpl::template process_tile<1, 1, 4, 1, 3, 2>, + ConvImpl::template process_tile<1, 1, 4, 1, 3, 3>, + }, // Output pad bottom = 3 + }, // Input pad right = 1 + { // Input pad right = 2 + { // Output pad bottom = 0 + ConvImpl::template process_tile<1, 1, 4, 2, 0, 0>, + ConvImpl::template process_tile<1, 1, 4, 2, 0, 1>, + ConvImpl::template process_tile<1, 1, 4, 2, 0, 2>, + ConvImpl::template process_tile<1, 1, 4, 2, 0, 3>, + }, // Output pad bottom = 0 + { // Output pad bottom = 1 + ConvImpl::template process_tile<1, 1, 4, 2, 1, 0>, + ConvImpl::template process_tile<1, 1, 4, 2, 1, 1>, + ConvImpl::template process_tile<1, 1, 4, 2, 1, 2>, + ConvImpl::template process_tile<1, 1, 4, 2, 1, 3>, + }, // Output pad bottom = 1 + { // Output pad bottom = 2 + ConvImpl::template process_tile<1, 1, 4, 2, 2, 0>, + ConvImpl::template process_tile<1, 1, 4, 2, 2, 1>, + ConvImpl::template process_tile<1, 1, 4, 2, 2, 2>, + ConvImpl::template process_tile<1, 1, 4, 2, 2, 3>, + }, // Output pad bottom = 2 + { // Output pad bottom = 3 + ConvImpl::template process_tile<1, 1, 4, 2, 3, 0>, + ConvImpl::template process_tile<1, 1, 4, 2, 3, 1>, + ConvImpl::template process_tile<1, 1, 4, 2, 3, 2>, + ConvImpl::template process_tile<1, 1, 4, 2, 3, 3>, + }, // Output pad bottom = 3 + }, // Input pad right = 2 + { // Input pad right = 3 + { // Output pad bottom = 0 + ConvImpl::template process_tile<1, 1, 4, 3, 0, 0>, + ConvImpl::template process_tile<1, 1, 4, 3, 0, 1>, + ConvImpl::template process_tile<1, 1, 4, 3, 0, 2>, + ConvImpl::template process_tile<1, 1, 4, 3, 0, 3>, + }, // Output pad bottom = 0 + { // Output pad bottom = 1 + ConvImpl::template process_tile<1, 1, 4, 3, 1, 0>, + ConvImpl::template process_tile<1, 1, 4, 3, 1, 1>, + ConvImpl::template process_tile<1, 1, 4, 3, 1, 2>, + ConvImpl::template process_tile<1, 1, 4, 3, 1, 3>, + }, // Output pad bottom = 1 + { // Output pad bottom = 2 + ConvImpl::template process_tile<1, 1, 4, 3, 2, 0>, + ConvImpl::template process_tile<1, 1, 4, 3, 2, 1>, + ConvImpl::template process_tile<1, 1, 4, 3, 2, 2>, + ConvImpl::template process_tile<1, 1, 4, 3, 2, 3>, + }, // Output pad bottom = 2 + { // Output pad bottom = 3 + ConvImpl::template process_tile<1, 1, 4, 3, 3, 0>, + ConvImpl::template process_tile<1, 1, 4, 3, 3, 1>, + ConvImpl::template process_tile<1, 1, 4, 3, 3, 2>, + ConvImpl::template process_tile<1, 1, 4, 3, 3, 3>, + }, // Output pad bottom = 3 + }, // Input pad right = 3 + { // Input pad right = 4 + { // Output pad bottom = 0 + ConvImpl::template process_tile<1, 1, 4, 4, 0, 0>, + ConvImpl::template process_tile<1, 1, 4, 4, 0, 1>, + ConvImpl::template process_tile<1, 1, 4, 4, 0, 2>, + ConvImpl::template process_tile<1, 1, 4, 4, 0, 3>, + }, // Output pad bottom = 0 + { // Output pad bottom = 1 + ConvImpl::template process_tile<1, 1, 4, 4, 1, 0>, + ConvImpl::template process_tile<1, 1, 4, 4, 1, 1>, + ConvImpl::template process_tile<1, 1, 4, 4, 1, 2>, + ConvImpl::template process_tile<1, 1, 4, 4, 1, 3>, + }, // Output pad bottom = 1 + { // Output pad bottom = 2 + ConvImpl::template process_tile<1, 1, 4, 4, 2, 0>, + ConvImpl::template process_tile<1, 1, 4, 4, 2, 1>, + ConvImpl::template process_tile<1, 1, 4, 4, 2, 2>, + ConvImpl::template process_tile<1, 1, 4, 4, 2, 3>, + }, // Output pad bottom = 2 + { // Output pad bottom = 3 + ConvImpl::template process_tile<1, 1, 4, 4, 3, 0>, + ConvImpl::template process_tile<1, 1, 4, 4, 3, 1>, + ConvImpl::template process_tile<1, 1, 4, 4, 3, 2>, + ConvImpl::template process_tile<1, 1, 4, 4, 3, 3>, + }, // Output pad bottom = 3 + }, // Input pad right = 4 + }, // Input pad bottom = 4 + }, // Input pad left = 1 + }, // Input pad top = 1 +}; + + +template class DepthwiseConvolution<4, 4, 3, 3, 1, 1, float, float>; +} // namespace depthwise diff --git a/src/core/NEON/kernels/convolution/depthwise/depthwise_4x4_3x3_2x2_fp32_fp32.cpp b/src/core/NEON/kernels/convolution/depthwise/depthwise_4x4_3x3_2x2_fp32_fp32.cpp new file mode 100644 index 0000000000..2104c0bbf7 --- /dev/null +++ b/src/core/NEON/kernels/convolution/depthwise/depthwise_4x4_3x3_2x2_fp32_fp32.cpp @@ -0,0 +1,5207 @@ +/* + * Copyright (c) 2018 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 "arm_compute/core/NEON/kernels/convolution/depthwise/impl_fp32_fp32.hpp" + +namespace depthwise +{ +using Conv = DepthwiseConvolution<4, 4, 3, 3, 2, 2, float, float>; +using ConvImpl = DepthwiseConvolutionImpl<4, 4, 3, 3, 2, 2, float, float>; + +template <> +const Conv::TileFn Conv::tile_fns + [max_in_pad_top] + [max_in_pad_left] + [max_in_pad_bottom] + [max_in_pad_right] + [max_out_pad_bottom] + [max_out_pad_right] = { + { // Input pad top = 0 + { // Input pad left = 0 + { // Input pad bottom = 0 + { // Input pad right = 0 + { // Output pad bottom = 0 + Conv::template process_tile<0, 0, 0, 0, 0, 0>, + Conv::template process_tile<0, 0, 0, 0, 0, 1>, + Conv::template process_tile<0, 0, 0, 0, 0, 2>, + Conv::template process_tile<0, 0, 0, 0, 0, 3>, + }, // Output pad bottom = 0 + { // Output pad bottom = 1 + Conv::template process_tile<0, 0, 0, 0, 1, 0>, + Conv::template process_tile<0, 0, 0, 0, 1, 1>, + Conv::template process_tile<0, 0, 0, 0, 1, 2>, + Conv::template process_tile<0, 0, 0, 0, 1, 3>, + }, // Output pad bottom = 1 + { // Output pad bottom = 2 + Conv::template process_tile<0, 0, 0, 0, 2, 0>, + Conv::template process_tile<0, 0, 0, 0, 2, 1>, + Conv::template process_tile<0, 0, 0, 0, 2, 2>, + Conv::template process_tile<0, 0, 0, 0, 2, 3>, + }, // Output pad bottom = 2 + { // Output pad bottom = 3 + Conv::template process_tile<0, 0, 0, 0, 3, 0>, + Conv::template process_tile<0, 0, 0, 0, 3, 1>, + Conv::template process_tile<0, 0, 0, 0, 3, 2>, + Conv::template process_tile<0, 0, 0, 0, 3, 3>, + }, // Output pad bottom = 3 + }, // Input pad right = 0 + { // Input pad right = 1 + { // Output pad bottom = 0 + Conv::template process_tile<0, 0, 0, 1, 0, 0>, + Conv::template process_tile<0, 0, 0, 1, 0, 1>, + Conv::template process_tile<0, 0, 0, 1, 0, 2>, + Conv::template process_tile<0, 0, 0, 1, 0, 3>, + }, // Output pad bottom = 0 + { // Output pad bottom = 1 + Conv::template process_tile<0, 0, 0, 1, 1, 0>, + Conv::template process_tile<0, 0, 0, 1, 1, 1>, + Conv::template process_tile<0, 0, 0, 1, 1, 2>, + Conv::template process_tile<0, 0, 0, 1, 1, 3>, + }, // Output pad bottom = 1 + { // Output pad bottom = 2 + Conv::template process_tile<0, 0, 0, 1, 2, 0>, + Conv::template process_tile<0, 0, 0, 1, 2, 1>, + Conv::template process_tile<0, 0, 0, 1, 2, 2>, + Conv::template process_tile<0, 0, 0, 1, 2, 3>, + }, // Output pad bottom = 2 + { // Output pad bottom = 3 + Conv::template process_tile<0, 0, 0, 1, 3, 0>, + Conv::template process_tile<0, 0, 0, 1, 3, 1>, + Conv::template process_tile<0, 0, 0, 1, 3, 2>, + Conv::template process_tile<0, 0, 0, 1, 3, 3>, + }, // Output pad bottom = 3 + }, // Input pad right = 1 + { // Input pad right = 2 + { // Output pad bottom = 0 + Conv::template process_tile<0, 0, 0, 2, 0, 0>, + Conv::template process_tile<0, 0, 0, 2, 0, 1>, + Conv::template process_tile<0, 0, 0, 2, 0, 2>, + Conv::template process_tile<0, 0, 0, 2, 0, 3>, + }, // Output pad bottom = 0 + { // Output pad bottom = 1 + Conv::template process_tile<0, 0, 0, 2, 1, 0>, + Conv::template process_tile<0, 0, 0, 2, 1, 1>, + Conv::template process_tile<0, 0, 0, 2, 1, 2>, + Conv::template process_tile<0, 0, 0, 2, 1, 3>, + }, // Output pad bottom = 1 + { // Output pad bottom = 2 + Conv::template process_tile<0, 0, 0, 2, 2, 0>, + Conv::template process_tile<0, 0, 0, 2, 2, 1>, + Conv::template process_tile<0, 0, 0, 2, 2, 2>, + Conv::template process_tile<0, 0, 0, 2, 2, 3>, + }, // Output pad bottom = 2 + { // Output pad bottom = 3 + Conv::template process_tile<0, 0, 0, 2, 3, 0>, + Conv::template process_tile<0, 0, 0, 2, 3, 1>, + Conv::template process_tile<0, 0, 0, 2, 3, 2>, + Conv::template process_tile<0, 0, 0, 2, 3, 3>, + }, // Output pad bottom = 3 + }, // Input pad right = 2 + { // Input pad right = 3 + { // Output pad bottom = 0 + Conv::template process_tile<0, 0, 0, 3, 0, 0>, + Conv::template process_tile<0, 0, 0, 3, 0, 1>, + Conv::template process_tile<0, 0, 0, 3, 0, 2>, + Conv::template process_tile<0, 0, 0, 3, 0, 3>, + }, // Output pad bottom = 0 + { // Output pad bottom = 1 + Conv::template process_tile<0, 0, 0, 3, 1, 0>, + Conv::template process_tile<0, 0, 0, 3, 1, 1>, + Conv::template process_tile<0, 0, 0, 3, 1, 2>, + Conv::template process_tile<0, 0, 0, 3, 1, 3>, + }, // Output pad bottom = 1 + { // Output pad bottom = 2 + Conv::template process_tile<0, 0, 0, 3, 2, 0>, + Conv::template process_tile<0, 0, 0, 3, 2, 1>, + Conv::template process_tile<0, 0, 0, 3, 2, 2>, + Conv::template process_tile<0, 0, 0, 3, 2, 3>, + }, // Output pad bottom = 2 + { // Output pad bottom = 3 + Conv::template process_tile<0, 0, 0, 3, 3, 0>, + Conv::template process_tile<0, 0, 0, 3, 3, 1>, + Conv::template process_tile<0, 0, 0, 3, 3, 2>, + Conv::template process_tile<0, 0, 0, 3, 3, 3>, + }, // Output pad bottom = 3 + }, // Input pad right = 3 + { // Input pad right = 4 + { // Output pad bottom = 0 + Conv::template process_tile<0, 0, 0, 4, 0, 0>, + Conv::template process_tile<0, 0, 0, 4, 0, 1>, + Conv::template process_tile<0, 0, 0, 4, 0, 2>, + Conv::template process_tile<0, 0, 0, 4, 0, 3>, + }, // Output pad bottom = 0 + { // Output pad bottom = 1 + Conv::template process_tile<0, 0, 0, 4, 1, 0>, + Conv::template process_tile<0, 0, 0, 4, 1, 1>, + Conv::template process_tile<0, 0, 0, 4, 1, 2>, + Conv::template process_tile<0, 0, 0, 4, 1, 3>, + }, // Output pad bottom = 1 + { // Output pad bottom = 2 + Conv::template process_tile<0, 0, 0, 4, 2, 0>, + Conv::template process_tile<0, 0, 0, 4, 2, 1>, + Conv::template process_tile<0, 0, 0, 4, 2, 2>, + Conv::template process_tile<0, 0, 0, 4, 2, 3>, + }, // Output pad bottom = 2 + { // Output pad bottom = 3 + Conv::template process_tile<0, 0, 0, 4, 3, 0>, + Conv::template process_tile<0, 0, 0, 4, 3, 1>, + Conv::template process_tile<0, 0, 0, 4, 3, 2>, + Conv::template process_tile<0, 0, 0, 4, 3, 3>, + }, // Output pad bottom = 3 + }, // Input pad right = 4 + { // Input pad right = 5 + { // Output pad bottom = 0 + Conv::template process_tile<0, 0, 0, 5, 0, 0>, + Conv::template process_tile<0, 0, 0, 5, 0, 1>, + Conv::template process_tile<0, 0, 0, 5, 0, 2>, + Conv::template process_tile<0, 0, 0, 5, 0, 3>, + }, // Output pad bottom = 0 + { // Output pad bottom = 1 + Conv::template process_tile<0, 0, 0, 5, 1, 0>, + Conv::template process_tile<0, 0, 0, 5, 1, 1>, + Conv::template process_tile<0, 0, 0, 5, 1, 2>, + Conv::template process_tile<0, 0, 0, 5, 1, 3>, + }, // Output pad bottom = 1 + { // Output pad bottom = 2 + Conv::template process_tile<0, 0, 0, 5, 2, 0>, + Conv::template process_tile<0, 0, 0, 5, 2, 1>, + Conv::template process_tile<0, 0, 0, 5, 2, 2>, + Conv::template process_tile<0, 0, 0, 5, 2, 3>, + }, // Output pad bottom = 2 + { // Output pad bottom = 3 + Conv::template process_tile<0, 0, 0, 5, 3, 0>, + Conv::template process_tile<0, 0, 0, 5, 3, 1>, + Conv::template process_tile<0, 0, 0, 5, 3, 2>, + Conv::template process_tile<0, 0, 0, 5, 3, 3>, + }, // Output pad bottom = 3 + }, // Input pad right = 5 + { // Input pad right = 6 + { // Output pad bottom = 0 + Conv::template process_tile<0, 0, 0, 6, 0, 0>, + Conv::template process_tile<0, 0, 0, 6, 0, 1>, + Conv::template process_tile<0, 0, 0, 6, 0, 2>, + Conv::template process_tile<0, 0, 0, 6, 0, 3>, + }, // Output pad bottom = 0 + { // Output pad bottom = 1 + Conv::template process_tile<0, 0, 0, 6, 1, 0>, + Conv::template process_tile<0, 0, 0, 6, 1, 1>, + Conv::template process_tile<0, 0, 0, 6, 1, 2>, + Conv::template process_tile<0, 0, 0, 6, 1, 3>, + }, // Output pad bottom = 1 + { // Output pad bottom = 2 + Conv::template process_tile<0, 0, 0, 6, 2, 0>, + Conv::template process_tile<0, 0, 0, 6, 2, 1>, + Conv::template process_tile<0, 0, 0, 6, 2, 2>, + Conv::template process_tile<0, 0, 0, 6, 2, 3>, + }, // Output pad bottom = 2 + { // Output pad bottom = 3 + Conv::template process_tile<0, 0, 0, 6, 3, 0>, + Conv::template process_tile<0, 0, 0, 6, 3, 1>, + Conv::template process_tile<0, 0, 0, 6, 3, 2>, + Conv::template process_tile<0, 0, 0, 6, 3, 3>, + }, // Output pad bottom = 3 + }, // Input pad right = 6 + }, // Input pad bottom = 0 + { // Input pad bottom = 1 + { // Input pad right = 0 + { // Output pad bottom = 0 + Conv::template process_tile<0, 0, 1, 0, 0, 0>, + Conv::template process_tile<0, 0, 1, 0, 0, 1>, + Conv::template process_tile<0, 0, 1, 0, 0, 2>, + Conv::template process_tile<0, 0, 1, 0, 0, 3>, + }, // Output pad bottom = 0 + { // Output pad bottom = 1 + Conv::template process_tile<0, 0, 1, 0, 1, 0>, + Conv::template process_tile<0, 0, 1, 0, 1, 1>, + Conv::template process_tile<0, 0, 1, 0, 1, 2>, + Conv::template process_tile<0, 0, 1, 0, 1, 3>, + }, // Output pad bottom = 1 + { // Output pad bottom = 2 + Conv::template process_tile<0, 0, 1, 0, 2, 0>, + Conv::template process_tile<0, 0, 1, 0, 2, 1>, + Conv::template process_tile<0, 0, 1, 0, 2, 2>, + Conv::template process_tile<0, 0, 1, 0, 2, 3>, + }, // Output pad bottom = 2 + { // Output pad bottom = 3 + Conv::template process_tile<0, 0, 1, 0, 3, 0>, + Conv::template process_tile<0, 0, 1, 0, 3, 1>, + Conv::template process_tile<0, 0, 1, 0, 3, 2>, + Conv::template process_tile<0, 0, 1, 0, 3, 3>, + }, // Output pad bottom = 3 + }, // Input pad right = 0 + { // Input pad right = 1 + { // Output pad bottom = 0 + Conv::template process_tile<0, 0, 1, 1, 0, 0>, + Conv::template process_tile<0, 0, 1, 1, 0, 1>, + Conv::template process_tile<0, 0, 1, 1, 0, 2>, + Conv::template process_tile<0, 0, 1, 1, 0, 3>, + }, // Output pad bottom = 0 + { // Output pad bottom = 1 + Conv::template process_tile<0, 0, 1, 1, 1, 0>, + Conv::template process_tile<0, 0, 1, 1, 1, 1>, + Conv::template process_tile<0, 0, 1, 1, 1, 2>, + Conv::template process_tile<0, 0, 1, 1, 1, 3>, + }, // Output pad bottom = 1 + { // Output pad bottom = 2 + Conv::template process_tile<0, 0, 1, 1, 2, 0>, + Conv::template process_tile<0, 0, 1, 1, 2, 1>, + Conv::template process_tile<0, 0, 1, 1, 2, 2>, + Conv::template process_tile<0, 0, 1, 1, 2, 3>, + }, // Output pad bottom = 2 + { // Output pad bottom = 3 + Conv::template process_tile<0, 0, 1, 1, 3, 0>, + Conv::template process_tile<0, 0, 1, 1, 3, 1>, + Conv::template process_tile<0, 0, 1, 1, 3, 2>, + Conv::template process_tile<0, 0, 1, 1, 3, 3>, + }, // Output pad bottom = 3 + }, // Input pad right = 1 + { // Input pad right = 2 + { // Output pad bottom = 0 + Conv::template process_tile<0, 0, 1, 2, 0, 0>, + Conv::template process_tile<0, 0, 1, 2, 0, 1>, + Conv::template process_tile<0, 0, 1, 2, 0, 2>, + Conv::template process_tile<0, 0, 1, 2, 0, 3>, + }, // Output pad bottom = 0 + { // Output pad bottom = 1 + Conv::template process_tile<0, 0, 1, 2, 1, 0>, + Conv::template process_tile<0, 0, 1, 2, 1, 1>, + Conv::template process_tile<0, 0, 1, 2, 1, 2>, + Conv::template process_tile<0, 0, 1, 2, 1, 3>, + }, // Output pad bottom = 1 + { // Output pad bottom = 2 + Conv::template process_tile<0, 0, 1, 2, 2, 0>, + Conv::template process_tile<0, 0, 1, 2, 2, 1>, + Conv::template process_tile<0, 0, 1, 2, 2, 2>, + Conv::template process_tile<0, 0, 1, 2, 2, 3>, + }, // Output pad bottom = 2 + { // Output pad bottom = 3 + Conv::template process_tile<0, 0, 1, 2, 3, 0>, + Conv::template process_tile<0, 0, 1, 2, 3, 1>, + Conv::template process_tile<0, 0, 1, 2, 3, 2>, + Conv::template process_tile<0, 0, 1, 2, 3, 3>, + }, // Output pad bottom = 3 + }, // Input pad right = 2 + { // Input pad right = 3 + { // Output pad bottom = 0 + Conv::template process_tile<0, 0, 1, 3, 0, 0>, + Conv::template process_tile<0, 0, 1, 3, 0, 1>, + Conv::template process_tile<0, 0, 1, 3, 0, 2>, + Conv::template process_tile<0, 0, 1, 3, 0, 3>, + }, // Output pad bottom = 0 + { // Output pad bottom = 1 + Conv::template process_tile<0, 0, 1, 3, 1, 0>, + Conv::template process_tile<0, 0, 1, 3, 1, 1>, + Conv::template process_tile<0, 0, 1, 3, 1, 2>, + Conv::template process_tile<0, 0, 1, 3, 1, 3>, + }, // Output pad bottom = 1 + { // Output pad bottom = 2 + Conv::template process_tile<0, 0, 1, 3, 2, 0>, + Conv::template process_tile<0, 0, 1, 3, 2, 1>, + Conv::template process_tile<0, 0, 1, 3, 2, 2>, + Conv::template process_tile<0, 0, 1, 3, 2, 3>, + }, // Output pad bottom = 2 + { // Output pad bottom = 3 + Conv::template process_tile<0, 0, 1, 3, 3, 0>, + Conv::template process_tile<0, 0, 1, 3, 3, 1>, + Conv::template process_tile<0, 0, 1, 3, 3, 2>, + Conv::template process_tile<0, 0, 1, 3, 3, 3>, + }, // Output pad bottom = 3 + }, // Input pad right = 3 + { // Input pad right = 4 + { // Output pad bottom = 0 + Conv::template process_tile<0, 0, 1, 4, 0, 0>, + Conv::template process_tile<0, 0, 1, 4, 0, 1>, + Conv::template process_tile<0, 0, 1, 4, 0, 2>, + Conv::template process_tile<0, 0, 1, 4, 0, 3>, + }, // Output pad bottom = 0 + { // Output pad bottom = 1 + Conv::template process_tile<0, 0, 1, 4, 1, 0>, + Conv::template process_tile<0, 0, 1, 4, 1, 1>, + Conv::template process_tile<0, 0, 1, 4, 1, 2>, + Conv::template process_tile<0, 0, 1, 4, 1, 3>, + }, // Output pad bottom = 1 + { // Output pad bottom = 2 + Conv::template process_tile<0, 0, 1, 4, 2, 0>, + Conv::template process_tile<0, 0, 1, 4, 2, 1>, + Conv::template process_tile<0, 0, 1, 4, 2, 2>, + Conv::template process_tile<0, 0, 1, 4, 2, 3>, + }, // Output pad bottom = 2 + { // Output pad bottom = 3 + Conv::template process_tile<0, 0, 1, 4, 3, 0>, + Conv::template process_tile<0, 0, 1, 4, 3, 1>, + Conv::template process_tile<0, 0, 1, 4, 3, 2>, + Conv::template process_tile<0, 0, 1, 4, 3, 3>, + }, // Output pad bottom = 3 + }, // Input pad right = 4 + { // Input pad right = 5 + { // Output pad bottom = 0 + Conv::template process_tile<0, 0, 1, 5, 0, 0>, + Conv::template process_tile<0, 0, 1, 5, 0, 1>, + Conv::template process_tile<0, 0, 1, 5, 0, 2>, + Conv::template process_tile<0, 0, 1, 5, 0, 3>, + }, // Output pad bottom = 0 + { // Output pad bottom = 1 + Conv::template process_tile<0, 0, 1, 5, 1, 0>, + Conv::template process_tile<0, 0, 1, 5, 1, 1>, + Conv::template process_tile<0, 0, 1, 5, 1, 2>, + Conv::template process_tile<0, 0, 1, 5, 1, 3>, + }, // Output pad bottom = 1 + { // Output pad bottom = 2 + Conv::template process_tile<0, 0, 1, 5, 2, 0>, + Conv::template process_tile<0, 0, 1, 5, 2, 1>, + Conv::template process_tile<0, 0, 1, 5, 2, 2>, + Conv::template process_tile<0, 0, 1, 5, 2, 3>, + }, // Output pad bottom = 2 + { // Output pad bottom = 3 + Conv::template process_tile<0, 0, 1, 5, 3, 0>, + Conv::template process_tile<0, 0, 1, 5, 3, 1>, + Conv::template process_tile<0, 0, 1, 5, 3, 2>, + Conv::template process_tile<0, 0, 1, 5, 3, 3>, + }, // Output pad bottom = 3 + }, // Input pad right = 5 + { // Input pad right = 6 + { // Output pad bottom = 0 + Conv::template process_tile<0, 0, 1, 6, 0, 0>, + Conv::template process_tile<0, 0, 1, 6, 0, 1>, + Conv::template process_tile<0, 0, 1, 6, 0, 2>, + Conv::template process_tile<0, 0, 1, 6, 0, 3>, + }, // Output pad bottom = 0 + { // Output pad bottom = 1 + Conv::template process_tile<0, 0, 1, 6, 1, 0>, + Conv::template process_tile<0, 0, 1, 6, 1, 1>, + Conv::template process_tile<0, 0, 1, 6, 1, 2>, + Conv::template process_tile<0, 0, 1, 6, 1, 3>, + }, // Output pad bottom = 1 + { // Output pad bottom = 2 + Conv::template process_tile<0, 0, 1, 6, 2, 0>, + Conv::template process_tile<0, 0, 1, 6, 2, 1>, + Conv::template process_tile<0, 0, 1, 6, 2, 2>, + Conv::template process_tile<0, 0, 1, 6, 2, 3>, + }, // Output pad bottom = 2 + { // Output pad bottom = 3 + Conv::template process_tile<0, 0, 1, 6, 3, 0>, + Conv::template process_tile<0, 0, 1, 6, 3, 1>, + Conv::template process_tile<0, 0, 1, 6, 3, 2>, + Conv::template process_tile<0, 0, 1, 6, 3, 3>, + }, // Output pad bottom = 3 + }, // Input pad right = 6 + }, // Input pad bottom = 1 + { // Input pad bottom = 2 + { // Input pad right = 0 + { // Output pad bottom = 0 + Conv::template process_tile<0, 0, 2, 0, 0, 0>, + Conv::template process_tile<0, 0, 2, 0, 0, 1>, + Conv::template process_tile<0, 0, 2, 0, 0, 2>, + Conv::template process_tile<0, 0, 2, 0, 0, 3>, + }, // Output pad bottom = 0 + { // Output pad bottom = 1 + Conv::template process_tile<0, 0, 2, 0, 1, 0>, + Conv::template process_tile<0, 0, 2, 0, 1, 1>, + Conv::template process_tile<0, 0, 2, 0, 1, 2>, + Conv::template process_tile<0, 0, 2, 0, 1, 3>, + }, // Output pad bottom = 1 + { // Output pad bottom = 2 + Conv::template process_tile<0, 0, 2, 0, 2, 0>, + Conv::template process_tile<0, 0, 2, 0, 2, 1>, + Conv::template process_tile<0, 0, 2, 0, 2, 2>, + Conv::template process_tile<0, 0, 2, 0, 2, 3>, + }, // Output pad bottom = 2 + { // Output pad bottom = 3 + Conv::template process_tile<0, 0, 2, 0, 3, 0>, + Conv::template process_tile<0, 0, 2, 0, 3, 1>, + Conv::template process_tile<0, 0, 2, 0, 3, 2>, + Conv::template process_tile<0, 0, 2, 0, 3, 3>, + }, // Output pad bottom = 3 + }, // Input pad right = 0 + { // Input pad right = 1 + { // Output pad bottom = 0 + Conv::template process_tile<0, 0, 2, 1, 0, 0>, + Conv::template process_tile<0, 0, 2, 1, 0, 1>, + Conv::template process_tile<0, 0, 2, 1, 0, 2>, + Conv::template process_tile<0, 0, 2, 1, 0, 3>, + }, // Output pad bottom = 0 + { // Output pad bottom = 1 + Conv::template process_tile<0, 0, 2, 1, 1, 0>, + Conv::template process_tile<0, 0, 2, 1, 1, 1>, + Conv::template process_tile<0, 0, 2, 1, 1, 2>, + Conv::template process_tile<0, 0, 2, 1, 1, 3>, + }, // Output pad bottom = 1 + { // Output pad bottom = 2 + Conv::template process_tile<0, 0, 2, 1, 2, 0>, + Conv::template process_tile<0, 0, 2, 1, 2, 1>, + Conv::template process_tile<0, 0, 2, 1, 2, 2>, + Conv::template process_tile<0, 0, 2, 1, 2, 3>, + }, // Output pad bottom = 2 + { // Output pad bottom = 3 + Conv::template process_tile<0, 0, 2, 1, 3, 0>, + Conv::template process_tile<0, 0, 2, 1, 3, 1>, + Conv::template process_tile<0, 0, 2, 1, 3, 2>, + Conv::template process_tile<0, 0, 2, 1, 3, 3>, + }, // Output pad bottom = 3 + }, // Input pad right = 1 + { // Input pad right = 2 + { // Output pad bottom = 0 + Conv::template process_tile<0, 0, 2, 2, 0, 0>, + Conv::template process_tile<0, 0, 2, 2, 0, 1>, + Conv::template process_tile<0, 0, 2, 2, 0, 2>, + Conv::template process_tile<0, 0, 2, 2, 0, 3>, + }, // Output pad bottom = 0 + { // Output pad bottom = 1 + Conv::template process_tile<0, 0, 2, 2, 1, 0>, + Conv::template process_tile<0, 0, 2, 2, 1, 1>, + Conv::template process_tile<0, 0, 2, 2, 1, 2>, + Conv::template process_tile<0, 0, 2, 2, 1, 3>, + }, // Output pad bottom = 1 + { // Output pad bottom = 2 + Conv::template process_tile<0, 0, 2, 2, 2, 0>, + Conv::template process_tile<0, 0, 2, 2, 2, 1>, + Conv::template process_tile<0, 0, 2, 2, 2, 2>, + Conv::template process_tile<0, 0, 2, 2, 2, 3>, + }, // Output pad bottom = 2 + { // Output pad bottom = 3 + Conv::template process_tile<0, 0, 2, 2, 3, 0>, + Conv::template process_tile<0, 0, 2, 2, 3, 1>, + Conv::template process_tile<0, 0, 2, 2, 3, 2>, + Conv::template process_tile<0, 0, 2, 2, 3, 3>, + }, // Output pad bottom = 3 + }, // Input pad right = 2 + { // Input pad right = 3 + { // Output pad bottom = 0 + Conv::template process_tile<0, 0, 2, 3, 0, 0>, + Conv::template process_tile<0, 0, 2, 3, 0, 1>, + Conv::template process_tile<0, 0, 2, 3, 0, 2>, + Conv::template process_tile<0, 0, 2, 3, 0, 3>, + }, // Output pad bottom = 0 + { // Output pad bottom = 1 + Conv::template process_tile<0, 0, 2, 3, 1, 0>, + Conv::template process_tile<0, 0, 2, 3, 1, 1>, + Conv::template process_tile<0, 0, 2, 3, 1, 2>, + Conv::template process_tile<0, 0, 2, 3, 1, 3>, + }, // Output pad bottom = 1 + { // Output pad bottom = 2 + Conv::template process_tile<0, 0, 2, 3, 2, 0>, + Conv::template process_tile<0, 0, 2, 3, 2, 1>, + Conv::template process_tile<0, 0, 2, 3, 2, 2>, + Conv::template process_tile<0, 0, 2, 3, 2, 3>, + }, // Output pad bottom = 2 + { // Output pad bottom = 3 + Conv::template process_tile<0, 0, 2, 3, 3, 0>, + Conv::template process_tile<0, 0, 2, 3, 3, 1>, + Conv::template process_tile<0, 0, 2, 3, 3, 2>, + Conv::template process_tile<0, 0, 2, 3, 3, 3>, + }, // Output pad bottom = 3 + }, // Input pad right = 3 + { // Input pad right = 4 + { // Output pad bottom = 0 + Conv::template process_tile<0, 0, 2, 4, 0, 0>, + Conv::template process_tile<0, 0, 2, 4, 0, 1>, + Conv::template process_tile<0, 0, 2, 4, 0, 2>, + Conv::template process_tile<0, 0, 2, 4, 0, 3>, + }, // Output pad bottom = 0 + { // Output pad bottom = 1 + Conv::template process_tile<0, 0, 2, 4, 1, 0>, + Conv::template process_tile<0, 0, 2, 4, 1, 1>, + Conv::template process_tile<0, 0, 2, 4, 1, 2>, + Conv::template process_tile<0, 0, 2, 4, 1, 3>, + }, // Output pad bottom = 1 + { // Output pad bottom = 2 + Conv::template process_tile<0, 0, 2, 4, 2, 0>, + Conv::template process_tile<0, 0, 2, 4, 2, 1>, + Conv::template process_tile<0, 0, 2, 4, 2, 2>, + Conv::template process_tile<0, 0, 2, 4, 2, 3>, + }, // Output pad bottom = 2 + { // Output pad bottom = 3 + Conv::template process_tile<0, 0, 2, 4, 3, 0>, + Conv::template process_tile<0, 0, 2, 4, 3, 1>, + Conv::template process_tile<0, 0, 2, 4, 3, 2>, + Conv::template process_tile<0, 0, 2, 4, 3, 3>, + }, // Output pad bottom = 3 + }, // Input pad right = 4 + { // Input pad right = 5 + { // Output pad bottom = 0 + Conv::template process_tile<0, 0, 2, 5, 0, 0>, + Conv::template process_tile<0, 0, 2, 5, 0, 1>, + Conv::template process_tile<0, 0, 2, 5, 0, 2>, + Conv::template process_tile<0, 0, 2, 5, 0, 3>, + }, // Output pad bottom = 0 + { // Output pad bottom = 1 + Conv::template process_tile<0, 0, 2, 5, 1, 0>, + Conv::template process_tile<0, 0, 2, 5, 1, 1>, + Conv::template process_tile<0, 0, 2, 5, 1, 2>, + Conv::template process_tile<0, 0, 2, 5, 1, 3>, + }, // Output pad bottom = 1 + { // Output pad bottom = 2 + Conv::template process_tile<0, 0, 2, 5, 2, 0>, + Conv::template process_tile<0, 0, 2, 5, 2, 1>, + Conv::template process_tile<0, 0, 2, 5, 2, 2>, + Conv::template process_tile<0, 0, 2, 5, 2, 3>, + }, // Output pad bottom = 2 + { // Output pad bottom = 3 + Conv::template process_tile<0, 0, 2, 5, 3, 0>, + Conv::template process_tile<0, 0, 2, 5, 3, 1>, + Conv::template process_tile<0, 0, 2, 5, 3, 2>, + Conv::template process_tile<0, 0, 2, 5, 3, 3>, + }, // Output pad bottom = 3 + }, // Input pad right = 5 + { // Input pad right = 6 + { // Output pad bottom = 0 + Conv::template process_tile<0, 0, 2, 6, 0, 0>, + Conv::template process_tile<0, 0, 2, 6, 0, 1>, + Conv::template process_tile<0, 0, 2, 6, 0, 2>, + Conv::template process_tile<0, 0, 2, 6, 0, 3>, + }, // Output pad bottom = 0 + { // Output pad bottom = 1 + Conv::template process_tile<0, 0, 2, 6, 1, 0>, + Conv::template process_tile<0, 0, 2, 6, 1, 1>, + Conv::template process_tile<0, 0, 2, 6, 1, 2>, + Conv::template process_tile<0, 0, 2, 6, 1, 3>, + }, // Output pad bottom = 1 + { // Output pad bottom = 2 + Conv::template process_tile<0, 0, 2, 6, 2, 0>, + Conv::template process_tile<0, 0, 2, 6, 2, 1>, + Conv::template process_tile<0, 0, 2, 6, 2, 2>, + Conv::template process_tile<0, 0, 2, 6, 2, 3>, + }, // Output pad bottom = 2 + { // Output pad bottom = 3 + Conv::template process_tile<0, 0, 2, 6, 3, 0>, + Conv::template process_tile<0, 0, 2, 6, 3, 1>, + Conv::template process_tile<0, 0, 2, 6, 3, 2>, + Conv::template process_tile<0, 0, 2, 6, 3, 3>, + }, // Output pad bottom = 3 + }, // Input pad right = 6 + }, // Input pad bottom = 2 + { // Input pad bottom = 3 + { // Input pad right = 0 + { // Output pad bottom = 0 + Conv::template process_tile<0, 0, 3, 0, 0, 0>, + Conv::template process_tile<0, 0, 3, 0, 0, 1>, + Conv::template process_tile<0, 0, 3, 0, 0, 2>, + Conv::template process_tile<0, 0, 3, 0, 0, 3>, + }, // Output pad bottom = 0 + { // Output pad bottom = 1 + Conv::template process_tile<0, 0, 3, 0, 1, 0>, + Conv::template process_tile<0, 0, 3, 0, 1, 1>, + Conv::template process_tile<0, 0, 3, 0, 1, 2>, + Conv::template process_tile<0, 0, 3, 0, 1, 3>, + }, // Output pad bottom = 1 + { // Output pad bottom = 2 + Conv::template process_tile<0, 0, 3, 0, 2, 0>, + Conv::template process_tile<0, 0, 3, 0, 2, 1>, + Conv::template process_tile<0, 0, 3, 0, 2, 2>, + Conv::template process_tile<0, 0, 3, 0, 2, 3>, + }, // Output pad bottom = 2 + { // Output pad bottom = 3 + Conv::template process_tile<0, 0, 3, 0, 3, 0>, + Conv::template process_tile<0, 0, 3, 0, 3, 1>, + Conv::template process_tile<0, 0, 3, 0, 3, 2>, + Conv::template process_tile<0, 0, 3, 0, 3, 3>, + }, // Output pad bottom = 3 + }, // Input pad right = 0 + { // Input pad right = 1 + { // Output pad bottom = 0 + Conv::template process_tile<0, 0, 3, 1, 0, 0>, + Conv::template process_tile<0, 0, 3, 1, 0, 1>, + Conv::template process_tile<0, 0, 3, 1, 0, 2>, + Conv::template process_tile<0, 0, 3, 1, 0, 3>, + }, // Output pad bottom = 0 + { // Output pad bottom = 1 + Conv::template process_tile<0, 0, 3, 1, 1, 0>, + Conv::template process_tile<0, 0, 3, 1, 1, 1>, + Conv::template process_tile<0, 0, 3, 1, 1, 2>, + Conv::template process_tile<0, 0, 3, 1, 1, 3>, + }, // Output pad bottom = 1 + { // Output pad bottom = 2 + Conv::template process_tile<0, 0, 3, 1, 2, 0>, + Conv::template process_tile<0, 0, 3, 1, 2, 1>, + Conv::template process_tile<0, 0, 3, 1, 2, 2>, + Conv::template process_tile<0, 0, 3, 1, 2, 3>, + }, // Output pad bottom = 2 + { // Output pad bottom = 3 + Conv::template process_tile<0, 0, 3, 1, 3, 0>, + Conv::template process_tile<0, 0, 3, 1, 3, 1>, + Conv::template process_tile<0, 0, 3, 1, 3, 2>, + Conv::template process_tile<0, 0, 3, 1, 3, 3>, + }, // Output pad bottom = 3 + }, // Input pad right = 1 + { // Input pad right = 2 + { // Output pad bottom = 0 + Conv::template process_tile<0, 0, 3, 2, 0, 0>, + Conv::template process_tile<0, 0, 3, 2, 0, 1>, + Conv::template process_tile<0, 0, 3, 2, 0, 2>, + Conv::template process_tile<0, 0, 3, 2, 0, 3>, + }, // Output pad bottom = 0 + { // Output pad bottom = 1 + Conv::template process_tile<0, 0, 3, 2, 1, 0>, + Conv::template process_tile<0, 0, 3, 2, 1, 1>, + Conv::template process_tile<0, 0, 3, 2, 1, 2>, + Conv::template process_tile<0, 0, 3, 2, 1, 3>, + }, // Output pad bottom = 1 + { // Output pad bottom = 2 + Conv::template process_tile<0, 0, 3, 2, 2, 0>, + Conv::template process_tile<0, 0, 3, 2, 2, 1>, + Conv::template process_tile<0, 0, 3, 2, 2, 2>, + Conv::template process_tile<0, 0, 3, 2, 2, 3>, + }, // Output pad bottom = 2 + { // Output pad bottom = 3 + Conv::template process_tile<0, 0, 3, 2, 3, 0>, + Conv::template process_tile<0, 0, 3, 2, 3, 1>, + Conv::template process_tile<0, 0, 3, 2, 3, 2>, + Conv::template process_tile<0, 0, 3, 2, 3, 3>, + }, // Output pad bottom = 3 + }, // Input pad right = 2 + { // Input pad right = 3 + { // Output pad bottom = 0 + Conv::template process_tile<0, 0, 3, 3, 0, 0>, + Conv::template process_tile<0, 0, 3, 3, 0, 1>, + Conv::template process_tile<0, 0, 3, 3, 0, 2>, + Conv::template process_tile<0, 0, 3, 3, 0, 3>, + }, // Output pad bottom = 0 + { // Output pad bottom = 1 + Conv::template process_tile<0, 0, 3, 3, 1, 0>, + Conv::template process_tile<0, 0, 3, 3, 1, 1>, + Conv::template process_tile<0, 0, 3, 3, 1, 2>, + Conv::template process_tile<0, 0, 3, 3, 1, 3>, + }, // Output pad bottom = 1 + { // Output pad bottom = 2 + Conv::template process_tile<0, 0, 3, 3, 2, 0>, + Conv::template process_tile<0, 0, 3, 3, 2, 1>, + Conv::template process_tile<0, 0, 3, 3, 2, 2>, + Conv::template process_tile<0, 0, 3, 3, 2, 3>, + }, // Output pad bottom = 2 + { // Output pad bottom = 3 + Conv::template process_tile<0, 0, 3, 3, 3, 0>, + Conv::template process_tile<0, 0, 3, 3, 3, 1>, + Conv::template process_tile<0, 0, 3, 3, 3, 2>, + Conv::template process_tile<0, 0, 3, 3, 3, 3>, + }, // Output pad bottom = 3 + }, // Input pad right = 3 + { // Input pad right = 4 + { // Output pad bottom = 0 + Conv::template process_tile<0, 0, 3, 4, 0, 0>, + Conv::template process_tile<0, 0, 3, 4, 0, 1>, + Conv::template process_tile<0, 0, 3, 4, 0, 2>, + Conv::template process_tile<0, 0, 3, 4, 0, 3>, + }, // Output pad bottom = 0 + { // Output pad bottom = 1 + Conv::template process_tile<0, 0, 3, 4, 1, 0>, + Conv::template process_tile<0, 0, 3, 4, 1, 1>, + Conv::template process_tile<0, 0, 3, 4, 1, 2>, + Conv::template process_tile<0, 0, 3, 4, 1, 3>, + }, // Output pad bottom = 1 + { // Output pad bottom = 2 + Conv::template process_tile<0, 0, 3, 4, 2, 0>, + Conv::template process_tile<0, 0, 3, 4, 2, 1>, + Conv::template process_tile<0, 0, 3, 4, 2, 2>, + Conv::template process_tile<0, 0, 3, 4, 2, 3>, + }, // Output pad bottom = 2 + { // Output pad bottom = 3 + Conv::template process_tile<0, 0, 3, 4, 3, 0>, + Conv::template process_tile<0, 0, 3, 4, 3, 1>, + Conv::template process_tile<0, 0, 3, 4, 3, 2>, + Conv::template process_tile<0, 0, 3, 4, 3, 3>, + }, // Output pad bottom = 3 + }, // Input pad right = 4 + { // Input pad right = 5 + { // Output pad bottom = 0 + Conv::template process_tile<0, 0, 3, 5, 0, 0>, + Conv::template process_tile<0, 0, 3, 5, 0, 1>, + Conv::template process_tile<0, 0, 3, 5, 0, 2>, + Conv::template process_tile<0, 0, 3, 5, 0, 3>, + }, // Output pad bottom = 0 + { // Output pad bottom = 1 + Conv::template process_tile<0, 0, 3, 5, 1, 0>, + Conv::template process_tile<0, 0, 3, 5, 1, 1>, + Conv::template process_tile<0, 0, 3, 5, 1, 2>, + Conv::template process_tile<0, 0, 3, 5, 1, 3>, + }, // Output pad bottom = 1 + { // Output pad bottom = 2 + Conv::template process_tile<0, 0, 3, 5, 2, 0>, + Conv::template process_tile<0, 0, 3, 5, 2, 1>, + Conv::template process_tile<0, 0, 3, 5, 2, 2>, + Conv::template process_tile<0, 0, 3, 5, 2, 3>, + }, // Output pad bottom = 2 + { // Output pad bottom = 3 + Conv::template process_tile<0, 0, 3, 5, 3, 0>, + Conv::template process_tile<0, 0, 3, 5, 3, 1>, + Conv::template process_tile<0, 0, 3, 5, 3, 2>, + Conv::template process_tile<0, 0, 3, 5, 3, 3>, + }, // Output pad bottom = 3 + }, // Input pad right = 5 + { // Input pad right = 6 + { // Output pad bottom = 0 + Conv::template process_tile<0, 0, 3, 6, 0, 0>, + Conv::template process_tile<0, 0, 3, 6, 0, 1>, + Conv::template process_tile<0, 0, 3, 6, 0, 2>, + Conv::template process_tile<0, 0, 3, 6, 0, 3>, + }, // Output pad bottom = 0 + { // Output pad bottom = 1 + Conv::template process_tile<0, 0, 3, 6, 1, 0>, + Conv::template process_tile<0, 0, 3, 6, 1, 1>, + Conv::template process_tile<0, 0, 3, 6, 1, 2>, + Conv::template process_tile<0, 0, 3, 6, 1, 3>, + }, // Output pad bottom = 1 + { // Output pad bottom = 2 + Conv::template process_tile<0, 0, 3, 6, 2, 0>, + Conv::template process_tile<0, 0, 3, 6, 2, 1>, + Conv::template process_tile<0, 0, 3, 6, 2, 2>, + Conv::template process_tile<0, 0, 3, 6, 2, 3>, + }, // Output pad bottom = 2 + { // Output pad bottom = 3 + Conv::template process_tile<0, 0, 3, 6, 3, 0>, + Conv::template process_tile<0, 0, 3, 6, 3, 1>, + Conv::template process_tile<0, 0, 3, 6, 3, 2>, + Conv::template process_tile<0, 0, 3, 6, 3, 3>, + }, // Output pad bottom = 3 + }, // Input pad right = 6 + }, // Input pad bottom = 3 + { // Input pad bottom = 4 + { // Input pad right = 0 + { // Output pad bottom = 0 + Conv::template process_tile<0, 0, 4, 0, 0, 0>, + Conv::template process_tile<0, 0, 4, 0, 0, 1>, + Conv::template process_tile<0, 0, 4, 0, 0, 2>, + Conv::template process_tile<0, 0, 4, 0, 0, 3>, + }, // Output pad bottom = 0 + { // Output pad bottom = 1 + Conv::template process_tile<0, 0, 4, 0, 1, 0>, + Conv::template process_tile<0, 0, 4, 0, 1, 1>, + Conv::template process_tile<0, 0, 4, 0, 1, 2>, + Conv::template process_tile<0, 0, 4, 0, 1, 3>, + }, // Output pad bottom = 1 + { // Output pad bottom = 2 + Conv::template process_tile<0, 0, 4, 0, 2, 0>, + Conv::template process_tile<0, 0, 4, 0, 2, 1>, + Conv::template process_tile<0, 0, 4, 0, 2, 2>, + Conv::template process_tile<0, 0, 4, 0, 2, 3>, + }, // Output pad bottom = 2 + { // Output pad bottom = 3 + Conv::template process_tile<0, 0, 4, 0, 3, 0>, + Conv::template process_tile<0, 0, 4, 0, 3, 1>, + Conv::template process_tile<0, 0, 4, 0, 3, 2>, + Conv::template process_tile<0, 0, 4, 0, 3, 3>, + }, // Output pad bottom = 3 + }, // Input pad right = 0 + { // Input pad right = 1 + { // Output pad bottom = 0 + Conv::template process_tile<0, 0, 4, 1, 0, 0>, + Conv::template process_tile<0, 0, 4, 1, 0, 1>, + Conv::template process_tile<0, 0, 4, 1, 0, 2>, + Conv::template process_tile<0, 0, 4, 1, 0, 3>, + }, // Output pad bottom = 0 + { // Output pad bottom = 1 + Conv::template process_tile<0, 0, 4, 1, 1, 0>, + Conv::template process_tile<0, 0, 4, 1, 1, 1>, + Conv::template process_tile<0, 0, 4, 1, 1, 2>, + Conv::template process_tile<0, 0, 4, 1, 1, 3>, + }, // Output pad bottom = 1 + { // Output pad bottom = 2 + Conv::template process_tile<0, 0, 4, 1, 2, 0>, + Conv::template process_tile<0, 0, 4, 1, 2, 1>, + Conv::template process_tile<0, 0, 4, 1, 2, 2>, + Conv::template process_tile<0, 0, 4, 1, 2, 3>, + }, // Output pad bottom = 2 + { // Output pad bottom = 3 + Conv::template process_tile<0, 0, 4, 1, 3, 0>, + Conv::template process_tile<0, 0, 4, 1, 3, 1>, + Conv::template process_tile<0, 0, 4, 1, 3, 2>, + Conv::template process_tile<0, 0, 4, 1, 3, 3>, + }, // Output pad bottom = 3 + }, // Input pad right = 1 + { // Input pad right = 2 + { // Output pad bottom = 0 + Conv::template process_tile<0, 0, 4, 2, 0, 0>, + Conv::template process_tile<0, 0, 4, 2, 0, 1>, + Conv::template process_tile<0, 0, 4, 2, 0, 2>, + Conv::template process_tile<0, 0, 4, 2, 0, 3>, + }, // Output pad bottom = 0 + { // Output pad bottom = 1 + Conv::template process_tile<0, 0, 4, 2, 1, 0>, + Conv::template process_tile<0, 0, 4, 2, 1, 1>, + Conv::template process_tile<0, 0, 4, 2, 1, 2>, + Conv::template process_tile<0, 0, 4, 2, 1, 3>, + }, // Output pad bottom = 1 + { // Output pad bottom = 2 + Conv::template process_tile<0, 0, 4, 2, 2, 0>, + Conv::template process_tile<0, 0, 4, 2, 2, 1>, + Conv::template process_tile<0, 0, 4, 2, 2, 2>, + Conv::template process_tile<0, 0, 4, 2, 2, 3>, + }, // Output pad bottom = 2 + { // Output pad bottom = 3 + Conv::template process_tile<0, 0, 4, 2, 3, 0>, + Conv::template process_tile<0, 0, 4, 2, 3, 1>, + Conv::template process_tile<0, 0, 4, 2, 3, 2>, + Conv::template process_tile<0, 0, 4, 2, 3, 3>, + }, // Output pad bottom = 3 + }, // Input pad right = 2 + { // Input pad right = 3 + { // Output pad bottom = 0 + Conv::template process_tile<0, 0, 4, 3, 0, 0>, + Conv::template process_tile<0, 0, 4, 3, 0, 1>, + Conv::template process_tile<0, 0, 4, 3, 0, 2>, + Conv::template process_tile<0, 0, 4, 3, 0, 3>, + }, // Output pad bottom = 0 + { // Output pad bottom = 1 + Conv::template process_tile<0, 0, 4, 3, 1, 0>, + Conv::template process_tile<0, 0, 4, 3, 1, 1>, + Conv::template process_tile<0, 0, 4, 3, 1, 2>, + Conv::template process_tile<0, 0, 4, 3, 1, 3>, + }, // Output pad bottom = 1 + { // Output pad bottom = 2 + Conv::template process_tile<0, 0, 4, 3, 2, 0>, + Conv::template process_tile<0, 0, 4, 3, 2, 1>, + Conv::template process_tile<0, 0, 4, 3, 2, 2>, + Conv::template process_tile<0, 0, 4, 3, 2, 3>, + }, // Output pad bottom = 2 + { // Output pad bottom = 3 + Conv::template process_tile<0, 0, 4, 3, 3, 0>, + Conv::template process_tile<0, 0, 4, 3, 3, 1>, + Conv::template process_tile<0, 0, 4, 3, 3, 2>, + Conv::template process_tile<0, 0, 4, 3, 3, 3>, + }, // Output pad bottom = 3 + }, // Input pad right = 3 + { // Input pad right = 4 + { // Output pad bottom = 0 + Conv::template process_tile<0, 0, 4, 4, 0, 0>, + Conv::template process_tile<0, 0, 4, 4, 0, 1>, + Conv::template process_tile<0, 0, 4, 4, 0, 2>, + Conv::template process_tile<0, 0, 4, 4, 0, 3>, + }, // Output pad bottom = 0 + { // Output pad bottom = 1 + Conv::template process_tile<0, 0, 4, 4, 1, 0>, + Conv::template process_tile<0, 0, 4, 4, 1, 1>, + Conv::template process_tile<0, 0, 4, 4, 1, 2>, + Conv::template process_tile<0, 0, 4, 4, 1, 3>, + }, // Output pad bottom = 1 + { // Output pad bottom = 2 + Conv::template process_tile<0, 0, 4, 4, 2, 0>, + Conv::template process_tile<0, 0, 4, 4, 2, 1>, + Conv::template process_tile<0, 0, 4, 4, 2, 2>, + Conv::template process_tile<0, 0, 4, 4, 2, 3>, + }, // Output pad bottom = 2 + { // Output pad bottom = 3 + Conv::template process_tile<0, 0, 4, 4, 3, 0>, + Conv::template process_tile<0, 0, 4, 4, 3, 1>, + Conv::template process_tile<0, 0, 4, 4, 3, 2>, + Conv::template process_tile<0, 0, 4, 4, 3, 3>, + }, // Output pad bottom = 3 + }, // Input pad right = 4 + { // Input pad right = 5 + { // Output pad bottom = 0 + Conv::template process_tile<0, 0, 4, 5, 0, 0>, + Conv::template process_tile<0, 0, 4, 5, 0, 1>, + Conv::template process_tile<0, 0, 4, 5, 0, 2>, + Conv::template process_tile<0, 0, 4, 5, 0, 3>, + }, // Output pad bottom = 0 + { // Output pad bottom = 1 + Conv::template process_tile<0, 0, 4, 5, 1, 0>, + Conv::template process_tile<0, 0, 4, 5, 1, 1>, + Conv::template process_tile<0, 0, 4, 5, 1, 2>, + Conv::template process_tile<0, 0, 4, 5, 1, 3>, + }, // Output pad bottom = 1 + { // Output pad bottom = 2 + Conv::template process_tile<0, 0, 4, 5, 2, 0>, + Conv::template process_tile<0, 0, 4, 5, 2, 1>, + Conv::template process_tile<0, 0, 4, 5, 2, 2>, + Conv::template process_tile<0, 0, 4, 5, 2, 3>, + }, // Output pad bottom = 2 + { // Output pad bottom = 3 + Conv::template process_tile<0, 0, 4, 5, 3, 0>, + Conv::template process_tile<0, 0, 4, 5, 3, 1>, + Conv::template process_tile<0, 0, 4, 5, 3, 2>, + Conv::template process_tile<0, 0, 4, 5, 3, 3>, + }, // Output pad bottom = 3 + }, // Input pad right = 5 + { // Input pad right = 6 + { // Output pad bottom = 0 + Conv::template process_tile<0, 0, 4, 6, 0, 0>, + Conv::template process_tile<0, 0, 4, 6, 0, 1>, + Conv::template process_tile<0, 0, 4, 6, 0, 2>, + Conv::template process_tile<0, 0, 4, 6, 0, 3>, + }, // Output pad bottom = 0 + { // Output pad bottom = 1 + Conv::template process_tile<0, 0, 4, 6, 1, 0>, + Conv::template process_tile<0, 0, 4, 6, 1, 1>, + Conv::template process_tile<0, 0, 4, 6, 1, 2>, + Conv::template process_tile<0, 0, 4, 6, 1, 3>, + }, // Output pad bottom = 1 + { // Output pad bottom = 2 + Conv::template process_tile<0, 0, 4, 6, 2, 0>, + Conv::template process_tile<0, 0, 4, 6, 2, 1>, + Conv::template process_tile<0, 0, 4, 6, 2, 2>, + Conv::template process_tile<0, 0, 4, 6, 2, 3>, + }, // Output pad bottom = 2 + { // Output pad bottom = 3 + Conv::template process_tile<0, 0, 4, 6, 3, 0>, + Conv::template process_tile<0, 0, 4, 6, 3, 1>, + Conv::template process_tile<0, 0, 4, 6, 3, 2>, + Conv::template process_tile<0, 0, 4, 6, 3, 3>, + }, // Output pad bottom = 3 + }, // Input pad right = 6 + }, // Input pad bottom = 4 + { // Input pad bottom = 5 + { // Input pad right = 0 + { // Output pad bottom = 0 + Conv::template process_tile<0, 0, 5, 0, 0, 0>, + Conv::template process_tile<0, 0, 5, 0, 0, 1>, + Conv::template process_tile<0, 0, 5, 0, 0, 2>, + Conv::template process_tile<0, 0, 5, 0, 0, 3>, + }, // Output pad bottom = 0 + { // Output pad bottom = 1 + Conv::template process_tile<0, 0, 5, 0, 1, 0>, + Conv::template process_tile<0, 0, 5, 0, 1, 1>, + Conv::template process_tile<0, 0, 5, 0, 1, 2>, + Conv::template process_tile<0, 0, 5, 0, 1, 3>, + }, // Output pad bottom = 1 + { // Output pad bottom = 2 + Conv::template process_tile<0, 0, 5, 0, 2, 0>, + Conv::template process_tile<0, 0, 5, 0, 2, 1>, + Conv::template process_tile<0, 0, 5, 0, 2, 2>, + Conv::template process_tile<0, 0, 5, 0, 2, 3>, + }, // Output pad bottom = 2 + { // Output pad bottom = 3 + Conv::template process_tile<0, 0, 5, 0, 3, 0>, + Conv::template process_tile<0, 0, 5, 0, 3, 1>, + Conv::template process_tile<0, 0, 5, 0, 3, 2>, + Conv::template process_tile<0, 0, 5, 0, 3, 3>, + }, // Output pad bottom = 3 + }, // Input pad right = 0 + { // Input pad right = 1 + { // Output pad bottom = 0 + Conv::template process_tile<0, 0, 5, 1, 0, 0>, + Conv::template process_tile<0, 0, 5, 1, 0, 1>, + Conv::template process_tile<0, 0, 5, 1, 0, 2>, + Conv::template process_tile<0, 0, 5, 1, 0, 3>, + }, // Output pad bottom = 0 + { // Output pad bottom = 1 + Conv::template process_tile<0, 0, 5, 1, 1, 0>, + Conv::template process_tile<0, 0, 5, 1, 1, 1>, + Conv::template process_tile<0, 0, 5, 1, 1, 2>, + Conv::template process_tile<0, 0, 5, 1, 1, 3>, + }, // Output pad bottom = 1 + { // Output pad bottom = 2 + Conv::template process_tile<0, 0, 5, 1, 2, 0>, + Conv::template process_tile<0, 0, 5, 1, 2, 1>, + Conv::template process_tile<0, 0, 5, 1, 2, 2>, + Conv::template process_tile<0, 0, 5, 1, 2, 3>, + }, // Output pad bottom = 2 + { // Output pad bottom = 3 + Conv::template process_tile<0, 0, 5, 1, 3, 0>, + Conv::template process_tile<0, 0, 5, 1, 3, 1>, + Conv::template process_tile<0, 0, 5, 1, 3, 2>, + Conv::template process_tile<0, 0, 5, 1, 3, 3>, + }, // Output pad bottom = 3 + }, // Input pad right = 1 + { // Input pad right = 2 + { // Output pad bottom = 0 + Conv::template process_tile<0, 0, 5, 2, 0, 0>, + Conv::template process_tile<0, 0, 5, 2, 0, 1>, + Conv::template process_tile<0, 0, 5, 2, 0, 2>, + Conv::template process_tile<0, 0, 5, 2, 0, 3>, + }, // Output pad bottom = 0 + { // Output pad bottom = 1 + Conv::template process_tile<0, 0, 5, 2, 1, 0>, + Conv::template process_tile<0, 0, 5, 2, 1, 1>, + Conv::template process_tile<0, 0, 5, 2, 1, 2>, + Conv::template process_tile<0, 0, 5, 2, 1, 3>, + }, // Output pad bottom = 1 + { // Output pad bottom = 2 + Conv::template process_tile<0, 0, 5, 2, 2, 0>, + Conv::template process_tile<0, 0, 5, 2, 2, 1>, + Conv::template process_tile<0, 0, 5, 2, 2, 2>, + Conv::template process_tile<0, 0, 5, 2, 2, 3>, + }, // Output pad bottom = 2 + { // Output pad bottom = 3 + Conv::template process_tile<0, 0, 5, 2, 3, 0>, + Conv::template process_tile<0, 0, 5, 2, 3, 1>, + Conv::template process_tile<0, 0, 5, 2, 3, 2>, + Conv::template process_tile<0, 0, 5, 2, 3, 3>, + }, // Output pad bottom = 3 + }, // Input pad right = 2 + { // Input pad right = 3 + { // Output pad bottom = 0 + Conv::template process_tile<0, 0, 5, 3, 0, 0>, + Conv::template process_tile<0, 0, 5, 3, 0, 1>, + Conv::template process_tile<0, 0, 5, 3, 0, 2>, + Conv::template process_tile<0, 0, 5, 3, 0, 3>, + }, // Output pad bottom = 0 + { // Output pad bottom = 1 + Conv::template process_tile<0, 0, 5, 3, 1, 0>, + Conv::template process_tile<0, 0, 5, 3, 1, 1>, + Conv::template process_tile<0, 0, 5, 3, 1, 2>, + Conv::template process_tile<0, 0, 5, 3, 1, 3>, + }, // Output pad bottom = 1 + { // Output pad bottom = 2 + Conv::template process_tile<0, 0, 5, 3, 2, 0>, + Conv::template process_tile<0, 0, 5, 3, 2, 1>, + Conv::template process_tile<0, 0, 5, 3, 2, 2>, + Conv::template process_tile<0, 0, 5, 3, 2, 3>, + }, // Output pad bottom = 2 + { // Output pad bottom = 3 + Conv::template process_tile<0, 0, 5, 3, 3, 0>, + Conv::template process_tile<0, 0, 5, 3, 3, 1>, + Conv::template process_tile<0, 0, 5, 3, 3, 2>, + Conv::template process_tile<0, 0, 5, 3, 3, 3>, + }, // Output pad bottom = 3 + }, // Input pad right = 3 + { // Input pad right = 4 + { // Output pad bottom = 0 + Conv::template process_tile<0, 0, 5, 4, 0, 0>, + Conv::template process_tile<0, 0, 5, 4, 0, 1>, + Conv::template process_tile<0, 0, 5, 4, 0, 2>, + Conv::template process_tile<0, 0, 5, 4, 0, 3>, + }, // Output pad bottom = 0 + { // Output pad bottom = 1 + Conv::template process_tile<0, 0, 5, 4, 1, 0>, + Conv::template process_tile<0, 0, 5, 4, 1, 1>, + Conv::template process_tile<0, 0, 5, 4, 1, 2>, + Conv::template process_tile<0, 0, 5, 4, 1, 3>, + }, // Output pad bottom = 1 + { // Output pad bottom = 2 + Conv::template process_tile<0, 0, 5, 4, 2, 0>, + Conv::template process_tile<0, 0, 5, 4, 2, 1>, + Conv::template process_tile<0, 0, 5, 4, 2, 2>, + Conv::template process_tile<0, 0, 5, 4, 2, 3>, + }, // Output pad bottom = 2 + { // Output pad bottom = 3 + Conv::template process_tile<0, 0, 5, 4, 3, 0>, + Conv::template process_tile<0, 0, 5, 4, 3, 1>, + Conv::template process_tile<0, 0, 5, 4, 3, 2>, + Conv::template process_tile<0, 0, 5, 4, 3, 3>, + }, // Output pad bottom = 3 + }, // Input pad right = 4 + { // Input pad right = 5 + { // Output pad bottom = 0 + Conv::template process_tile<0, 0, 5, 5, 0, 0>, + Conv::template process_tile<0, 0, 5, 5, 0, 1>, + Conv::template process_tile<0, 0, 5, 5, 0, 2>, + Conv::template process_tile<0, 0, 5, 5, 0, 3>, + }, // Output pad bottom = 0 + { // Output pad bottom = 1 + Conv::template process_tile<0, 0, 5, 5, 1, 0>, + Conv::template process_tile<0, 0, 5, 5, 1, 1>, + Conv::template process_tile<0, 0, 5, 5, 1, 2>, + Conv::template process_tile<0, 0, 5, 5, 1, 3>, + }, // Output pad bottom = 1 + { // Output pad bottom = 2 + Conv::template process_tile<0, 0, 5, 5, 2, 0>, + Conv::template process_tile<0, 0, 5, 5, 2, 1>, + Conv::template process_tile<0, 0, 5, 5, 2, 2>, + Conv::template process_tile<0, 0, 5, 5, 2, 3>, + }, // Output pad bottom = 2 + { // Output pad bottom = 3 + Conv::template process_tile<0, 0, 5, 5, 3, 0>, + Conv::template process_tile<0, 0, 5, 5, 3, 1>, + Conv::template process_tile<0, 0, 5, 5, 3, 2>, + Conv::template process_tile<0, 0, 5, 5, 3, 3>, + }, // Output pad bottom = 3 + }, // Input pad right = 5 + { // Input pad right = 6 + { // Output pad bottom = 0 + Conv::template process_tile<0, 0, 5, 6, 0, 0>, + Conv::template process_tile<0, 0, 5, 6, 0, 1>, + Conv::template process_tile<0, 0, 5, 6, 0, 2>, + Conv::template process_tile<0, 0, 5, 6, 0, 3>, + }, // Output pad bottom = 0 + { // Output pad bottom = 1 + Conv::template process_tile<0, 0, 5, 6, 1, 0>, + Conv::template process_tile<0, 0, 5, 6, 1, 1>, + Conv::template process_tile<0, 0, 5, 6, 1, 2>, + Conv::template process_tile<0, 0, 5, 6, 1, 3>, + }, // Output pad bottom = 1 + { // Output pad bottom = 2 + Conv::template process_tile<0, 0, 5, 6, 2, 0>, + Conv::template process_tile<0, 0, 5, 6, 2, 1>, + Conv::template process_tile<0, 0, 5, 6, 2, 2>, + Conv::template process_tile<0, 0, 5, 6, 2, 3>, + }, // Output pad bottom = 2 + { // Output pad bottom = 3 + Conv::template process_tile<0, 0, 5, 6, 3, 0>, + Conv::template process_tile<0, 0, 5, 6, 3, 1>, + Conv::template process_tile<0, 0, 5, 6, 3, 2>, + Conv::template process_tile<0, 0, 5, 6, 3, 3>, + }, // Output pad bottom = 3 + }, // Input pad right = 6 + }, // Input pad bottom = 5 + { // Input pad bottom = 6 + { // Input pad right = 0 + { // Output pad bottom = 0 + Conv::template process_tile<0, 0, 6, 0, 0, 0>, + Conv::template process_tile<0, 0, 6, 0, 0, 1>, + Conv::template process_tile<0, 0, 6, 0, 0, 2>, + Conv::template process_tile<0, 0, 6, 0, 0, 3>, + }, // Output pad bottom = 0 + { // Output pad bottom = 1 + Conv::template process_tile<0, 0, 6, 0, 1, 0>, + Conv::template process_tile<0, 0, 6, 0, 1, 1>, + Conv::template process_tile<0, 0, 6, 0, 1, 2>, + Conv::template process_tile<0, 0, 6, 0, 1, 3>, + }, // Output pad bottom = 1 + { // Output pad bottom = 2 + Conv::template process_tile<0, 0, 6, 0, 2, 0>, + Conv::template process_tile<0, 0, 6, 0, 2, 1>, + Conv::template process_tile<0, 0, 6, 0, 2, 2>, + Conv::template process_tile<0, 0, 6, 0, 2, 3>, + }, // Output pad bottom = 2 + { // Output pad bottom = 3 + Conv::template process_tile<0, 0, 6, 0, 3, 0>, + Conv::template process_tile<0, 0, 6, 0, 3, 1>, + Conv::template process_tile<0, 0, 6, 0, 3, 2>, + Conv::template process_tile<0, 0, 6, 0, 3, 3>, + }, // Output pad bottom = 3 + }, // Input pad right = 0 + { // Input pad right = 1 + { // Output pad bottom = 0 + Conv::template process_tile<0, 0, 6, 1, 0, 0>, + Conv::template process_tile<0, 0, 6, 1, 0, 1>, + Conv::template process_tile<0, 0, 6, 1, 0, 2>, + Conv::template process_tile<0, 0, 6, 1, 0, 3>, + }, // Output pad bottom = 0 + { // Output pad bottom = 1 + Conv::template process_tile<0, 0, 6, 1, 1, 0>, + Conv::template process_tile<0, 0, 6, 1, 1, 1>, + Conv::template process_tile<0, 0, 6, 1, 1, 2>, + Conv::template process_tile<0, 0, 6, 1, 1, 3>, + }, // Output pad bottom = 1 + { // Output pad bottom = 2 + Conv::template process_tile<0, 0, 6, 1, 2, 0>, + Conv::template process_tile<0, 0, 6, 1, 2, 1>, + Conv::template process_tile<0, 0, 6, 1, 2, 2>, + Conv::template process_tile<0, 0, 6, 1, 2, 3>, + }, // Output pad bottom = 2 + { // Output pad bottom = 3 + Conv::template process_tile<0, 0, 6, 1, 3, 0>, + Conv::template process_tile<0, 0, 6, 1, 3, 1>, + Conv::template process_tile<0, 0, 6, 1, 3, 2>, + Conv::template process_tile<0, 0, 6, 1, 3, 3>, + }, // Output pad bottom = 3 + }, // Input pad right = 1 + { // Input pad right = 2 + { // Output pad bottom = 0 + Conv::template process_tile<0, 0, 6, 2, 0, 0>, + Conv::template process_tile<0, 0, 6, 2, 0, 1>, + Conv::template process_tile<0, 0, 6, 2, 0, 2>, + Conv::template process_tile<0, 0, 6, 2, 0, 3>, + }, // Output pad bottom = 0 + { // Output pad bottom = 1 + Conv::template process_tile<0, 0, 6, 2, 1, 0>, + Conv::template process_tile<0, 0, 6, 2, 1, 1>, + Conv::template process_tile<0, 0, 6, 2, 1, 2>, + Conv::template process_tile<0, 0, 6, 2, 1, 3>, + }, // Output pad bottom = 1 + { // Output pad bottom = 2 + Conv::template process_tile<0, 0, 6, 2, 2, 0>, + Conv::template process_tile<0, 0, 6, 2, 2, 1>, + Conv::template process_tile<0, 0, 6, 2, 2, 2>, + Conv::template process_tile<0, 0, 6, 2, 2, 3>, + }, // Output pad bottom = 2 + { // Output pad bottom = 3 + Conv::template process_tile<0, 0, 6, 2, 3, 0>, + Conv::template process_tile<0, 0, 6, 2, 3, 1>, + Conv::template process_tile<0, 0, 6, 2, 3, 2>, + Conv::template process_tile<0, 0, 6, 2, 3, 3>, + }, // Output pad bottom = 3 + }, // Input pad right = 2 + { // Input pad right = 3 + { // Output pad bottom = 0 + Conv::template process_tile<0, 0, 6, 3, 0, 0>, + Conv::template process_tile<0, 0, 6, 3, 0, 1>, + Conv::template process_tile<0, 0, 6, 3, 0, 2>, + Conv::template process_tile<0, 0, 6, 3, 0, 3>, + }, // Output pad bottom = 0 + { // Output pad bottom = 1 + Conv::template process_tile<0, 0, 6, 3, 1, 0>, + Conv::template process_tile<0, 0, 6, 3, 1, 1>, + Conv::template process_tile<0, 0, 6, 3, 1, 2>, + Conv::template process_tile<0, 0, 6, 3, 1, 3>, + }, // Output pad bottom = 1 + { // Output pad bottom = 2 + Conv::template process_tile<0, 0, 6, 3, 2, 0>, + Conv::template process_tile<0, 0, 6, 3, 2, 1>, + Conv::template process_tile<0, 0, 6, 3, 2, 2>, + Conv::template process_tile<0, 0, 6, 3, 2, 3>, + }, // Output pad bottom = 2 + { // Output pad bottom = 3 + Conv::template process_tile<0, 0, 6, 3, 3, 0>, + Conv::template process_tile<0, 0, 6, 3, 3, 1>, + Conv::template process_tile<0, 0, 6, 3, 3, 2>, + Conv::template process_tile<0, 0, 6, 3, 3, 3>, + }, // Output pad bottom = 3 + }, // Input pad right = 3 + { // Input pad right = 4 + { // Output pad bottom = 0 + Conv::template process_tile<0, 0, 6, 4, 0, 0>, + Conv::template process_tile<0, 0, 6, 4, 0, 1>, + Conv::template process_tile<0, 0, 6, 4, 0, 2>, + Conv::template process_tile<0, 0, 6, 4, 0, 3>, + }, // Output pad bottom = 0 + { // Output pad bottom = 1 + Conv::template process_tile<0, 0, 6, 4, 1, 0>, + Conv::template process_tile<0, 0, 6, 4, 1, 1>, + Conv::template process_tile<0, 0, 6, 4, 1, 2>, + Conv::template process_tile<0, 0, 6, 4, 1, 3>, + }, // Output pad bottom = 1 + { // Output pad bottom = 2 + Conv::template process_tile<0, 0, 6, 4, 2, 0>, + Conv::template process_tile<0, 0, 6, 4, 2, 1>, + Conv::template process_tile<0, 0, 6, 4, 2, 2>, + Conv::template process_tile<0, 0, 6, 4, 2, 3>, + }, // Output pad bottom = 2 + { // Output pad bottom = 3 + Conv::template process_tile<0, 0, 6, 4, 3, 0>, + Conv::template process_tile<0, 0, 6, 4, 3, 1>, + Conv::template process_tile<0, 0, 6, 4, 3, 2>, + Conv::template process_tile<0, 0, 6, 4, 3, 3>, + }, // Output pad bottom = 3 + }, // Input pad right = 4 + { // Input pad right = 5 + { // Output pad bottom = 0 + Conv::template process_tile<0, 0, 6, 5, 0, 0>, + Conv::template process_tile<0, 0, 6, 5, 0, 1>, + Conv::template process_tile<0, 0, 6, 5, 0, 2>, + Conv::template process_tile<0, 0, 6, 5, 0, 3>, + }, // Output pad bottom = 0 + { // Output pad bottom = 1 + Conv::template process_tile<0, 0, 6, 5, 1, 0>, + Conv::template process_tile<0, 0, 6, 5, 1, 1>, + Conv::template process_tile<0, 0, 6, 5, 1, 2>, + Conv::template process_tile<0, 0, 6, 5, 1, 3>, + }, // Output pad bottom = 1 + { // Output pad bottom = 2 + Conv::template process_tile<0, 0, 6, 5, 2, 0>, + Conv::template process_tile<0, 0, 6, 5, 2, 1>, + Conv::template process_tile<0, 0, 6, 5, 2, 2>, + Conv::template process_tile<0, 0, 6, 5, 2, 3>, + }, // Output pad bottom = 2 + { // Output pad bottom = 3 + Conv::template process_tile<0, 0, 6, 5, 3, 0>, + Conv::template process_tile<0, 0, 6, 5, 3, 1>, + Conv::template process_tile<0, 0, 6, 5, 3, 2>, + Conv::template process_tile<0, 0, 6, 5, 3, 3>, + }, // Output pad bottom = 3 + }, // Input pad right = 5 + { // Input pad right = 6 + { // Output pad bottom = 0 + Conv::template process_tile<0, 0, 6, 6, 0, 0>, + Conv::template process_tile<0, 0, 6, 6, 0, 1>, + Conv::template process_tile<0, 0, 6, 6, 0, 2>, + Conv::template process_tile<0, 0, 6, 6, 0, 3>, + }, // Output pad bottom = 0 + { // Output pad bottom = 1 + Conv::template process_tile<0, 0, 6, 6, 1, 0>, + Conv::template process_tile<0, 0, 6, 6, 1, 1>, + Conv::template process_tile<0, 0, 6, 6, 1, 2>, + Conv::template process_tile<0, 0, 6, 6, 1, 3>, + }, // Output pad bottom = 1 + { // Output pad bottom = 2 + Conv::template process_tile<0, 0, 6, 6, 2, 0>, + Conv::template process_tile<0, 0, 6, 6, 2, 1>, + Conv::template process_tile<0, 0, 6, 6, 2, 2>, + Conv::template process_tile<0, 0, 6, 6, 2, 3>, + }, // Output pad bottom = 2 + { // Output pad bottom = 3 + Conv::template process_tile<0, 0, 6, 6, 3, 0>, + Conv::template process_tile<0, 0, 6, 6, 3, 1>, + Conv::template process_tile<0, 0, 6, 6, 3, 2>, + Conv::template process_tile<0, 0, 6, 6, 3, 3>, + }, // Output pad bottom = 3 + }, // Input pad right = 6 + }, // Input pad bottom = 6 + }, // Input pad left = 0 + { // Input pad left = 1 + { // Input pad bottom = 0 + { // Input pad right = 0 + { // Output pad bottom = 0 + Conv::template process_tile<0, 1, 0, 0, 0, 0>, + Conv::template process_tile<0, 1, 0, 0, 0, 1>, + Conv::template process_tile<0, 1, 0, 0, 0, 2>, + Conv::template process_tile<0, 1, 0, 0, 0, 3>, + }, // Output pad bottom = 0 + { // Output pad bottom = 1 + Conv::template process_tile<0, 1, 0, 0, 1, 0>, + Conv::template process_tile<0, 1, 0, 0, 1, 1>, + Conv::template process_tile<0, 1, 0, 0, 1, 2>, + Conv::template process_tile<0, 1, 0, 0, 1, 3>, + }, // Output pad bottom = 1 + { // Output pad bottom = 2 + Conv::template process_tile<0, 1, 0, 0, 2, 0>, + Conv::template process_tile<0, 1, 0, 0, 2, 1>, + Conv::template process_tile<0, 1, 0, 0, 2, 2>, + Conv::template process_tile<0, 1, 0, 0, 2, 3>, + }, // Output pad bottom = 2 + { // Output pad bottom = 3 + Conv::template process_tile<0, 1, 0, 0, 3, 0>, + Conv::template process_tile<0, 1, 0, 0, 3, 1>, + Conv::template process_tile<0, 1, 0, 0, 3, 2>, + Conv::template process_tile<0, 1, 0, 0, 3, 3>, + }, // Output pad bottom = 3 + }, // Input pad right = 0 + { // Input pad right = 1 + { // Output pad bottom = 0 + Conv::template process_tile<0, 1, 0, 1, 0, 0>, + Conv::template process_tile<0, 1, 0, 1, 0, 1>, + Conv::template process_tile<0, 1, 0, 1, 0, 2>, + Conv::template process_tile<0, 1, 0, 1, 0, 3>, + }, // Output pad bottom = 0 + { // Output pad bottom = 1 + Conv::template process_tile<0, 1, 0, 1, 1, 0>, + Conv::template process_tile<0, 1, 0, 1, 1, 1>, + Conv::template process_tile<0, 1, 0, 1, 1, 2>, + Conv::template process_tile<0, 1, 0, 1, 1, 3>, + }, // Output pad bottom = 1 + { // Output pad bottom = 2 + Conv::template process_tile<0, 1, 0, 1, 2, 0>, + Conv::template process_tile<0, 1, 0, 1, 2, 1>, + Conv::template process_tile<0, 1, 0, 1, 2, 2>, + Conv::template process_tile<0, 1, 0, 1, 2, 3>, + }, // Output pad bottom = 2 + { // Output pad bottom = 3 + Conv::template process_tile<0, 1, 0, 1, 3, 0>, + Conv::template process_tile<0, 1, 0, 1, 3, 1>, + Conv::template process_tile<0, 1, 0, 1, 3, 2>, + Conv::template process_tile<0, 1, 0, 1, 3, 3>, + }, // Output pad bottom = 3 + }, // Input pad right = 1 + { // Input pad right = 2 + { // Output pad bottom = 0 + Conv::template process_tile<0, 1, 0, 2, 0, 0>, + Conv::template process_tile<0, 1, 0, 2, 0, 1>, + Conv::template process_tile<0, 1, 0, 2, 0, 2>, + Conv::template process_tile<0, 1, 0, 2, 0, 3>, + }, // Output pad bottom = 0 + { // Output pad bottom = 1 + Conv::template process_tile<0, 1, 0, 2, 1, 0>, + Conv::template process_tile<0, 1, 0, 2, 1, 1>, + Conv::template process_tile<0, 1, 0, 2, 1, 2>, + Conv::template process_tile<0, 1, 0, 2, 1, 3>, + }, // Output pad bottom = 1 + { // Output pad bottom = 2 + Conv::template process_tile<0, 1, 0, 2, 2, 0>, + Conv::template process_tile<0, 1, 0, 2, 2, 1>, + Conv::template process_tile<0, 1, 0, 2, 2, 2>, + Conv::template process_tile<0, 1, 0, 2, 2, 3>, + }, // Output pad bottom = 2 + { // Output pad bottom = 3 + Conv::template process_tile<0, 1, 0, 2, 3, 0>, + Conv::template process_tile<0, 1, 0, 2, 3, 1>, + Conv::template process_tile<0, 1, 0, 2, 3, 2>, + Conv::template process_tile<0, 1, 0, 2, 3, 3>, + }, // Output pad bottom = 3 + }, // Input pad right = 2 + { // Input pad right = 3 + { // Output pad bottom = 0 + Conv::template process_tile<0, 1, 0, 3, 0, 0>, + Conv::template process_tile<0, 1, 0, 3, 0, 1>, + Conv::template process_tile<0, 1, 0, 3, 0, 2>, + Conv::template process_tile<0, 1, 0, 3, 0, 3>, + }, // Output pad bottom = 0 + { // Output pad bottom = 1 + Conv::template process_tile<0, 1, 0, 3, 1, 0>, + Conv::template process_tile<0, 1, 0, 3, 1, 1>, + Conv::template process_tile<0, 1, 0, 3, 1, 2>, + Conv::template process_tile<0, 1, 0, 3, 1, 3>, + }, // Output pad bottom = 1 + { // Output pad bottom = 2 + Conv::template process_tile<0, 1, 0, 3, 2, 0>, + Conv::template process_tile<0, 1, 0, 3, 2, 1>, + Conv::template process_tile<0, 1, 0, 3, 2, 2>, + Conv::template process_tile<0, 1, 0, 3, 2, 3>, + }, // Output pad bottom = 2 + { // Output pad bottom = 3 + Conv::template process_tile<0, 1, 0, 3, 3, 0>, + Conv::template process_tile<0, 1, 0, 3, 3, 1>, + Conv::template process_tile<0, 1, 0, 3, 3, 2>, + Conv::template process_tile<0, 1, 0, 3, 3, 3>, + }, // Output pad bottom = 3 + }, // Input pad right = 3 + { // Input pad right = 4 + { // Output pad bottom = 0 + Conv::template process_tile<0, 1, 0, 4, 0, 0>, + Conv::template process_tile<0, 1, 0, 4, 0, 1>, + Conv::template process_tile<0, 1, 0, 4, 0, 2>, + Conv::template process_tile<0, 1, 0, 4, 0, 3>, + }, // Output pad bottom = 0 + { // Output pad bottom = 1 + Conv::template process_tile<0, 1, 0, 4, 1, 0>, + Conv::template process_tile<0, 1, 0, 4, 1, 1>, + Conv::template process_tile<0, 1, 0, 4, 1, 2>, + Conv::template process_tile<0, 1, 0, 4, 1, 3>, + }, // Output pad bottom = 1 + { // Output pad bottom = 2 + Conv::template process_tile<0, 1, 0, 4, 2, 0>, + Conv::template process_tile<0, 1, 0, 4, 2, 1>, + Conv::template process_tile<0, 1, 0, 4, 2, 2>, + Conv::template process_tile<0, 1, 0, 4, 2, 3>, + }, // Output pad bottom = 2 + { // Output pad bottom = 3 + Conv::template process_tile<0, 1, 0, 4, 3, 0>, + Conv::template process_tile<0, 1, 0, 4, 3, 1>, + Conv::template process_tile<0, 1, 0, 4, 3, 2>, + Conv::template process_tile<0, 1, 0, 4, 3, 3>, + }, // Output pad bottom = 3 + }, // Input pad right = 4 + { // Input pad right = 5 + { // Output pad bottom = 0 + Conv::template process_tile<0, 1, 0, 5, 0, 0>, + Conv::template process_tile<0, 1, 0, 5, 0, 1>, + Conv::template process_tile<0, 1, 0, 5, 0, 2>, + Conv::template process_tile<0, 1, 0, 5, 0, 3>, + }, // Output pad bottom = 0 + { // Output pad bottom = 1 + Conv::template process_tile<0, 1, 0, 5, 1, 0>, + Conv::template process_tile<0, 1, 0, 5, 1, 1>, + Conv::template process_tile<0, 1, 0, 5, 1, 2>, + Conv::template process_tile<0, 1, 0, 5, 1, 3>, + }, // Output pad bottom = 1 + { // Output pad bottom = 2 + Conv::template process_tile<0, 1, 0, 5, 2, 0>, + Conv::template process_tile<0, 1, 0, 5, 2, 1>, + Conv::template process_tile<0, 1, 0, 5, 2, 2>, + Conv::template process_tile<0, 1, 0, 5, 2, 3>, + }, // Output pad bottom = 2 + { // Output pad bottom = 3 + Conv::template process_tile<0, 1, 0, 5, 3, 0>, + Conv::template process_tile<0, 1, 0, 5, 3, 1>, + Conv::template process_tile<0, 1, 0, 5, 3, 2>, + Conv::template process_tile<0, 1, 0, 5, 3, 3>, + }, // Output pad bottom = 3 + }, // Input pad right = 5 + { // Input pad right = 6 + { // Output pad bottom = 0 + Conv::template process_tile<0, 1, 0, 6, 0, 0>, + Conv::template process_tile<0, 1, 0, 6, 0, 1>, + Conv::template process_tile<0, 1, 0, 6, 0, 2>, + Conv::template process_tile<0, 1, 0, 6, 0, 3>, + }, // Output pad bottom = 0 + { // Output pad bottom = 1 + Conv::template process_tile<0, 1, 0, 6, 1, 0>, + Conv::template process_tile<0, 1, 0, 6, 1, 1>, + Conv::template process_tile<0, 1, 0, 6, 1, 2>, + Conv::template process_tile<0, 1, 0, 6, 1, 3>, + }, // Output pad bottom = 1 + { // Output pad bottom = 2 + Conv::template process_tile<0, 1, 0, 6, 2, 0>, + Conv::template process_tile<0, 1, 0, 6, 2, 1>, + Conv::template process_tile<0, 1, 0, 6, 2, 2>, + Conv::template process_tile<0, 1, 0, 6, 2, 3>, + }, // Output pad bottom = 2 + { // Output pad bottom = 3 + Conv::template process_tile<0, 1, 0, 6, 3, 0>, + Conv::template process_tile<0, 1, 0, 6, 3, 1>, + Conv::template process_tile<0, 1, 0, 6, 3, 2>, + Conv::template process_tile<0, 1, 0, 6, 3, 3>, + }, // Output pad bottom = 3 + }, // Input pad right = 6 + }, // Input pad bottom = 0 + { // Input pad bottom = 1 + { // Input pad right = 0 + { // Output pad bottom = 0 + Conv::template process_tile<0, 1, 1, 0, 0, 0>, + Conv::template process_tile<0, 1, 1, 0, 0, 1>, + Conv::template process_tile<0, 1, 1, 0, 0, 2>, + Conv::template process_tile<0, 1, 1, 0, 0, 3>, + }, // Output pad bottom = 0 + { // Output pad bottom = 1 + Conv::template process_tile<0, 1, 1, 0, 1, 0>, + Conv::template process_tile<0, 1, 1, 0, 1, 1>, + Conv::template process_tile<0, 1, 1, 0, 1, 2>, + Conv::template process_tile<0, 1, 1, 0, 1, 3>, + }, // Output pad bottom = 1 + { // Output pad bottom = 2 + Conv::template process_tile<0, 1, 1, 0, 2, 0>, + Conv::template process_tile<0, 1, 1, 0, 2, 1>, + Conv::template process_tile<0, 1, 1, 0, 2, 2>, + Conv::template process_tile<0, 1, 1, 0, 2, 3>, + }, // Output pad bottom = 2 + { // Output pad bottom = 3 + Conv::template process_tile<0, 1, 1, 0, 3, 0>, + Conv::template process_tile<0, 1, 1, 0, 3, 1>, + Conv::template process_tile<0, 1, 1, 0, 3, 2>, + Conv::template process_tile<0, 1, 1, 0, 3, 3>, + }, // Output pad bottom = 3 + }, // Input pad right = 0 + { // Input pad right = 1 + { // Output pad bottom = 0 + Conv::template process_tile<0, 1, 1, 1, 0, 0>, + Conv::template process_tile<0, 1, 1, 1, 0, 1>, + Conv::template process_tile<0, 1, 1, 1, 0, 2>, + Conv::template process_tile<0, 1, 1, 1, 0, 3>, + }, // Output pad bottom = 0 + { // Output pad bottom = 1 + Conv::template process_tile<0, 1, 1, 1, 1, 0>, + Conv::template process_tile<0, 1, 1, 1, 1, 1>, + Conv::template process_tile<0, 1, 1, 1, 1, 2>, + Conv::template process_tile<0, 1, 1, 1, 1, 3>, + }, // Output pad bottom = 1 + { // Output pad bottom = 2 + Conv::template process_tile<0, 1, 1, 1, 2, 0>, + Conv::template process_tile<0, 1, 1, 1, 2, 1>, + Conv::template process_tile<0, 1, 1, 1, 2, 2>, + Conv::template process_tile<0, 1, 1, 1, 2, 3>, + }, // Output pad bottom = 2 + { // Output pad bottom = 3 + Conv::template process_tile<0, 1, 1, 1, 3, 0>, + Conv::template process_tile<0, 1, 1, 1, 3, 1>, + Conv::template process_tile<0, 1, 1, 1, 3, 2>, + Conv::template process_tile<0, 1, 1, 1, 3, 3>, + }, // Output pad bottom = 3 + }, // Input pad right = 1 + { // Input pad right = 2 + { // Output pad bottom = 0 + Conv::template process_tile<0, 1, 1, 2, 0, 0>, + Conv::template process_tile<0, 1, 1, 2, 0, 1>, + Conv::template process_tile<0, 1, 1, 2, 0, 2>, + Conv::template process_tile<0, 1, 1, 2, 0, 3>, + }, // Output pad bottom = 0 + { // Output pad bottom = 1 + Conv::template process_tile<0, 1, 1, 2, 1, 0>, + Conv::template process_tile<0, 1, 1, 2, 1, 1>, + Conv::template process_tile<0, 1, 1, 2, 1, 2>, + Conv::template process_tile<0, 1, 1, 2, 1, 3>, + }, // Output pad bottom = 1 + { // Output pad bottom = 2 + Conv::template process_tile<0, 1, 1, 2, 2, 0>, + Conv::template process_tile<0, 1, 1, 2, 2, 1>, + Conv::template process_tile<0, 1, 1, 2, 2, 2>, + Conv::template process_tile<0, 1, 1, 2, 2, 3>, + }, // Output pad bottom = 2 + { // Output pad bottom = 3 + Conv::template process_tile<0, 1, 1, 2, 3, 0>, + Conv::template process_tile<0, 1, 1, 2, 3, 1>, + Conv::template process_tile<0, 1, 1, 2, 3, 2>, + Conv::template process_tile<0, 1, 1, 2, 3, 3>, + }, // Output pad bottom = 3 + }, // Input pad right = 2 + { // Input pad right = 3 + { // Output pad bottom = 0 + Conv::template process_tile<0, 1, 1, 3, 0, 0>, + Conv::template process_tile<0, 1, 1, 3, 0, 1>, + Conv::template process_tile<0, 1, 1, 3, 0, 2>, + Conv::template process_tile<0, 1, 1, 3, 0, 3>, + }, // Output pad bottom = 0 + { // Output pad bottom = 1 + Conv::template process_tile<0, 1, 1, 3, 1, 0>, + Conv::template process_tile<0, 1, 1, 3, 1, 1>, + Conv::template process_tile<0, 1, 1, 3, 1, 2>, + Conv::template process_tile<0, 1, 1, 3, 1, 3>, + }, // Output pad bottom = 1 + { // Output pad bottom = 2 + Conv::template process_tile<0, 1, 1, 3, 2, 0>, + Conv::template process_tile<0, 1, 1, 3, 2, 1>, + Conv::template process_tile<0, 1, 1, 3, 2, 2>, + Conv::template process_tile<0, 1, 1, 3, 2, 3>, + }, // Output pad bottom = 2 + { // Output pad bottom = 3 + Conv::template process_tile<0, 1, 1, 3, 3, 0>, + Conv::template process_tile<0, 1, 1, 3, 3, 1>, + Conv::template process_tile<0, 1, 1, 3, 3, 2>, + Conv::template process_tile<0, 1, 1, 3, 3, 3>, + }, // Output pad bottom = 3 + }, // Input pad right = 3 + { // Input pad right = 4 + { // Output pad bottom = 0 + Conv::template process_tile<0, 1, 1, 4, 0, 0>, + Conv::template process_tile<0, 1, 1, 4, 0, 1>, + Conv::template process_tile<0, 1, 1, 4, 0, 2>, + Conv::template process_tile<0, 1, 1, 4, 0, 3>, + }, // Output pad bottom = 0 + { // Output pad bottom = 1 + Conv::template process_tile<0, 1, 1, 4, 1, 0>, + Conv::template process_tile<0, 1, 1, 4, 1, 1>, + Conv::template process_tile<0, 1, 1, 4, 1, 2>, + Conv::template process_tile<0, 1, 1, 4, 1, 3>, + }, // Output pad bottom = 1 + { // Output pad bottom = 2 + Conv::template process_tile<0, 1, 1, 4, 2, 0>, + Conv::template process_tile<0, 1, 1, 4, 2, 1>, + Conv::template process_tile<0, 1, 1, 4, 2, 2>, + Conv::template process_tile<0, 1, 1, 4, 2, 3>, + }, // Output pad bottom = 2 + { // Output pad bottom = 3 + Conv::template process_tile<0, 1, 1, 4, 3, 0>, + Conv::template process_tile<0, 1, 1, 4, 3, 1>, + Conv::template process_tile<0, 1, 1, 4, 3, 2>, + Conv::template process_tile<0, 1, 1, 4, 3, 3>, + }, // Output pad bottom = 3 + }, // Input pad right = 4 + { // Input pad right = 5 + { // Output pad bottom = 0 + Conv::template process_tile<0, 1, 1, 5, 0, 0>, + Conv::template process_tile<0, 1, 1, 5, 0, 1>, + Conv::template process_tile<0, 1, 1, 5, 0, 2>, + Conv::template process_tile<0, 1, 1, 5, 0, 3>, + }, // Output pad bottom = 0 + { // Output pad bottom = 1 + Conv::template process_tile<0, 1, 1, 5, 1, 0>, + Conv::template process_tile<0, 1, 1, 5, 1, 1>, + Conv::template process_tile<0, 1, 1, 5, 1, 2>, + Conv::template process_tile<0, 1, 1, 5, 1, 3>, + }, // Output pad bottom = 1 + { // Output pad bottom = 2 + Conv::template process_tile<0, 1, 1, 5, 2, 0>, + Conv::template process_tile<0, 1, 1, 5, 2, 1>, + Conv::template process_tile<0, 1, 1, 5, 2, 2>, + Conv::template process_tile<0, 1, 1, 5, 2, 3>, + }, // Output pad bottom = 2 + { // Output pad bottom = 3 + Conv::template process_tile<0, 1, 1, 5, 3, 0>, + Conv::template process_tile<0, 1, 1, 5, 3, 1>, + Conv::template process_tile<0, 1, 1, 5, 3, 2>, + Conv::template process_tile<0, 1, 1, 5, 3, 3>, + }, // Output pad bottom = 3 + }, // Input pad right = 5 + { // Input pad right = 6 + { // Output pad bottom = 0 + Conv::template process_tile<0, 1, 1, 6, 0, 0>, + Conv::template process_tile<0, 1, 1, 6, 0, 1>, + Conv::template process_tile<0, 1, 1, 6, 0, 2>, + Conv::template process_tile<0, 1, 1, 6, 0, 3>, + }, // Output pad bottom = 0 + { // Output pad bottom = 1 + Conv::template process_tile<0, 1, 1, 6, 1, 0>, + Conv::template process_tile<0, 1, 1, 6, 1, 1>, + Conv::template process_tile<0, 1, 1, 6, 1, 2>, + Conv::template process_tile<0, 1, 1, 6, 1, 3>, + }, // Output pad bottom = 1 + { // Output pad bottom = 2 + Conv::template process_tile<0, 1, 1, 6, 2, 0>, + Conv::template process_tile<0, 1, 1, 6, 2, 1>, + Conv::template process_tile<0, 1, 1, 6, 2, 2>, + Conv::template process_tile<0, 1, 1, 6, 2, 3>, + }, // Output pad bottom = 2 + { // Output pad bottom = 3 + Conv::template process_tile<0, 1, 1, 6, 3, 0>, + Conv::template process_tile<0, 1, 1, 6, 3, 1>, + Conv::template process_tile<0, 1, 1, 6, 3, 2>, + Conv::template process_tile<0, 1, 1, 6, 3, 3>, + }, // Output pad bottom = 3 + }, // Input pad right = 6 + }, // Input pad bottom = 1 + { // Input pad bottom = 2 + { // Input pad right = 0 + { // Output pad bottom = 0 + Conv::template process_tile<0, 1, 2, 0, 0, 0>, + Conv::template process_tile<0, 1, 2, 0, 0, 1>, + Conv::template process_tile<0, 1, 2, 0, 0, 2>, + Conv::template process_tile<0, 1, 2, 0, 0, 3>, + }, // Output pad bottom = 0 + { // Output pad bottom = 1 + Conv::template process_tile<0, 1, 2, 0, 1, 0>, + Conv::template process_tile<0, 1, 2, 0, 1, 1>, + Conv::template process_tile<0, 1, 2, 0, 1, 2>, + Conv::template process_tile<0, 1, 2, 0, 1, 3>, + }, // Output pad bottom = 1 + { // Output pad bottom = 2 + Conv::template process_tile<0, 1, 2, 0, 2, 0>, + Conv::template process_tile<0, 1, 2, 0, 2, 1>, + Conv::template process_tile<0, 1, 2, 0, 2, 2>, + Conv::template process_tile<0, 1, 2, 0, 2, 3>, + }, // Output pad bottom = 2 + { // Output pad bottom = 3 + Conv::template process_tile<0, 1, 2, 0, 3, 0>, + Conv::template process_tile<0, 1, 2, 0, 3, 1>, + Conv::template process_tile<0, 1, 2, 0, 3, 2>, + Conv::template process_tile<0, 1, 2, 0, 3, 3>, + }, // Output pad bottom = 3 + }, // Input pad right = 0 + { // Input pad right = 1 + { // Output pad bottom = 0 + Conv::template process_tile<0, 1, 2, 1, 0, 0>, + Conv::template process_tile<0, 1, 2, 1, 0, 1>, + Conv::template process_tile<0, 1, 2, 1, 0, 2>, + Conv::template process_tile<0, 1, 2, 1, 0, 3>, + }, // Output pad bottom = 0 + { // Output pad bottom = 1 + Conv::template process_tile<0, 1, 2, 1, 1, 0>, + Conv::template process_tile<0, 1, 2, 1, 1, 1>, + Conv::template process_tile<0, 1, 2, 1, 1, 2>, + Conv::template process_tile<0, 1, 2, 1, 1, 3>, + }, // Output pad bottom = 1 + { // Output pad bottom = 2 + Conv::template process_tile<0, 1, 2, 1, 2, 0>, + Conv::template process_tile<0, 1, 2, 1, 2, 1>, + Conv::template process_tile<0, 1, 2, 1, 2, 2>, + Conv::template process_tile<0, 1, 2, 1, 2, 3>, + }, // Output pad bottom = 2 + { // Output pad bottom = 3 + Conv::template process_tile<0, 1, 2, 1, 3, 0>, + Conv::template process_tile<0, 1, 2, 1, 3, 1>, + Conv::template process_tile<0, 1, 2, 1, 3, 2>, + Conv::template process_tile<0, 1, 2, 1, 3, 3>, + }, // Output pad bottom = 3 + }, // Input pad right = 1 + { // Input pad right = 2 + { // Output pad bottom = 0 + Conv::template process_tile<0, 1, 2, 2, 0, 0>, + Conv::template process_tile<0, 1, 2, 2, 0, 1>, + Conv::template process_tile<0, 1, 2, 2, 0, 2>, + Conv::template process_tile<0, 1, 2, 2, 0, 3>, + }, // Output pad bottom = 0 + { // Output pad bottom = 1 + Conv::template process_tile<0, 1, 2, 2, 1, 0>, + Conv::template process_tile<0, 1, 2, 2, 1, 1>, + Conv::template process_tile<0, 1, 2, 2, 1, 2>, + Conv::template process_tile<0, 1, 2, 2, 1, 3>, + }, // Output pad bottom = 1 + { // Output pad bottom = 2 + Conv::template process_tile<0, 1, 2, 2, 2, 0>, + Conv::template process_tile<0, 1, 2, 2, 2, 1>, + Conv::template process_tile<0, 1, 2, 2, 2, 2>, + Conv::template process_tile<0, 1, 2, 2, 2, 3>, + }, // Output pad bottom = 2 + { // Output pad bottom = 3 + Conv::template process_tile<0, 1, 2, 2, 3, 0>, + Conv::template process_tile<0, 1, 2, 2, 3, 1>, + Conv::template process_tile<0, 1, 2, 2, 3, 2>, + Conv::template process_tile<0, 1, 2, 2, 3, 3>, + }, // Output pad bottom = 3 + }, // Input pad right = 2 + { // Input pad right = 3 + { // Output pad bottom = 0 + Conv::template process_tile<0, 1, 2, 3, 0, 0>, + Conv::template process_tile<0, 1, 2, 3, 0, 1>, + Conv::template process_tile<0, 1, 2, 3, 0, 2>, + Conv::template process_tile<0, 1, 2, 3, 0, 3>, + }, // Output pad bottom = 0 + { // Output pad bottom = 1 + Conv::template process_tile<0, 1, 2, 3, 1, 0>, + Conv::template process_tile<0, 1, 2, 3, 1, 1>, + Conv::template process_tile<0, 1, 2, 3, 1, 2>, + Conv::template process_tile<0, 1, 2, 3, 1, 3>, + }, // Output pad bottom = 1 + { // Output pad bottom = 2 + Conv::template process_tile<0, 1, 2, 3, 2, 0>, + Conv::template process_tile<0, 1, 2, 3, 2, 1>, + Conv::template process_tile<0, 1, 2, 3, 2, 2>, + Conv::template process_tile<0, 1, 2, 3, 2, 3>, + }, // Output pad bottom = 2 + { // Output pad bottom = 3 + Conv::template process_tile<0, 1, 2, 3, 3, 0>, + Conv::template process_tile<0, 1, 2, 3, 3, 1>, + Conv::template process_tile<0, 1, 2, 3, 3, 2>, + Conv::template process_tile<0, 1, 2, 3, 3, 3>, + }, // Output pad bottom = 3 + }, // Input pad right = 3 + { // Input pad right = 4 + { // Output pad bottom = 0 + Conv::template process_tile<0, 1, 2, 4, 0, 0>, + Conv::template process_tile<0, 1, 2, 4, 0, 1>, + Conv::template process_tile<0, 1, 2, 4, 0, 2>, + Conv::template process_tile<0, 1, 2, 4, 0, 3>, + }, // Output pad bottom = 0 + { // Output pad bottom = 1 + Conv::template process_tile<0, 1, 2, 4, 1, 0>, + Conv::template process_tile<0, 1, 2, 4, 1, 1>, + Conv::template process_tile<0, 1, 2, 4, 1, 2>, + Conv::template process_tile<0, 1, 2, 4, 1, 3>, + }, // Output pad bottom = 1 + { // Output pad bottom = 2 + Conv::template process_tile<0, 1, 2, 4, 2, 0>, + Conv::template process_tile<0, 1, 2, 4, 2, 1>, + Conv::template process_tile<0, 1, 2, 4, 2, 2>, + Conv::template process_tile<0, 1, 2, 4, 2, 3>, + }, // Output pad bottom = 2 + { // Output pad bottom = 3 + Conv::template process_tile<0, 1, 2, 4, 3, 0>, + Conv::template process_tile<0, 1, 2, 4, 3, 1>, + Conv::template process_tile<0, 1, 2, 4, 3, 2>, + Conv::template process_tile<0, 1, 2, 4, 3, 3>, + }, // Output pad bottom = 3 + }, // Input pad right = 4 + { // Input pad right = 5 + { // Output pad bottom = 0 + Conv::template process_tile<0, 1, 2, 5, 0, 0>, + Conv::template process_tile<0, 1, 2, 5, 0, 1>, + Conv::template process_tile<0, 1, 2, 5, 0, 2>, + Conv::template process_tile<0, 1, 2, 5, 0, 3>, + }, // Output pad bottom = 0 + { // Output pad bottom = 1 + Conv::template process_tile<0, 1, 2, 5, 1, 0>, + Conv::template process_tile<0, 1, 2, 5, 1, 1>, + Conv::template process_tile<0, 1, 2, 5, 1, 2>, + Conv::template process_tile<0, 1, 2, 5, 1, 3>, + }, // Output pad bottom = 1 + { // Output pad bottom = 2 + Conv::template process_tile<0, 1, 2, 5, 2, 0>, + Conv::template process_tile<0, 1, 2, 5, 2, 1>, + Conv::template process_tile<0, 1, 2, 5, 2, 2>, + Conv::template process_tile<0, 1, 2, 5, 2, 3>, + }, // Output pad bottom = 2 + { // Output pad bottom = 3 + Conv::template process_tile<0, 1, 2, 5, 3, 0>, + Conv::template process_tile<0, 1, 2, 5, 3, 1>, + Conv::template process_tile<0, 1, 2, 5, 3, 2>, + Conv::template process_tile<0, 1, 2, 5, 3, 3>, + }, // Output pad bottom = 3 + }, // Input pad right = 5 + { // Input pad right = 6 + { // Output pad bottom = 0 + Conv::template process_tile<0, 1, 2, 6, 0, 0>, + Conv::template process_tile<0, 1, 2, 6, 0, 1>, + Conv::template process_tile<0, 1, 2, 6, 0, 2>, + Conv::template process_tile<0, 1, 2, 6, 0, 3>, + }, // Output pad bottom = 0 + { // Output pad bottom = 1 + Conv::template process_tile<0, 1, 2, 6, 1, 0>, + Conv::template process_tile<0, 1, 2, 6, 1, 1>, + Conv::template process_tile<0, 1, 2, 6, 1, 2>, + Conv::template process_tile<0, 1, 2, 6, 1, 3>, + }, // Output pad bottom = 1 + { // Output pad bottom = 2 + Conv::template process_tile<0, 1, 2, 6, 2, 0>, + Conv::template process_tile<0, 1, 2, 6, 2, 1>, + Conv::template process_tile<0, 1, 2, 6, 2, 2>, + Conv::template process_tile<0, 1, 2, 6, 2, 3>, + }, // Output pad bottom = 2 + { // Output pad bottom = 3 + Conv::template process_tile<0, 1, 2, 6, 3, 0>, + Conv::template process_tile<0, 1, 2, 6, 3, 1>, + Conv::template process_tile<0, 1, 2, 6, 3, 2>, + Conv::template process_tile<0, 1, 2, 6, 3, 3>, + }, // Output pad bottom = 3 + }, // Input pad right = 6 + }, // Input pad bottom = 2 + { // Input pad bottom = 3 + { // Input pad right = 0 + { // Output pad bottom = 0 + Conv::template process_tile<0, 1, 3, 0, 0, 0>, + Conv::template process_tile<0, 1, 3, 0, 0, 1>, + Conv::template process_tile<0, 1, 3, 0, 0, 2>, + Conv::template process_tile<0, 1, 3, 0, 0, 3>, + }, // Output pad bottom = 0 + { // Output pad bottom = 1 + Conv::template process_tile<0, 1, 3, 0, 1, 0>, + Conv::template process_tile<0, 1, 3, 0, 1, 1>, + Conv::template process_tile<0, 1, 3, 0, 1, 2>, + Conv::template process_tile<0, 1, 3, 0, 1, 3>, + }, // Output pad bottom = 1 + { // Output pad bottom = 2 + Conv::template process_tile<0, 1, 3, 0, 2, 0>, + Conv::template process_tile<0, 1, 3, 0, 2, 1>, + Conv::template process_tile<0, 1, 3, 0, 2, 2>, + Conv::template process_tile<0, 1, 3, 0, 2, 3>, + }, // Output pad bottom = 2 + { // Output pad bottom = 3 + Conv::template process_tile<0, 1, 3, 0, 3, 0>, + Conv::template process_tile<0, 1, 3, 0, 3, 1>, + Conv::template process_tile<0, 1, 3, 0, 3, 2>, + Conv::template process_tile<0, 1, 3, 0, 3, 3>, + }, // Output pad bottom = 3 + }, // Input pad right = 0 + { // Input pad right = 1 + { // Output pad bottom = 0 + Conv::template process_tile<0, 1, 3, 1, 0, 0>, + Conv::template process_tile<0, 1, 3, 1, 0, 1>, + Conv::template process_tile<0, 1, 3, 1, 0, 2>, + Conv::template process_tile<0, 1, 3, 1, 0, 3>, + }, // Output pad bottom = 0 + { // Output pad bottom = 1 + Conv::template process_tile<0, 1, 3, 1, 1, 0>, + Conv::template process_tile<0, 1, 3, 1, 1, 1>, + Conv::template process_tile<0, 1, 3, 1, 1, 2>, + Conv::template process_tile<0, 1, 3, 1, 1, 3>, + }, // Output pad bottom = 1 + { // Output pad bottom = 2 + Conv::template process_tile<0, 1, 3, 1, 2, 0>, + Conv::template process_tile<0, 1, 3, 1, 2, 1>, + Conv::template process_tile<0, 1, 3, 1, 2, 2>, + Conv::template process_tile<0, 1, 3, 1, 2, 3>, + }, // Output pad bottom = 2 + { // Output pad bottom = 3 + Conv::template process_tile<0, 1, 3, 1, 3, 0>, + Conv::template process_tile<0, 1, 3, 1, 3, 1>, + Conv::template process_tile<0, 1, 3, 1, 3, 2>, + Conv::template process_tile<0, 1, 3, 1, 3, 3>, + }, // Output pad bottom = 3 + }, // Input pad right = 1 + { // Input pad right = 2 + { // Output pad bottom = 0 + Conv::template process_tile<0, 1, 3, 2, 0, 0>, + Conv::template process_tile<0, 1, 3, 2, 0, 1>, + Conv::template process_tile<0, 1, 3, 2, 0, 2>, + Conv::template process_tile<0, 1, 3, 2, 0, 3>, + }, // Output pad bottom = 0 + { // Output pad bottom = 1 + Conv::template process_tile<0, 1, 3, 2, 1, 0>, + Conv::template process_tile<0, 1, 3, 2, 1, 1>, + Conv::template process_tile<0, 1, 3, 2, 1, 2>, + Conv::template process_tile<0, 1, 3, 2, 1, 3>, + }, // Output pad bottom = 1 + { // Output pad bottom = 2 + Conv::template process_tile<0, 1, 3, 2, 2, 0>, + Conv::template process_tile<0, 1, 3, 2, 2, 1>, + Conv::template process_tile<0, 1, 3, 2, 2, 2>, + Conv::template process_tile<0, 1, 3, 2, 2, 3>, + }, // Output pad bottom = 2 + { // Output pad bottom = 3 + Conv::template process_tile<0, 1, 3, 2, 3, 0>, + Conv::template process_tile<0, 1, 3, 2, 3, 1>, + Conv::template process_tile<0, 1, 3, 2, 3, 2>, + Conv::template process_tile<0, 1, 3, 2, 3, 3>, + }, // Output pad bottom = 3 + }, // Input pad right = 2 + { // Input pad right = 3 + { // Output pad bottom = 0 + Conv::template process_tile<0, 1, 3, 3, 0, 0>, + Conv::template process_tile<0, 1, 3, 3, 0, 1>, + Conv::template process_tile<0, 1, 3, 3, 0, 2>, + Conv::template process_tile<0, 1, 3, 3, 0, 3>, + }, // Output pad bottom = 0 + { // Output pad bottom = 1 + Conv::template process_tile<0, 1, 3, 3, 1, 0>, + Conv::template process_tile<0, 1, 3, 3, 1, 1>, + Conv::template process_tile<0, 1, 3, 3, 1, 2>, + Conv::template process_tile<0, 1, 3, 3, 1, 3>, + }, // Output pad bottom = 1 + { // Output pad bottom = 2 + Conv::template process_tile<0, 1, 3, 3, 2, 0>, + Conv::template process_tile<0, 1, 3, 3, 2, 1>, + Conv::template process_tile<0, 1, 3, 3, 2, 2>, + Conv::template process_tile<0, 1, 3, 3, 2, 3>, + }, // Output pad bottom = 2 + { // Output pad bottom = 3 + Conv::template process_tile<0, 1, 3, 3, 3, 0>, + Conv::template process_tile<0, 1, 3, 3, 3, 1>, + Conv::template process_tile<0, 1, 3, 3, 3, 2>, + Conv::template process_tile<0, 1, 3, 3, 3, 3>, + }, // Output pad bottom = 3 + }, // Input pad right = 3 + { // Input pad right = 4 + { // Output pad bottom = 0 + Conv::template process_tile<0, 1, 3, 4, 0, 0>, + Conv::template process_tile<0, 1, 3, 4, 0, 1>, + Conv::template process_tile<0, 1, 3, 4, 0, 2>, + Conv::template process_tile<0, 1, 3, 4, 0, 3>, + }, // Output pad bottom = 0 + { // Output pad bottom = 1 + Conv::template process_tile<0, 1, 3, 4, 1, 0>, + Conv::template process_tile<0, 1, 3, 4, 1, 1>, + Conv::template process_tile<0, 1, 3, 4, 1, 2>, + Conv::template process_tile<0, 1, 3, 4, 1, 3>, + }, // Output pad bottom = 1 + { // Output pad bottom = 2 + Conv::template process_tile<0, 1, 3, 4, 2, 0>, + Conv::template process_tile<0, 1, 3, 4, 2, 1>, + Conv::template process_tile<0, 1, 3, 4, 2, 2>, + Conv::template process_tile<0, 1, 3, 4, 2, 3>, + }, // Output pad bottom = 2 + { // Output pad bottom = 3 + Conv::template process_tile<0, 1, 3, 4, 3, 0>, + Conv::template process_tile<0, 1, 3, 4, 3, 1>, + Conv::template process_tile<0, 1, 3, 4, 3, 2>, + Conv::template process_tile<0, 1, 3, 4, 3, 3>, + }, // Output pad bottom = 3 + }, // Input pad right = 4 + { // Input pad right = 5 + { // Output pad bottom = 0 + Conv::template process_tile<0, 1, 3, 5, 0, 0>, + Conv::template process_tile<0, 1, 3, 5, 0, 1>, + Conv::template process_tile<0, 1, 3, 5, 0, 2>, + Conv::template process_tile<0, 1, 3, 5, 0, 3>, + }, // Output pad bottom = 0 + { // Output pad bottom = 1 + Conv::template process_tile<0, 1, 3, 5, 1, 0>, + Conv::template process_tile<0, 1, 3, 5, 1, 1>, + Conv::template process_tile<0, 1, 3, 5, 1, 2>, + Conv::template process_tile<0, 1, 3, 5, 1, 3>, + }, // Output pad bottom = 1 + { // Output pad bottom = 2 + Conv::template process_tile<0, 1, 3, 5, 2, 0>, + Conv::template process_tile<0, 1, 3, 5, 2, 1>, + Conv::template process_tile<0, 1, 3, 5, 2, 2>, + Conv::template process_tile<0, 1, 3, 5, 2, 3>, + }, // Output pad bottom = 2 + { // Output pad bottom = 3 + Conv::template process_tile<0, 1, 3, 5, 3, 0>, + Conv::template process_tile<0, 1, 3, 5, 3, 1>, + Conv::template process_tile<0, 1, 3, 5, 3, 2>, + Conv::template process_tile<0, 1, 3, 5, 3, 3>, + }, // Output pad bottom = 3 + }, // Input pad right = 5 + { // Input pad right = 6 + { // Output pad bottom = 0 + Conv::template process_tile<0, 1, 3, 6, 0, 0>, + Conv::template process_tile<0, 1, 3, 6, 0, 1>, + Conv::template process_tile<0, 1, 3, 6, 0, 2>, + Conv::template process_tile<0, 1, 3, 6, 0, 3>, + }, // Output pad bottom = 0 + { // Output pad bottom = 1 + Conv::template process_tile<0, 1, 3, 6, 1, 0>, + Conv::template process_tile<0, 1, 3, 6, 1, 1>, + Conv::template process_tile<0, 1, 3, 6, 1, 2>, + Conv::template process_tile<0, 1, 3, 6, 1, 3>, + }, // Output pad bottom = 1 + { // Output pad bottom = 2 + Conv::template process_tile<0, 1, 3, 6, 2, 0>, + Conv::template process_tile<0, 1, 3, 6, 2, 1>, + Conv::template process_tile<0, 1, 3, 6, 2, 2>, + Conv::template process_tile<0, 1, 3, 6, 2, 3>, + }, // Output pad bottom = 2 + { // Output pad bottom = 3 + Conv::template process_tile<0, 1, 3, 6, 3, 0>, + Conv::template process_tile<0, 1, 3, 6, 3, 1>, + Conv::template process_tile<0, 1, 3, 6, 3, 2>, + Conv::template process_tile<0, 1, 3, 6, 3, 3>, + }, // Output pad bottom = 3 + }, // Input pad right = 6 + }, // Input pad bottom = 3 + { // Input pad bottom = 4 + { // Input pad right = 0 + { // Output pad bottom = 0 + Conv::template process_tile<0, 1, 4, 0, 0, 0>, + Conv::template process_tile<0, 1, 4, 0, 0, 1>, + Conv::template process_tile<0, 1, 4, 0, 0, 2>, + Conv::template process_tile<0, 1, 4, 0, 0, 3>, + }, // Output pad bottom = 0 + { // Output pad bottom = 1 + Conv::template process_tile<0, 1, 4, 0, 1, 0>, + Conv::template process_tile<0, 1, 4, 0, 1, 1>, + Conv::template process_tile<0, 1, 4, 0, 1, 2>, + Conv::template process_tile<0, 1, 4, 0, 1, 3>, + }, // Output pad bottom = 1 + { // Output pad bottom = 2 + Conv::template process_tile<0, 1, 4, 0, 2, 0>, + Conv::template process_tile<0, 1, 4, 0, 2, 1>, + Conv::template process_tile<0, 1, 4, 0, 2, 2>, + Conv::template process_tile<0, 1, 4, 0, 2, 3>, + }, // Output pad bottom = 2 + { // Output pad bottom = 3 + Conv::template process_tile<0, 1, 4, 0, 3, 0>, + Conv::template process_tile<0, 1, 4, 0, 3, 1>, + Conv::template process_tile<0, 1, 4, 0, 3, 2>, + Conv::template process_tile<0, 1, 4, 0, 3, 3>, + }, // Output pad bottom = 3 + }, // Input pad right = 0 + { // Input pad right = 1 + { // Output pad bottom = 0 + Conv::template process_tile<0, 1, 4, 1, 0, 0>, + Conv::template process_tile<0, 1, 4, 1, 0, 1>, + Conv::template process_tile<0, 1, 4, 1, 0, 2>, + Conv::template process_tile<0, 1, 4, 1, 0, 3>, + }, // Output pad bottom = 0 + { // Output pad bottom = 1 + Conv::template process_tile<0, 1, 4, 1, 1, 0>, + Conv::template process_tile<0, 1, 4, 1, 1, 1>, + Conv::template process_tile<0, 1, 4, 1, 1, 2>, + Conv::template process_tile<0, 1, 4, 1, 1, 3>, + }, // Output pad bottom = 1 + { // Output pad bottom = 2 + Conv::template process_tile<0, 1, 4, 1, 2, 0>, + Conv::template process_tile<0, 1, 4, 1, 2, 1>, + Conv::template process_tile<0, 1, 4, 1, 2, 2>, + Conv::template process_tile<0, 1, 4, 1, 2, 3>, + }, // Output pad bottom = 2 + { // Output pad bottom = 3 + Conv::template process_tile<0, 1, 4, 1, 3, 0>, + Conv::template process_tile<0, 1, 4, 1, 3, 1>, + Conv::template process_tile<0, 1, 4, 1, 3, 2>, + Conv::template process_tile<0, 1, 4, 1, 3, 3>, + }, // Output pad bottom = 3 + }, // Input pad right = 1 + { // Input pad right = 2 + { // Output pad bottom = 0 + Conv::template process_tile<0, 1, 4, 2, 0, 0>, + Conv::template process_tile<0, 1, 4, 2, 0, 1>, + Conv::template process_tile<0, 1, 4, 2, 0, 2>, + Conv::template process_tile<0, 1, 4, 2, 0, 3>, + }, // Output pad bottom = 0 + { // Output pad bottom = 1 + Conv::template process_tile<0, 1, 4, 2, 1, 0>, + Conv::template process_tile<0, 1, 4, 2, 1, 1>, + Conv::template process_tile<0, 1, 4, 2, 1, 2>, + Conv::template process_tile<0, 1, 4, 2, 1, 3>, + }, // Output pad bottom = 1 + { // Output pad bottom = 2 + Conv::template process_tile<0, 1, 4, 2, 2, 0>, + Conv::template process_tile<0, 1, 4, 2, 2, 1>, + Conv::template process_tile<0, 1, 4, 2, 2, 2>, + Conv::template process_tile<0, 1, 4, 2, 2, 3>, + }, // Output pad bottom = 2 + { // Output pad bottom = 3 + Conv::template process_tile<0, 1, 4, 2, 3, 0>, + Conv::template process_tile<0, 1, 4, 2, 3, 1>, + Conv::template process_tile<0, 1, 4, 2, 3, 2>, + Conv::template process_tile<0, 1, 4, 2, 3, 3>, + }, // Output pad bottom = 3 + }, // Input pad right = 2 + { // Input pad right = 3 + { // Output pad bottom = 0 + Conv::template process_tile<0, 1, 4, 3, 0, 0>, + Conv::template process_tile<0, 1, 4, 3, 0, 1>, + Conv::template process_tile<0, 1, 4, 3, 0, 2>, + Conv::template process_tile<0, 1, 4, 3, 0, 3>, + }, // Output pad bottom = 0 + { // Output pad bottom = 1 + Conv::template process_tile<0, 1, 4, 3, 1, 0>, + Conv::template process_tile<0, 1, 4, 3, 1, 1>, + Conv::template process_tile<0, 1, 4, 3, 1, 2>, + Conv::template process_tile<0, 1, 4, 3, 1, 3>, + }, // Output pad bottom = 1 + { // Output pad bottom = 2 + Conv::template process_tile<0, 1, 4, 3, 2, 0>, + Conv::template process_tile<0, 1, 4, 3, 2, 1>, + Conv::template process_tile<0, 1, 4, 3, 2, 2>, + Conv::template process_tile<0, 1, 4, 3, 2, 3>, + }, // Output pad bottom = 2 + { // Output pad bottom = 3 + Conv::template process_tile<0, 1, 4, 3, 3, 0>, + Conv::template process_tile<0, 1, 4, 3, 3, 1>, + Conv::template process_tile<0, 1, 4, 3, 3, 2>, + Conv::template process_tile<0, 1, 4, 3, 3, 3>, + }, // Output pad bottom = 3 + }, // Input pad right = 3 + { // Input pad right = 4 + { // Output pad bottom = 0 + Conv::template process_tile<0, 1, 4, 4, 0, 0>, + Conv::template process_tile<0, 1, 4, 4, 0, 1>, + Conv::template process_tile<0, 1, 4, 4, 0, 2>, + Conv::template process_tile<0, 1, 4, 4, 0, 3>, + }, // Output pad bottom = 0 + { // Output pad bottom = 1 + Conv::template process_tile<0, 1, 4, 4, 1, 0>, + Conv::template process_tile<0, 1, 4, 4, 1, 1>, + Conv::template process_tile<0, 1, 4, 4, 1, 2>, + Conv::template process_tile<0, 1, 4, 4, 1, 3>, + }, // Output pad bottom = 1 + { // Output pad bottom = 2 + Conv::template process_tile<0, 1, 4, 4, 2, 0>, + Conv::template process_tile<0, 1, 4, 4, 2, 1>, + Conv::template process_tile<0, 1, 4, 4, 2, 2>, + Conv::template process_tile<0, 1, 4, 4, 2, 3>, + }, // Output pad bottom = 2 + { // Output pad bottom = 3 + Conv::template process_tile<0, 1, 4, 4, 3, 0>, + Conv::template process_tile<0, 1, 4, 4, 3, 1>, + Conv::template process_tile<0, 1, 4, 4, 3, 2>, + Conv::template process_tile<0, 1, 4, 4, 3, 3>, + }, // Output pad bottom = 3 + }, // Input pad right = 4 + { // Input pad right = 5 + { // Output pad bottom = 0 + Conv::template process_tile<0, 1, 4, 5, 0, 0>, + Conv::template process_tile<0, 1, 4, 5, 0, 1>, + Conv::template process_tile<0, 1, 4, 5, 0, 2>, + Conv::template process_tile<0, 1, 4, 5, 0, 3>, + }, // Output pad bottom = 0 + { // Output pad bottom = 1 + Conv::template process_tile<0, 1, 4, 5, 1, 0>, + Conv::template process_tile<0, 1, 4, 5, 1, 1>, + Conv::template process_tile<0, 1, 4, 5, 1, 2>, + Conv::template process_tile<0, 1, 4, 5, 1, 3>, + }, // Output pad bottom = 1 + { // Output pad bottom = 2 + Conv::template process_tile<0, 1, 4, 5, 2, 0>, + Conv::template process_tile<0, 1, 4, 5, 2, 1>, + Conv::template process_tile<0, 1, 4, 5, 2, 2>, + Conv::template process_tile<0, 1, 4, 5, 2, 3>, + }, // Output pad bottom = 2 + { // Output pad bottom = 3 + Conv::template process_tile<0, 1, 4, 5, 3, 0>, + Conv::template process_tile<0, 1, 4, 5, 3, 1>, + Conv::template process_tile<0, 1, 4, 5, 3, 2>, + Conv::template process_tile<0, 1, 4, 5, 3, 3>, + }, // Output pad bottom = 3 + }, // Input pad right = 5 + { // Input pad right = 6 + { // Output pad bottom = 0 + Conv::template process_tile<0, 1, 4, 6, 0, 0>, + Conv::template process_tile<0, 1, 4, 6, 0, 1>, + Conv::template process_tile<0, 1, 4, 6, 0, 2>, + Conv::template process_tile<0, 1, 4, 6, 0, 3>, + }, // Output pad bottom = 0 + { // Output pad bottom = 1 + Conv::template process_tile<0, 1, 4, 6, 1, 0>, + Conv::template process_tile<0, 1, 4, 6, 1, 1>, + Conv::template process_tile<0, 1, 4, 6, 1, 2>, + Conv::template process_tile<0, 1, 4, 6, 1, 3>, + }, // Output pad bottom = 1 + { // Output pad bottom = 2 + Conv::template process_tile<0, 1, 4, 6, 2, 0>, + Conv::template process_tile<0, 1, 4, 6, 2, 1>, + Conv::template process_tile<0, 1, 4, 6, 2, 2>, + Conv::template process_tile<0, 1, 4, 6, 2, 3>, + }, // Output pad bottom = 2 + { // Output pad bottom = 3 + Conv::template process_tile<0, 1, 4, 6, 3, 0>, + Conv::template process_tile<0, 1, 4, 6, 3, 1>, + Conv::template process_tile<0, 1, 4, 6, 3, 2>, + Conv::template process_tile<0, 1, 4, 6, 3, 3>, + }, // Output pad bottom = 3 + }, // Input pad right = 6 + }, // Input pad bottom = 4 + { // Input pad bottom = 5 + { // Input pad right = 0 + { // Output pad bottom = 0 + Conv::template process_tile<0, 1, 5, 0, 0, 0>, + Conv::template process_tile<0, 1, 5, 0, 0, 1>, + Conv::template process_tile<0, 1, 5, 0, 0, 2>, + Conv::template process_tile<0, 1, 5, 0, 0, 3>, + }, // Output pad bottom = 0 + { // Output pad bottom = 1 + Conv::template process_tile<0, 1, 5, 0, 1, 0>, + Conv::template process_tile<0, 1, 5, 0, 1, 1>, + Conv::template process_tile<0, 1, 5, 0, 1, 2>, + Conv::template process_tile<0, 1, 5, 0, 1, 3>, + }, // Output pad bottom = 1 + { // Output pad bottom = 2 + Conv::template process_tile<0, 1, 5, 0, 2, 0>, + Conv::template process_tile<0, 1, 5, 0, 2, 1>, + Conv::template process_tile<0, 1, 5, 0, 2, 2>, + Conv::template process_tile<0, 1, 5, 0, 2, 3>, + }, // Output pad bottom = 2 + { // Output pad bottom = 3 + Conv::template process_tile<0, 1, 5, 0, 3, 0>, + Conv::template process_tile<0, 1, 5, 0, 3, 1>, + Conv::template process_tile<0, 1, 5, 0, 3, 2>, + Conv::template process_tile<0, 1, 5, 0, 3, 3>, + }, // Output pad bottom = 3 + }, // Input pad right = 0 + { // Input pad right = 1 + { // Output pad bottom = 0 + Conv::template process_tile<0, 1, 5, 1, 0, 0>, + Conv::template process_tile<0, 1, 5, 1, 0, 1>, + Conv::template process_tile<0, 1, 5, 1, 0, 2>, + Conv::template process_tile<0, 1, 5, 1, 0, 3>, + }, // Output pad bottom = 0 + { // Output pad bottom = 1 + Conv::template process_tile<0, 1, 5, 1, 1, 0>, + Conv::template process_tile<0, 1, 5, 1, 1, 1>, + Conv::template process_tile<0, 1, 5, 1, 1, 2>, + Conv::template process_tile<0, 1, 5, 1, 1, 3>, + }, // Output pad bottom = 1 + { // Output pad bottom = 2 + Conv::template process_tile<0, 1, 5, 1, 2, 0>, + Conv::template process_tile<0, 1, 5, 1, 2, 1>, + Conv::template process_tile<0, 1, 5, 1, 2, 2>, + Conv::template process_tile<0, 1, 5, 1, 2, 3>, + }, // Output pad bottom = 2 + { // Output pad bottom = 3 + Conv::template process_tile<0, 1, 5, 1, 3, 0>, + Conv::template process_tile<0, 1, 5, 1, 3, 1>, + Conv::template process_tile<0, 1, 5, 1, 3, 2>, + Conv::template process_tile<0, 1, 5, 1, 3, 3>, + }, // Output pad bottom = 3 + }, // Input pad right = 1 + { // Input pad right = 2 + { // Output pad bottom = 0 + Conv::template process_tile<0, 1, 5, 2, 0, 0>, + Conv::template process_tile<0, 1, 5, 2, 0, 1>, + Conv::template process_tile<0, 1, 5, 2, 0, 2>, + Conv::template process_tile<0, 1, 5, 2, 0, 3>, + }, // Output pad bottom = 0 + { // Output pad bottom = 1 + Conv::template process_tile<0, 1, 5, 2, 1, 0>, + Conv::template process_tile<0, 1, 5, 2, 1, 1>, + Conv::template process_tile<0, 1, 5, 2, 1, 2>, + Conv::template process_tile<0, 1, 5, 2, 1, 3>, + }, // Output pad bottom = 1 + { // Output pad bottom = 2 + Conv::template process_tile<0, 1, 5, 2, 2, 0>, + Conv::template process_tile<0, 1, 5, 2, 2, 1>, + Conv::template process_tile<0, 1, 5, 2, 2, 2>, + Conv::template process_tile<0, 1, 5, 2, 2, 3>, + }, // Output pad bottom = 2 + { // Output pad bottom = 3 + Conv::template process_tile<0, 1, 5, 2, 3, 0>, + Conv::template process_tile<0, 1, 5, 2, 3, 1>, + Conv::template process_tile<0, 1, 5, 2, 3, 2>, + Conv::template process_tile<0, 1, 5, 2, 3, 3>, + }, // Output pad bottom = 3 + }, // Input pad right = 2 + { // Input pad right = 3 + { // Output pad bottom = 0 + Conv::template process_tile<0, 1, 5, 3, 0, 0>, + Conv::template process_tile<0, 1, 5, 3, 0, 1>, + Conv::template process_tile<0, 1, 5, 3, 0, 2>, + Conv::template process_tile<0, 1, 5, 3, 0, 3>, + }, // Output pad bottom = 0 + { // Output pad bottom = 1 + Conv::template process_tile<0, 1, 5, 3, 1, 0>, + Conv::template process_tile<0, 1, 5, 3, 1, 1>, + Conv::template process_tile<0, 1, 5, 3, 1, 2>, + Conv::template process_tile<0, 1, 5, 3, 1, 3>, + }, // Output pad bottom = 1 + { // Output pad bottom = 2 + Conv::template process_tile<0, 1, 5, 3, 2, 0>, + Conv::template process_tile<0, 1, 5, 3, 2, 1>, + Conv::template process_tile<0, 1, 5, 3, 2, 2>, + Conv::template process_tile<0, 1, 5, 3, 2, 3>, + }, // Output pad bottom = 2 + { // Output pad bottom = 3 + Conv::template process_tile<0, 1, 5, 3, 3, 0>, + Conv::template process_tile<0, 1, 5, 3, 3, 1>, + Conv::template process_tile<0, 1, 5, 3, 3, 2>, + Conv::template process_tile<0, 1, 5, 3, 3, 3>, + }, // Output pad bottom = 3 + }, // Input pad right = 3 + { // Input pad right = 4 + { // Output pad bottom = 0 + Conv::template process_tile<0, 1, 5, 4, 0, 0>, + Conv::template process_tile<0, 1, 5, 4, 0, 1>, + Conv::template process_tile<0, 1, 5, 4, 0, 2>, + Conv::template process_tile<0, 1, 5, 4, 0, 3>, + }, // Output pad bottom = 0 + { // Output pad bottom = 1 + Conv::template process_tile<0, 1, 5, 4, 1, 0>, + Conv::template process_tile<0, 1, 5, 4, 1, 1>, + Conv::template process_tile<0, 1, 5, 4, 1, 2>, + Conv::template process_tile<0, 1, 5, 4, 1, 3>, + }, // Output pad bottom = 1 + { // Output pad bottom = 2 + Conv::template process_tile<0, 1, 5, 4, 2, 0>, + Conv::template process_tile<0, 1, 5, 4, 2, 1>, + Conv::template process_tile<0, 1, 5, 4, 2, 2>, + Conv::template process_tile<0, 1, 5, 4, 2, 3>, + }, // Output pad bottom = 2 + { // Output pad bottom = 3 + Conv::template process_tile<0, 1, 5, 4, 3, 0>, + Conv::template process_tile<0, 1, 5, 4, 3, 1>, + Conv::template process_tile<0, 1, 5, 4, 3, 2>, + Conv::template process_tile<0, 1, 5, 4, 3, 3>, + }, // Output pad bottom = 3 + }, // Input pad right = 4 + { // Input pad right = 5 + { // Output pad bottom = 0 + Conv::template process_tile<0, 1, 5, 5, 0, 0>, + Conv::template process_tile<0, 1, 5, 5, 0, 1>, + Conv::template process_tile<0, 1, 5, 5, 0, 2>, + Conv::template process_tile<0, 1, 5, 5, 0, 3>, + }, // Output pad bottom = 0 + { // Output pad bottom = 1 + Conv::template process_tile<0, 1, 5, 5, 1, 0>, + Conv::template process_tile<0, 1, 5, 5, 1, 1>, + Conv::template process_tile<0, 1, 5, 5, 1, 2>, + Conv::template process_tile<0, 1, 5, 5, 1, 3>, + }, // Output pad bottom = 1 + { // Output pad bottom = 2 + Conv::template process_tile<0, 1, 5, 5, 2, 0>, + Conv::template process_tile<0, 1, 5, 5, 2, 1>, + Conv::template process_tile<0, 1, 5, 5, 2, 2>, + Conv::template process_tile<0, 1, 5, 5, 2, 3>, + }, // Output pad bottom = 2 + { // Output pad bottom = 3 + Conv::template process_tile<0, 1, 5, 5, 3, 0>, + Conv::template process_tile<0, 1, 5, 5, 3, 1>, + Conv::template process_tile<0, 1, 5, 5, 3, 2>, + Conv::template process_tile<0, 1, 5, 5, 3, 3>, + }, // Output pad bottom = 3 + }, // Input pad right = 5 + { // Input pad right = 6 + { // Output pad bottom = 0 + Conv::template process_tile<0, 1, 5, 6, 0, 0>, + Conv::template process_tile<0, 1, 5, 6, 0, 1>, + Conv::template process_tile<0, 1, 5, 6, 0, 2>, + Conv::template process_tile<0, 1, 5, 6, 0, 3>, + }, // Output pad bottom = 0 + { // Output pad bottom = 1 + Conv::template process_tile<0, 1, 5, 6, 1, 0>, + Conv::template process_tile<0, 1, 5, 6, 1, 1>, + Conv::template process_tile<0, 1, 5, 6, 1, 2>, + Conv::template process_tile<0, 1, 5, 6, 1, 3>, + }, // Output pad bottom = 1 + { // Output pad bottom = 2 + Conv::template process_tile<0, 1, 5, 6, 2, 0>, + Conv::template process_tile<0, 1, 5, 6, 2, 1>, + Conv::template process_tile<0, 1, 5, 6, 2, 2>, + Conv::template process_tile<0, 1, 5, 6, 2, 3>, + }, // Output pad bottom = 2 + { // Output pad bottom = 3 + Conv::template process_tile<0, 1, 5, 6, 3, 0>, + Conv::template process_tile<0, 1, 5, 6, 3, 1>, + Conv::template process_tile<0, 1, 5, 6, 3, 2>, + Conv::template process_tile<0, 1, 5, 6, 3, 3>, + }, // Output pad bottom = 3 + }, // Input pad right = 6 + }, // Input pad bottom = 5 + { // Input pad bottom = 6 + { // Input pad right = 0 + { // Output pad bottom = 0 + Conv::template process_tile<0, 1, 6, 0, 0, 0>, + Conv::template process_tile<0, 1, 6, 0, 0, 1>, + Conv::template process_tile<0, 1, 6, 0, 0, 2>, + Conv::template process_tile<0, 1, 6, 0, 0, 3>, + }, // Output pad bottom = 0 + { // Output pad bottom = 1 + Conv::template process_tile<0, 1, 6, 0, 1, 0>, + Conv::template process_tile<0, 1, 6, 0, 1, 1>, + Conv::template process_tile<0, 1, 6, 0, 1, 2>, + Conv::template process_tile<0, 1, 6, 0, 1, 3>, + }, // Output pad bottom = 1 + { // Output pad bottom = 2 + Conv::template process_tile<0, 1, 6, 0, 2, 0>, + Conv::template process_tile<0, 1, 6, 0, 2, 1>, + Conv::template process_tile<0, 1, 6, 0, 2, 2>, + Conv::template process_tile<0, 1, 6, 0, 2, 3>, + }, // Output pad bottom = 2 + { // Output pad bottom = 3 + Conv::template process_tile<0, 1, 6, 0, 3, 0>, + Conv::template process_tile<0, 1, 6, 0, 3, 1>, + Conv::template process_tile<0, 1, 6, 0, 3, 2>, + Conv::template process_tile<0, 1, 6, 0, 3, 3>, + }, // Output pad bottom = 3 + }, // Input pad right = 0 + { // Input pad right = 1 + { // Output pad bottom = 0 + Conv::template process_tile<0, 1, 6, 1, 0, 0>, + Conv::template process_tile<0, 1, 6, 1, 0, 1>, + Conv::template process_tile<0, 1, 6, 1, 0, 2>, + Conv::template process_tile<0, 1, 6, 1, 0, 3>, + }, // Output pad bottom = 0 + { // Output pad bottom = 1 + Conv::template process_tile<0, 1, 6, 1, 1, 0>, + Conv::template process_tile<0, 1, 6, 1, 1, 1>, + Conv::template process_tile<0, 1, 6, 1, 1, 2>, + Conv::template process_tile<0, 1, 6, 1, 1, 3>, + }, // Output pad bottom = 1 + { // Output pad bottom = 2 + Conv::template process_tile<0, 1, 6, 1, 2, 0>, + Conv::template process_tile<0, 1, 6, 1, 2, 1>, + Conv::template process_tile<0, 1, 6, 1, 2, 2>, + Conv::template process_tile<0, 1, 6, 1, 2, 3>, + }, // Output pad bottom = 2 + { // Output pad bottom = 3 + Conv::template process_tile<0, 1, 6, 1, 3, 0>, + Conv::template process_tile<0, 1, 6, 1, 3, 1>, + Conv::template process_tile<0, 1, 6, 1, 3, 2>, + Conv::template process_tile<0, 1, 6, 1, 3, 3>, + }, // Output pad bottom = 3 + }, // Input pad right = 1 + { // Input pad right = 2 + { // Output pad bottom = 0 + Conv::template process_tile<0, 1, 6, 2, 0, 0>, + Conv::template process_tile<0, 1, 6, 2, 0, 1>, + Conv::template process_tile<0, 1, 6, 2, 0, 2>, + Conv::template process_tile<0, 1, 6, 2, 0, 3>, + }, // Output pad bottom = 0 + { // Output pad bottom = 1 + Conv::template process_tile<0, 1, 6, 2, 1, 0>, + Conv::template process_tile<0, 1, 6, 2, 1, 1>, + Conv::template process_tile<0, 1, 6, 2, 1, 2>, + Conv::template process_tile<0, 1, 6, 2, 1, 3>, + }, // Output pad bottom = 1 + { // Output pad bottom = 2 + Conv::template process_tile<0, 1, 6, 2, 2, 0>, + Conv::template process_tile<0, 1, 6, 2, 2, 1>, + Conv::template process_tile<0, 1, 6, 2, 2, 2>, + Conv::template process_tile<0, 1, 6, 2, 2, 3>, + }, // Output pad bottom = 2 + { // Output pad bottom = 3 + Conv::template process_tile<0, 1, 6, 2, 3, 0>, + Conv::template process_tile<0, 1, 6, 2, 3, 1>, + Conv::template process_tile<0, 1, 6, 2, 3, 2>, + Conv::template process_tile<0, 1, 6, 2, 3, 3>, + }, // Output pad bottom = 3 + }, // Input pad right = 2 + { // Input pad right = 3 + { // Output pad bottom = 0 + Conv::template process_tile<0, 1, 6, 3, 0, 0>, + Conv::template process_tile<0, 1, 6, 3, 0, 1>, + Conv::template process_tile<0, 1, 6, 3, 0, 2>, + Conv::template process_tile<0, 1, 6, 3, 0, 3>, + }, // Output pad bottom = 0 + { // Output pad bottom = 1 + Conv::template process_tile<0, 1, 6, 3, 1, 0>, + Conv::template process_tile<0, 1, 6, 3, 1, 1>, + Conv::template process_tile<0, 1, 6, 3, 1, 2>, + Conv::template process_tile<0, 1, 6, 3, 1, 3>, + }, // Output pad bottom = 1 + { // Output pad bottom = 2 + Conv::template process_tile<0, 1, 6, 3, 2, 0>, + Conv::template process_tile<0, 1, 6, 3, 2, 1>, + Conv::template process_tile<0, 1, 6, 3, 2, 2>, + Conv::template process_tile<0, 1, 6, 3, 2, 3>, + }, // Output pad bottom = 2 + { // Output pad bottom = 3 + Conv::template process_tile<0, 1, 6, 3, 3, 0>, + Conv::template process_tile<0, 1, 6, 3, 3, 1>, + Conv::template process_tile<0, 1, 6, 3, 3, 2>, + Conv::template process_tile<0, 1, 6, 3, 3, 3>, + }, // Output pad bottom = 3 + }, // Input pad right = 3 + { // Input pad right = 4 + { // Output pad bottom = 0 + Conv::template process_tile<0, 1, 6, 4, 0, 0>, + Conv::template process_tile<0, 1, 6, 4, 0, 1>, + Conv::template process_tile<0, 1, 6, 4, 0, 2>, + Conv::template process_tile<0, 1, 6, 4, 0, 3>, + }, // Output pad bottom = 0 + { // Output pad bottom = 1 + Conv::template process_tile<0, 1, 6, 4, 1, 0>, + Conv::template process_tile<0, 1, 6, 4, 1, 1>, + Conv::template process_tile<0, 1, 6, 4, 1, 2>, + Conv::template process_tile<0, 1, 6, 4, 1, 3>, + }, // Output pad bottom = 1 + { // Output pad bottom = 2 + Conv::template process_tile<0, 1, 6, 4, 2, 0>, + Conv::template process_tile<0, 1, 6, 4, 2, 1>, + Conv::template process_tile<0, 1, 6, 4, 2, 2>, + Conv::template process_tile<0, 1, 6, 4, 2, 3>, + }, // Output pad bottom = 2 + { // Output pad bottom = 3 + Conv::template process_tile<0, 1, 6, 4, 3, 0>, + Conv::template process_tile<0, 1, 6, 4, 3, 1>, + Conv::template process_tile<0, 1, 6, 4, 3, 2>, + Conv::template process_tile<0, 1, 6, 4, 3, 3>, + }, // Output pad bottom = 3 + }, // Input pad right = 4 + { // Input pad right = 5 + { // Output pad bottom = 0 + Conv::template process_tile<0, 1, 6, 5, 0, 0>, + Conv::template process_tile<0, 1, 6, 5, 0, 1>, + Conv::template process_tile<0, 1, 6, 5, 0, 2>, + Conv::template process_tile<0, 1, 6, 5, 0, 3>, + }, // Output pad bottom = 0 + { // Output pad bottom = 1 + Conv::template process_tile<0, 1, 6, 5, 1, 0>, + Conv::template process_tile<0, 1, 6, 5, 1, 1>, + Conv::template process_tile<0, 1, 6, 5, 1, 2>, + Conv::template process_tile<0, 1, 6, 5, 1, 3>, + }, // Output pad bottom = 1 + { // Output pad bottom = 2 + Conv::template process_tile<0, 1, 6, 5, 2, 0>, + Conv::template process_tile<0, 1, 6, 5, 2, 1>, + Conv::template process_tile<0, 1, 6, 5, 2, 2>, + Conv::template process_tile<0, 1, 6, 5, 2, 3>, + }, // Output pad bottom = 2 + { // Output pad bottom = 3 + Conv::template process_tile<0, 1, 6, 5, 3, 0>, + Conv::template process_tile<0, 1, 6, 5, 3, 1>, + Conv::template process_tile<0, 1, 6, 5, 3, 2>, + Conv::template process_tile<0, 1, 6, 5, 3, 3>, + }, // Output pad bottom = 3 + }, // Input pad right = 5 + { // Input pad right = 6 + { // Output pad bottom = 0 + Conv::template process_tile<0, 1, 6, 6, 0, 0>, + Conv::template process_tile<0, 1, 6, 6, 0, 1>, + Conv::template process_tile<0, 1, 6, 6, 0, 2>, + Conv::template process_tile<0, 1, 6, 6, 0, 3>, + }, // Output pad bottom = 0 + { // Output pad bottom = 1 + Conv::template process_tile<0, 1, 6, 6, 1, 0>, + Conv::template process_tile<0, 1, 6, 6, 1, 1>, + Conv::template process_tile<0, 1, 6, 6, 1, 2>, + Conv::template process_tile<0, 1, 6, 6, 1, 3>, + }, // Output pad bottom = 1 + { // Output pad bottom = 2 + Conv::template process_tile<0, 1, 6, 6, 2, 0>, + Conv::template process_tile<0, 1, 6, 6, 2, 1>, + Conv::template process_tile<0, 1, 6, 6, 2, 2>, + Conv::template process_tile<0, 1, 6, 6, 2, 3>, + }, // Output pad bottom = 2 + { // Output pad bottom = 3 + Conv::template process_tile<0, 1, 6, 6, 3, 0>, + Conv::template process_tile<0, 1, 6, 6, 3, 1>, + Conv::template process_tile<0, 1, 6, 6, 3, 2>, + Conv::template process_tile<0, 1, 6, 6, 3, 3>, + }, // Output pad bottom = 3 + }, // Input pad right = 6 + }, // Input pad bottom = 6 + }, // Input pad left = 1 + }, // Input pad top = 0 + { // Input pad top = 1 + { // Input pad left = 0 + { // Input pad bottom = 0 + { // Input pad right = 0 + { // Output pad bottom = 0 + Conv::template process_tile<1, 0, 0, 0, 0, 0>, + Conv::template process_tile<1, 0, 0, 0, 0, 1>, + Conv::template process_tile<1, 0, 0, 0, 0, 2>, + Conv::template process_tile<1, 0, 0, 0, 0, 3>, + }, // Output pad bottom = 0 + { // Output pad bottom = 1 + Conv::template process_tile<1, 0, 0, 0, 1, 0>, + Conv::template process_tile<1, 0, 0, 0, 1, 1>, + Conv::template process_tile<1, 0, 0, 0, 1, 2>, + Conv::template process_tile<1, 0, 0, 0, 1, 3>, + }, // Output pad bottom = 1 + { // Output pad bottom = 2 + Conv::template process_tile<1, 0, 0, 0, 2, 0>, + Conv::template process_tile<1, 0, 0, 0, 2, 1>, + Conv::template process_tile<1, 0, 0, 0, 2, 2>, + Conv::template process_tile<1, 0, 0, 0, 2, 3>, + }, // Output pad bottom = 2 + { // Output pad bottom = 3 + Conv::template process_tile<1, 0, 0, 0, 3, 0>, + Conv::template process_tile<1, 0, 0, 0, 3, 1>, + Conv::template process_tile<1, 0, 0, 0, 3, 2>, + Conv::template process_tile<1, 0, 0, 0, 3, 3>, + }, // Output pad bottom = 3 + }, // Input pad right = 0 + { // Input pad right = 1 + { // Output pad bottom = 0 + Conv::template process_tile<1, 0, 0, 1, 0, 0>, + Conv::template process_tile<1, 0, 0, 1, 0, 1>, + Conv::template process_tile<1, 0, 0, 1, 0, 2>, + Conv::template process_tile<1, 0, 0, 1, 0, 3>, + }, // Output pad bottom = 0 + { // Output pad bottom = 1 + Conv::template process_tile<1, 0, 0, 1, 1, 0>, + Conv::template process_tile<1, 0, 0, 1, 1, 1>, + Conv::template process_tile<1, 0, 0, 1, 1, 2>, + Conv::template process_tile<1, 0, 0, 1, 1, 3>, + }, // Output pad bottom = 1 + { // Output pad bottom = 2 + Conv::template process_tile<1, 0, 0, 1, 2, 0>, + Conv::template process_tile<1, 0, 0, 1, 2, 1>, + Conv::template process_tile<1, 0, 0, 1, 2, 2>, + Conv::template process_tile<1, 0, 0, 1, 2, 3>, + }, // Output pad bottom = 2 + { // Output pad bottom = 3 + Conv::template process_tile<1, 0, 0, 1, 3, 0>, + Conv::template process_tile<1, 0, 0, 1, 3, 1>, + Conv::template process_tile<1, 0, 0, 1, 3, 2>, + Conv::template process_tile<1, 0, 0, 1, 3, 3>, + }, // Output pad bottom = 3 + }, // Input pad right = 1 + { // Input pad right = 2 + { // Output pad bottom = 0 + Conv::template process_tile<1, 0, 0, 2, 0, 0>, + Conv::template process_tile<1, 0, 0, 2, 0, 1>, + Conv::template process_tile<1, 0, 0, 2, 0, 2>, + Conv::template process_tile<1, 0, 0, 2, 0, 3>, + }, // Output pad bottom = 0 + { // Output pad bottom = 1 + Conv::template process_tile<1, 0, 0, 2, 1, 0>, + Conv::template process_tile<1, 0, 0, 2, 1, 1>, + Conv::template process_tile<1, 0, 0, 2, 1, 2>, + Conv::template process_tile<1, 0, 0, 2, 1, 3>, + }, // Output pad bottom = 1 + { // Output pad bottom = 2 + Conv::template process_tile<1, 0, 0, 2, 2, 0>, + Conv::template process_tile<1, 0, 0, 2, 2, 1>, + Conv::template process_tile<1, 0, 0, 2, 2, 2>, + Conv::template process_tile<1, 0, 0, 2, 2, 3>, + }, // Output pad bottom = 2 + { // Output pad bottom = 3 + Conv::template process_tile<1, 0, 0, 2, 3, 0>, + Conv::template process_tile<1, 0, 0, 2, 3, 1>, + Conv::template process_tile<1, 0, 0, 2, 3, 2>, + Conv::template process_tile<1, 0, 0, 2, 3, 3>, + }, // Output pad bottom = 3 + }, // Input pad right = 2 + { // Input pad right = 3 + { // Output pad bottom = 0 + Conv::template process_tile<1, 0, 0, 3, 0, 0>, + Conv::template process_tile<1, 0, 0, 3, 0, 1>, + Conv::template process_tile<1, 0, 0, 3, 0, 2>, + Conv::template process_tile<1, 0, 0, 3, 0, 3>, + }, // Output pad bottom = 0 + { // Output pad bottom = 1 + Conv::template process_tile<1, 0, 0, 3, 1, 0>, + Conv::template process_tile<1, 0, 0, 3, 1, 1>, + Conv::template process_tile<1, 0, 0, 3, 1, 2>, + Conv::template process_tile<1, 0, 0, 3, 1, 3>, + }, // Output pad bottom = 1 + { // Output pad bottom = 2 + Conv::template process_tile<1, 0, 0, 3, 2, 0>, + Conv::template process_tile<1, 0, 0, 3, 2, 1>, + Conv::template process_tile<1, 0, 0, 3, 2, 2>, + Conv::template process_tile<1, 0, 0, 3, 2, 3>, + }, // Output pad bottom = 2 + { // Output pad bottom = 3 + Conv::template process_tile<1, 0, 0, 3, 3, 0>, + Conv::template process_tile<1, 0, 0, 3, 3, 1>, + Conv::template process_tile<1, 0, 0, 3, 3, 2>, + Conv::template process_tile<1, 0, 0, 3, 3, 3>, + }, // Output pad bottom = 3 + }, // Input pad right = 3 + { // Input pad right = 4 + { // Output pad bottom = 0 + Conv::template process_tile<1, 0, 0, 4, 0, 0>, + Conv::template process_tile<1, 0, 0, 4, 0, 1>, + Conv::template process_tile<1, 0, 0, 4, 0, 2>, + Conv::template process_tile<1, 0, 0, 4, 0, 3>, + }, // Output pad bottom = 0 + { // Output pad bottom = 1 + Conv::template process_tile<1, 0, 0, 4, 1, 0>, + Conv::template process_tile<1, 0, 0, 4, 1, 1>, + Conv::template process_tile<1, 0, 0, 4, 1, 2>, + Conv::template process_tile<1, 0, 0, 4, 1, 3>, + }, // Output pad bottom = 1 + { // Output pad bottom = 2 + Conv::template process_tile<1, 0, 0, 4, 2, 0>, + Conv::template process_tile<1, 0, 0, 4, 2, 1>, + Conv::template process_tile<1, 0, 0, 4, 2, 2>, + Conv::template process_tile<1, 0, 0, 4, 2, 3>, + }, // Output pad bottom = 2 + { // Output pad bottom = 3 + Conv::template process_tile<1, 0, 0, 4, 3, 0>, + Conv::template process_tile<1, 0, 0, 4, 3, 1>, + Conv::template process_tile<1, 0, 0, 4, 3, 2>, + Conv::template process_tile<1, 0, 0, 4, 3, 3>, + }, // Output pad bottom = 3 + }, // Input pad right = 4 + { // Input pad right = 5 + { // Output pad bottom = 0 + Conv::template process_tile<1, 0, 0, 5, 0, 0>, + Conv::template process_tile<1, 0, 0, 5, 0, 1>, + Conv::template process_tile<1, 0, 0, 5, 0, 2>, + Conv::template process_tile<1, 0, 0, 5, 0, 3>, + }, // Output pad bottom = 0 + { // Output pad bottom = 1 + Conv::template process_tile<1, 0, 0, 5, 1, 0>, + Conv::template process_tile<1, 0, 0, 5, 1, 1>, + Conv::template process_tile<1, 0, 0, 5, 1, 2>, + Conv::template process_tile<1, 0, 0, 5, 1, 3>, + }, // Output pad bottom = 1 + { // Output pad bottom = 2 + Conv::template process_tile<1, 0, 0, 5, 2, 0>, + Conv::template process_tile<1, 0, 0, 5, 2, 1>, + Conv::template process_tile<1, 0, 0, 5, 2, 2>, + Conv::template process_tile<1, 0, 0, 5, 2, 3>, + }, // Output pad bottom = 2 + { // Output pad bottom = 3 + Conv::template process_tile<1, 0, 0, 5, 3, 0>, + Conv::template process_tile<1, 0, 0, 5, 3, 1>, + Conv::template process_tile<1, 0, 0, 5, 3, 2>, + Conv::template process_tile<1, 0, 0, 5, 3, 3>, + }, // Output pad bottom = 3 + }, // Input pad right = 5 + { // Input pad right = 6 + { // Output pad bottom = 0 + Conv::template process_tile<1, 0, 0, 6, 0, 0>, + Conv::template process_tile<1, 0, 0, 6, 0, 1>, + Conv::template process_tile<1, 0, 0, 6, 0, 2>, + Conv::template process_tile<1, 0, 0, 6, 0, 3>, + }, // Output pad bottom = 0 + { // Output pad bottom = 1 + Conv::template process_tile<1, 0, 0, 6, 1, 0>, + Conv::template process_tile<1, 0, 0, 6, 1, 1>, + Conv::template process_tile<1, 0, 0, 6, 1, 2>, + Conv::template process_tile<1, 0, 0, 6, 1, 3>, + }, // Output pad bottom = 1 + { // Output pad bottom = 2 + Conv::template process_tile<1, 0, 0, 6, 2, 0>, + Conv::template process_tile<1, 0, 0, 6, 2, 1>, + Conv::template process_tile<1, 0, 0, 6, 2, 2>, + Conv::template process_tile<1, 0, 0, 6, 2, 3>, + }, // Output pad bottom = 2 + { // Output pad bottom = 3 + Conv::template process_tile<1, 0, 0, 6, 3, 0>, + Conv::template process_tile<1, 0, 0, 6, 3, 1>, + Conv::template process_tile<1, 0, 0, 6, 3, 2>, + Conv::template process_tile<1, 0, 0, 6, 3, 3>, + }, // Output pad bottom = 3 + }, // Input pad right = 6 + }, // Input pad bottom = 0 + { // Input pad bottom = 1 + { // Input pad right = 0 + { // Output pad bottom = 0 + Conv::template process_tile<1, 0, 1, 0, 0, 0>, + Conv::template process_tile<1, 0, 1, 0, 0, 1>, + Conv::template process_tile<1, 0, 1, 0, 0, 2>, + Conv::template process_tile<1, 0, 1, 0, 0, 3>, + }, // Output pad bottom = 0 + { // Output pad bottom = 1 + Conv::template process_tile<1, 0, 1, 0, 1, 0>, + Conv::template process_tile<1, 0, 1, 0, 1, 1>, + Conv::template process_tile<1, 0, 1, 0, 1, 2>, + Conv::template process_tile<1, 0, 1, 0, 1, 3>, + }, // Output pad bottom = 1 + { // Output pad bottom = 2 + Conv::template process_tile<1, 0, 1, 0, 2, 0>, + Conv::template process_tile<1, 0, 1, 0, 2, 1>, + Conv::template process_tile<1, 0, 1, 0, 2, 2>, + Conv::template process_tile<1, 0, 1, 0, 2, 3>, + }, // Output pad bottom = 2 + { // Output pad bottom = 3 + Conv::template process_tile<1, 0, 1, 0, 3, 0>, + Conv::template process_tile<1, 0, 1, 0, 3, 1>, + Conv::template process_tile<1, 0, 1, 0, 3, 2>, + Conv::template process_tile<1, 0, 1, 0, 3, 3>, + }, // Output pad bottom = 3 + }, // Input pad right = 0 + { // Input pad right = 1 + { // Output pad bottom = 0 + Conv::template process_tile<1, 0, 1, 1, 0, 0>, + Conv::template process_tile<1, 0, 1, 1, 0, 1>, + Conv::template process_tile<1, 0, 1, 1, 0, 2>, + Conv::template process_tile<1, 0, 1, 1, 0, 3>, + }, // Output pad bottom = 0 + { // Output pad bottom = 1 + Conv::template process_tile<1, 0, 1, 1, 1, 0>, + Conv::template process_tile<1, 0, 1, 1, 1, 1>, + Conv::template process_tile<1, 0, 1, 1, 1, 2>, + Conv::template process_tile<1, 0, 1, 1, 1, 3>, + }, // Output pad bottom = 1 + { // Output pad bottom = 2 + Conv::template process_tile<1, 0, 1, 1, 2, 0>, + Conv::template process_tile<1, 0, 1, 1, 2, 1>, + Conv::template process_tile<1, 0, 1, 1, 2, 2>, + Conv::template process_tile<1, 0, 1, 1, 2, 3>, + }, // Output pad bottom = 2 + { // Output pad bottom = 3 + Conv::template process_tile<1, 0, 1, 1, 3, 0>, + Conv::template process_tile<1, 0, 1, 1, 3, 1>, + Conv::template process_tile<1, 0, 1, 1, 3, 2>, + Conv::template process_tile<1, 0, 1, 1, 3, 3>, + }, // Output pad bottom = 3 + }, // Input pad right = 1 + { // Input pad right = 2 + { // Output pad bottom = 0 + Conv::template process_tile<1, 0, 1, 2, 0, 0>, + Conv::template process_tile<1, 0, 1, 2, 0, 1>, + Conv::template process_tile<1, 0, 1, 2, 0, 2>, + Conv::template process_tile<1, 0, 1, 2, 0, 3>, + }, // Output pad bottom = 0 + { // Output pad bottom = 1 + Conv::template process_tile<1, 0, 1, 2, 1, 0>, + Conv::template process_tile<1, 0, 1, 2, 1, 1>, + Conv::template process_tile<1, 0, 1, 2, 1, 2>, + Conv::template process_tile<1, 0, 1, 2, 1, 3>, + }, // Output pad bottom = 1 + { // Output pad bottom = 2 + Conv::template process_tile<1, 0, 1, 2, 2, 0>, + Conv::template process_tile<1, 0, 1, 2, 2, 1>, + Conv::template process_tile<1, 0, 1, 2, 2, 2>, + Conv::template process_tile<1, 0, 1, 2, 2, 3>, + }, // Output pad bottom = 2 + { // Output pad bottom = 3 + Conv::template process_tile<1, 0, 1, 2, 3, 0>, + Conv::template process_tile<1, 0, 1, 2, 3, 1>, + Conv::template process_tile<1, 0, 1, 2, 3, 2>, + Conv::template process_tile<1, 0, 1, 2, 3, 3>, + }, // Output pad bottom = 3 + }, // Input pad right = 2 + { // Input pad right = 3 + { // Output pad bottom = 0 + Conv::template process_tile<1, 0, 1, 3, 0, 0>, + Conv::template process_tile<1, 0, 1, 3, 0, 1>, + Conv::template process_tile<1, 0, 1, 3, 0, 2>, + Conv::template process_tile<1, 0, 1, 3, 0, 3>, + }, // Output pad bottom = 0 + { // Output pad bottom = 1 + Conv::template process_tile<1, 0, 1, 3, 1, 0>, + Conv::template process_tile<1, 0, 1, 3, 1, 1>, + Conv::template process_tile<1, 0, 1, 3, 1, 2>, + Conv::template process_tile<1, 0, 1, 3, 1, 3>, + }, // Output pad bottom = 1 + { // Output pad bottom = 2 + Conv::template process_tile<1, 0, 1, 3, 2, 0>, + Conv::template process_tile<1, 0, 1, 3, 2, 1>, + Conv::template process_tile<1, 0, 1, 3, 2, 2>, + Conv::template process_tile<1, 0, 1, 3, 2, 3>, + }, // Output pad bottom = 2 + { // Output pad bottom = 3 + Conv::template process_tile<1, 0, 1, 3, 3, 0>, + Conv::template process_tile<1, 0, 1, 3, 3, 1>, + Conv::template process_tile<1, 0, 1, 3, 3, 2>, + Conv::template process_tile<1, 0, 1, 3, 3, 3>, + }, // Output pad bottom = 3 + }, // Input pad right = 3 + { // Input pad right = 4 + { // Output pad bottom = 0 + Conv::template process_tile<1, 0, 1, 4, 0, 0>, + Conv::template process_tile<1, 0, 1, 4, 0, 1>, + Conv::template process_tile<1, 0, 1, 4, 0, 2>, + Conv::template process_tile<1, 0, 1, 4, 0, 3>, + }, // Output pad bottom = 0 + { // Output pad bottom = 1 + Conv::template process_tile<1, 0, 1, 4, 1, 0>, + Conv::template process_tile<1, 0, 1, 4, 1, 1>, + Conv::template process_tile<1, 0, 1, 4, 1, 2>, + Conv::template process_tile<1, 0, 1, 4, 1, 3>, + }, // Output pad bottom = 1 + { // Output pad bottom = 2 + Conv::template process_tile<1, 0, 1, 4, 2, 0>, + Conv::template process_tile<1, 0, 1, 4, 2, 1>, + Conv::template process_tile<1, 0, 1, 4, 2, 2>, + Conv::template process_tile<1, 0, 1, 4, 2, 3>, + }, // Output pad bottom = 2 + { // Output pad bottom = 3 + Conv::template process_tile<1, 0, 1, 4, 3, 0>, + Conv::template process_tile<1, 0, 1, 4, 3, 1>, + Conv::template process_tile<1, 0, 1, 4, 3, 2>, + Conv::template process_tile<1, 0, 1, 4, 3, 3>, + }, // Output pad bottom = 3 + }, // Input pad right = 4 + { // Input pad right = 5 + { // Output pad bottom = 0 + Conv::template process_tile<1, 0, 1, 5, 0, 0>, + Conv::template process_tile<1, 0, 1, 5, 0, 1>, + Conv::template process_tile<1, 0, 1, 5, 0, 2>, + Conv::template process_tile<1, 0, 1, 5, 0, 3>, + }, // Output pad bottom = 0 + { // Output pad bottom = 1 + Conv::template process_tile<1, 0, 1, 5, 1, 0>, + Conv::template process_tile<1, 0, 1, 5, 1, 1>, + Conv::template process_tile<1, 0, 1, 5, 1, 2>, + Conv::template process_tile<1, 0, 1, 5, 1, 3>, + }, // Output pad bottom = 1 + { // Output pad bottom = 2 + Conv::template process_tile<1, 0, 1, 5, 2, 0>, + Conv::template process_tile<1, 0, 1, 5, 2, 1>, + Conv::template process_tile<1, 0, 1, 5, 2, 2>, + Conv::template process_tile<1, 0, 1, 5, 2, 3>, + }, // Output pad bottom = 2 + { // Output pad bottom = 3 + Conv::template process_tile<1, 0, 1, 5, 3, 0>, + Conv::template process_tile<1, 0, 1, 5, 3, 1>, + Conv::template process_tile<1, 0, 1, 5, 3, 2>, + Conv::template process_tile<1, 0, 1, 5, 3, 3>, + }, // Output pad bottom = 3 + }, // Input pad right = 5 + { // Input pad right = 6 + { // Output pad bottom = 0 + Conv::template process_tile<1, 0, 1, 6, 0, 0>, + Conv::template process_tile<1, 0, 1, 6, 0, 1>, + Conv::template process_tile<1, 0, 1, 6, 0, 2>, + Conv::template process_tile<1, 0, 1, 6, 0, 3>, + }, // Output pad bottom = 0 + { // Output pad bottom = 1 + Conv::template process_tile<1, 0, 1, 6, 1, 0>, + Conv::template process_tile<1, 0, 1, 6, 1, 1>, + Conv::template process_tile<1, 0, 1, 6, 1, 2>, + Conv::template process_tile<1, 0, 1, 6, 1, 3>, + }, // Output pad bottom = 1 + { // Output pad bottom = 2 + Conv::template process_tile<1, 0, 1, 6, 2, 0>, + Conv::template process_tile<1, 0, 1, 6, 2, 1>, + Conv::template process_tile<1, 0, 1, 6, 2, 2>, + Conv::template process_tile<1, 0, 1, 6, 2, 3>, + }, // Output pad bottom = 2 + { // Output pad bottom = 3 + Conv::template process_tile<1, 0, 1, 6, 3, 0>, + Conv::template process_tile<1, 0, 1, 6, 3, 1>, + Conv::template process_tile<1, 0, 1, 6, 3, 2>, + Conv::template process_tile<1, 0, 1, 6, 3, 3>, + }, // Output pad bottom = 3 + }, // Input pad right = 6 + }, // Input pad bottom = 1 + { // Input pad bottom = 2 + { // Input pad right = 0 + { // Output pad bottom = 0 + Conv::template process_tile<1, 0, 2, 0, 0, 0>, + Conv::template process_tile<1, 0, 2, 0, 0, 1>, + Conv::template process_tile<1, 0, 2, 0, 0, 2>, + Conv::template process_tile<1, 0, 2, 0, 0, 3>, + }, // Output pad bottom = 0 + { // Output pad bottom = 1 + Conv::template process_tile<1, 0, 2, 0, 1, 0>, + Conv::template process_tile<1, 0, 2, 0, 1, 1>, + Conv::template process_tile<1, 0, 2, 0, 1, 2>, + Conv::template process_tile<1, 0, 2, 0, 1, 3>, + }, // Output pad bottom = 1 + { // Output pad bottom = 2 + Conv::template process_tile<1, 0, 2, 0, 2, 0>, + Conv::template process_tile<1, 0, 2, 0, 2, 1>, + Conv::template process_tile<1, 0, 2, 0, 2, 2>, + Conv::template process_tile<1, 0, 2, 0, 2, 3>, + }, // Output pad bottom = 2 + { // Output pad bottom = 3 + Conv::template process_tile<1, 0, 2, 0, 3, 0>, + Conv::template process_tile<1, 0, 2, 0, 3, 1>, + Conv::template process_tile<1, 0, 2, 0, 3, 2>, + Conv::template process_tile<1, 0, 2, 0, 3, 3>, + }, // Output pad bottom = 3 + }, // Input pad right = 0 + { // Input pad right = 1 + { // Output pad bottom = 0 + Conv::template process_tile<1, 0, 2, 1, 0, 0>, + Conv::template process_tile<1, 0, 2, 1, 0, 1>, + Conv::template process_tile<1, 0, 2, 1, 0, 2>, + Conv::template process_tile<1, 0, 2, 1, 0, 3>, + }, // Output pad bottom = 0 + { // Output pad bottom = 1 + Conv::template process_tile<1, 0, 2, 1, 1, 0>, + Conv::template process_tile<1, 0, 2, 1, 1, 1>, + Conv::template process_tile<1, 0, 2, 1, 1, 2>, + Conv::template process_tile<1, 0, 2, 1, 1, 3>, + }, // Output pad bottom = 1 + { // Output pad bottom = 2 + Conv::template process_tile<1, 0, 2, 1, 2, 0>, + Conv::template process_tile<1, 0, 2, 1, 2, 1>, + Conv::template process_tile<1, 0, 2, 1, 2, 2>, + Conv::template process_tile<1, 0, 2, 1, 2, 3>, + }, // Output pad bottom = 2 + { // Output pad bottom = 3 + Conv::template process_tile<1, 0, 2, 1, 3, 0>, + Conv::template process_tile<1, 0, 2, 1, 3, 1>, + Conv::template process_tile<1, 0, 2, 1, 3, 2>, + Conv::template process_tile<1, 0, 2, 1, 3, 3>, + }, // Output pad bottom = 3 + }, // Input pad right = 1 + { // Input pad right = 2 + { // Output pad bottom = 0 + Conv::template process_tile<1, 0, 2, 2, 0, 0>, + Conv::template process_tile<1, 0, 2, 2, 0, 1>, + Conv::template process_tile<1, 0, 2, 2, 0, 2>, + Conv::template process_tile<1, 0, 2, 2, 0, 3>, + }, // Output pad bottom = 0 + { // Output pad bottom = 1 + Conv::template process_tile<1, 0, 2, 2, 1, 0>, + Conv::template process_tile<1, 0, 2, 2, 1, 1>, + Conv::template process_tile<1, 0, 2, 2, 1, 2>, + Conv::template process_tile<1, 0, 2, 2, 1, 3>, + }, // Output pad bottom = 1 + { // Output pad bottom = 2 + Conv::template process_tile<1, 0, 2, 2, 2, 0>, + Conv::template process_tile<1, 0, 2, 2, 2, 1>, + Conv::template process_tile<1, 0, 2, 2, 2, 2>, + Conv::template process_tile<1, 0, 2, 2, 2, 3>, + }, // Output pad bottom = 2 + { // Output pad bottom = 3 + Conv::template process_tile<1, 0, 2, 2, 3, 0>, + Conv::template process_tile<1, 0, 2, 2, 3, 1>, + Conv::template process_tile<1, 0, 2, 2, 3, 2>, + Conv::template process_tile<1, 0, 2, 2, 3, 3>, + }, // Output pad bottom = 3 + }, // Input pad right = 2 + { // Input pad right = 3 + { // Output pad bottom = 0 + Conv::template process_tile<1, 0, 2, 3, 0, 0>, + Conv::template process_tile<1, 0, 2, 3, 0, 1>, + Conv::template process_tile<1, 0, 2, 3, 0, 2>, + Conv::template process_tile<1, 0, 2, 3, 0, 3>, + }, // Output pad bottom = 0 + { // Output pad bottom = 1 + Conv::template process_tile<1, 0, 2, 3, 1, 0>, + Conv::template process_tile<1, 0, 2, 3, 1, 1>, + Conv::template process_tile<1, 0, 2, 3, 1, 2>, + Conv::template process_tile<1, 0, 2, 3, 1, 3>, + }, // Output pad bottom = 1 + { // Output pad bottom = 2 + Conv::template process_tile<1, 0, 2, 3, 2, 0>, + Conv::template process_tile<1, 0, 2, 3, 2, 1>, + Conv::template process_tile<1, 0, 2, 3, 2, 2>, + Conv::template process_tile<1, 0, 2, 3, 2, 3>, + }, // Output pad bottom = 2 + { // Output pad bottom = 3 + Conv::template process_tile<1, 0, 2, 3, 3, 0>, + Conv::template process_tile<1, 0, 2, 3, 3, 1>, + Conv::template process_tile<1, 0, 2, 3, 3, 2>, + Conv::template process_tile<1, 0, 2, 3, 3, 3>, + }, // Output pad bottom = 3 + }, // Input pad right = 3 + { // Input pad right = 4 + { // Output pad bottom = 0 + Conv::template process_tile<1, 0, 2, 4, 0, 0>, + Conv::template process_tile<1, 0, 2, 4, 0, 1>, + Conv::template process_tile<1, 0, 2, 4, 0, 2>, + Conv::template process_tile<1, 0, 2, 4, 0, 3>, + }, // Output pad bottom = 0 + { // Output pad bottom = 1 + Conv::template process_tile<1, 0, 2, 4, 1, 0>, + Conv::template process_tile<1, 0, 2, 4, 1, 1>, + Conv::template process_tile<1, 0, 2, 4, 1, 2>, + Conv::template process_tile<1, 0, 2, 4, 1, 3>, + }, // Output pad bottom = 1 + { // Output pad bottom = 2 + Conv::template process_tile<1, 0, 2, 4, 2, 0>, + Conv::template process_tile<1, 0, 2, 4, 2, 1>, + Conv::template process_tile<1, 0, 2, 4, 2, 2>, + Conv::template process_tile<1, 0, 2, 4, 2, 3>, + }, // Output pad bottom = 2 + { // Output pad bottom = 3 + Conv::template process_tile<1, 0, 2, 4, 3, 0>, + Conv::template process_tile<1, 0, 2, 4, 3, 1>, + Conv::template process_tile<1, 0, 2, 4, 3, 2>, + Conv::template process_tile<1, 0, 2, 4, 3, 3>, + }, // Output pad bottom = 3 + }, // Input pad right = 4 + { // Input pad right = 5 + { // Output pad bottom = 0 + Conv::template process_tile<1, 0, 2, 5, 0, 0>, + Conv::template process_tile<1, 0, 2, 5, 0, 1>, + Conv::template process_tile<1, 0, 2, 5, 0, 2>, + Conv::template process_tile<1, 0, 2, 5, 0, 3>, + }, // Output pad bottom = 0 + { // Output pad bottom = 1 + Conv::template process_tile<1, 0, 2, 5, 1, 0>, + Conv::template process_tile<1, 0, 2, 5, 1, 1>, + Conv::template process_tile<1, 0, 2, 5, 1, 2>, + Conv::template process_tile<1, 0, 2, 5, 1, 3>, + }, // Output pad bottom = 1 + { // Output pad bottom = 2 + Conv::template process_tile<1, 0, 2, 5, 2, 0>, + Conv::template process_tile<1, 0, 2, 5, 2, 1>, + Conv::template process_tile<1, 0, 2, 5, 2, 2>, + Conv::template process_tile<1, 0, 2, 5, 2, 3>, + }, // Output pad bottom = 2 + { // Output pad bottom = 3 + Conv::template process_tile<1, 0, 2, 5, 3, 0>, + Conv::template process_tile<1, 0, 2, 5, 3, 1>, + Conv::template process_tile<1, 0, 2, 5, 3, 2>, + Conv::template process_tile<1, 0, 2, 5, 3, 3>, + }, // Output pad bottom = 3 + }, // Input pad right = 5 + { // Input pad right = 6 + { // Output pad bottom = 0 + Conv::template process_tile<1, 0, 2, 6, 0, 0>, + Conv::template process_tile<1, 0, 2, 6, 0, 1>, + Conv::template process_tile<1, 0, 2, 6, 0, 2>, + Conv::template process_tile<1, 0, 2, 6, 0, 3>, + }, // Output pad bottom = 0 + { // Output pad bottom = 1 + Conv::template process_tile<1, 0, 2, 6, 1, 0>, + Conv::template process_tile<1, 0, 2, 6, 1, 1>, + Conv::template process_tile<1, 0, 2, 6, 1, 2>, + Conv::template process_tile<1, 0, 2, 6, 1, 3>, + }, // Output pad bottom = 1 + { // Output pad bottom = 2 + Conv::template process_tile<1, 0, 2, 6, 2, 0>, + Conv::template process_tile<1, 0, 2, 6, 2, 1>, + Conv::template process_tile<1, 0, 2, 6, 2, 2>, + Conv::template process_tile<1, 0, 2, 6, 2, 3>, + }, // Output pad bottom = 2 + { // Output pad bottom = 3 + Conv::template process_tile<1, 0, 2, 6, 3, 0>, + Conv::template process_tile<1, 0, 2, 6, 3, 1>, + Conv::template process_tile<1, 0, 2, 6, 3, 2>, + Conv::template process_tile<1, 0, 2, 6, 3, 3>, + }, // Output pad bottom = 3 + }, // Input pad right = 6 + }, // Input pad bottom = 2 + { // Input pad bottom = 3 + { // Input pad right = 0 + { // Output pad bottom = 0 + Conv::template process_tile<1, 0, 3, 0, 0, 0>, + Conv::template process_tile<1, 0, 3, 0, 0, 1>, + Conv::template process_tile<1, 0, 3, 0, 0, 2>, + Conv::template process_tile<1, 0, 3, 0, 0, 3>, + }, // Output pad bottom = 0 + { // Output pad bottom = 1 + Conv::template process_tile<1, 0, 3, 0, 1, 0>, + Conv::template process_tile<1, 0, 3, 0, 1, 1>, + Conv::template process_tile<1, 0, 3, 0, 1, 2>, + Conv::template process_tile<1, 0, 3, 0, 1, 3>, + }, // Output pad bottom = 1 + { // Output pad bottom = 2 + Conv::template process_tile<1, 0, 3, 0, 2, 0>, + Conv::template process_tile<1, 0, 3, 0, 2, 1>, + Conv::template process_tile<1, 0, 3, 0, 2, 2>, + Conv::template process_tile<1, 0, 3, 0, 2, 3>, + }, // Output pad bottom = 2 + { // Output pad bottom = 3 + Conv::template process_tile<1, 0, 3, 0, 3, 0>, + Conv::template process_tile<1, 0, 3, 0, 3, 1>, + Conv::template process_tile<1, 0, 3, 0, 3, 2>, + Conv::template process_tile<1, 0, 3, 0, 3, 3>, + }, // Output pad bottom = 3 + }, // Input pad right = 0 + { // Input pad right = 1 + { // Output pad bottom = 0 + Conv::template process_tile<1, 0, 3, 1, 0, 0>, + Conv::template process_tile<1, 0, 3, 1, 0, 1>, + Conv::template process_tile<1, 0, 3, 1, 0, 2>, + Conv::template process_tile<1, 0, 3, 1, 0, 3>, + }, // Output pad bottom = 0 + { // Output pad bottom = 1 + Conv::template process_tile<1, 0, 3, 1, 1, 0>, + Conv::template process_tile<1, 0, 3, 1, 1, 1>, + Conv::template process_tile<1, 0, 3, 1, 1, 2>, + Conv::template process_tile<1, 0, 3, 1, 1, 3>, + }, // Output pad bottom = 1 + { // Output pad bottom = 2 + Conv::template process_tile<1, 0, 3, 1, 2, 0>, + Conv::template process_tile<1, 0, 3, 1, 2, 1>, + Conv::template process_tile<1, 0, 3, 1, 2, 2>, + Conv::template process_tile<1, 0, 3, 1, 2, 3>, + }, // Output pad bottom = 2 + { // Output pad bottom = 3 + Conv::template process_tile<1, 0, 3, 1, 3, 0>, + Conv::template process_tile<1, 0, 3, 1, 3, 1>, + Conv::template process_tile<1, 0, 3, 1, 3, 2>, + Conv::template process_tile<1, 0, 3, 1, 3, 3>, + }, // Output pad bottom = 3 + }, // Input pad right = 1 + { // Input pad right = 2 + { // Output pad bottom = 0 + Conv::template process_tile<1, 0, 3, 2, 0, 0>, + Conv::template process_tile<1, 0, 3, 2, 0, 1>, + Conv::template process_tile<1, 0, 3, 2, 0, 2>, + Conv::template process_tile<1, 0, 3, 2, 0, 3>, + }, // Output pad bottom = 0 + { // Output pad bottom = 1 + Conv::template process_tile<1, 0, 3, 2, 1, 0>, + Conv::template process_tile<1, 0, 3, 2, 1, 1>, + Conv::template process_tile<1, 0, 3, 2, 1, 2>, + Conv::template process_tile<1, 0, 3, 2, 1, 3>, + }, // Output pad bottom = 1 + { // Output pad bottom = 2 + Conv::template process_tile<1, 0, 3, 2, 2, 0>, + Conv::template process_tile<1, 0, 3, 2, 2, 1>, + Conv::template process_tile<1, 0, 3, 2, 2, 2>, + Conv::template process_tile<1, 0, 3, 2, 2, 3>, + }, // Output pad bottom = 2 + { // Output pad bottom = 3 + Conv::template process_tile<1, 0, 3, 2, 3, 0>, + Conv::template process_tile<1, 0, 3, 2, 3, 1>, + Conv::template process_tile<1, 0, 3, 2, 3, 2>, + Conv::template process_tile<1, 0, 3, 2, 3, 3>, + }, // Output pad bottom = 3 + }, // Input pad right = 2 + { // Input pad right = 3 + { // Output pad bottom = 0 + Conv::template process_tile<1, 0, 3, 3, 0, 0>, + Conv::template process_tile<1, 0, 3, 3, 0, 1>, + Conv::template process_tile<1, 0, 3, 3, 0, 2>, + Conv::template process_tile<1, 0, 3, 3, 0, 3>, + }, // Output pad bottom = 0 + { // Output pad bottom = 1 + Conv::template process_tile<1, 0, 3, 3, 1, 0>, + Conv::template process_tile<1, 0, 3, 3, 1, 1>, + Conv::template process_tile<1, 0, 3, 3, 1, 2>, + Conv::template process_tile<1, 0, 3, 3, 1, 3>, + }, // Output pad bottom = 1 + { // Output pad bottom = 2 + Conv::template process_tile<1, 0, 3, 3, 2, 0>, + Conv::template process_tile<1, 0, 3, 3, 2, 1>, + Conv::template process_tile<1, 0, 3, 3, 2, 2>, + Conv::template process_tile<1, 0, 3, 3, 2, 3>, + }, // Output pad bottom = 2 + { // Output pad bottom = 3 + Conv::template process_tile<1, 0, 3, 3, 3, 0>, + Conv::template process_tile<1, 0, 3, 3, 3, 1>, + Conv::template process_tile<1, 0, 3, 3, 3, 2>, + Conv::template process_tile<1, 0, 3, 3, 3, 3>, + }, // Output pad bottom = 3 + }, // Input pad right = 3 + { // Input pad right = 4 + { // Output pad bottom = 0 + Conv::template process_tile<1, 0, 3, 4, 0, 0>, + Conv::template process_tile<1, 0, 3, 4, 0, 1>, + Conv::template process_tile<1, 0, 3, 4, 0, 2>, + Conv::template process_tile<1, 0, 3, 4, 0, 3>, + }, // Output pad bottom = 0 + { // Output pad bottom = 1 + Conv::template process_tile<1, 0, 3, 4, 1, 0>, + Conv::template process_tile<1, 0, 3, 4, 1, 1>, + Conv::template process_tile<1, 0, 3, 4, 1, 2>, + Conv::template process_tile<1, 0, 3, 4, 1, 3>, + }, // Output pad bottom = 1 + { // Output pad bottom = 2 + Conv::template process_tile<1, 0, 3, 4, 2, 0>, + Conv::template process_tile<1, 0, 3, 4, 2, 1>, + Conv::template process_tile<1, 0, 3, 4, 2, 2>, + Conv::template process_tile<1, 0, 3, 4, 2, 3>, + }, // Output pad bottom = 2 + { // Output pad bottom = 3 + Conv::template process_tile<1, 0, 3, 4, 3, 0>, + Conv::template process_tile<1, 0, 3, 4, 3, 1>, + Conv::template process_tile<1, 0, 3, 4, 3, 2>, + Conv::template process_tile<1, 0, 3, 4, 3, 3>, + }, // Output pad bottom = 3 + }, // Input pad right = 4 + { // Input pad right = 5 + { // Output pad bottom = 0 + Conv::template process_tile<1, 0, 3, 5, 0, 0>, + Conv::template process_tile<1, 0, 3, 5, 0, 1>, + Conv::template process_tile<1, 0, 3, 5, 0, 2>, + Conv::template process_tile<1, 0, 3, 5, 0, 3>, + }, // Output pad bottom = 0 + { // Output pad bottom = 1 + Conv::template process_tile<1, 0, 3, 5, 1, 0>, + Conv::template process_tile<1, 0, 3, 5, 1, 1>, + Conv::template process_tile<1, 0, 3, 5, 1, 2>, + Conv::template process_tile<1, 0, 3, 5, 1, 3>, + }, // Output pad bottom = 1 + { // Output pad bottom = 2 + Conv::template process_tile<1, 0, 3, 5, 2, 0>, + Conv::template process_tile<1, 0, 3, 5, 2, 1>, + Conv::template process_tile<1, 0, 3, 5, 2, 2>, + Conv::template process_tile<1, 0, 3, 5, 2, 3>, + }, // Output pad bottom = 2 + { // Output pad bottom = 3 + Conv::template process_tile<1, 0, 3, 5, 3, 0>, + Conv::template process_tile<1, 0, 3, 5, 3, 1>, + Conv::template process_tile<1, 0, 3, 5, 3, 2>, + Conv::template process_tile<1, 0, 3, 5, 3, 3>, + }, // Output pad bottom = 3 + }, // Input pad right = 5 + { // Input pad right = 6 + { // Output pad bottom = 0 + Conv::template process_tile<1, 0, 3, 6, 0, 0>, + Conv::template process_tile<1, 0, 3, 6, 0, 1>, + Conv::template process_tile<1, 0, 3, 6, 0, 2>, + Conv::template process_tile<1, 0, 3, 6, 0, 3>, + }, // Output pad bottom = 0 + { // Output pad bottom = 1 + Conv::template process_tile<1, 0, 3, 6, 1, 0>, + Conv::template process_tile<1, 0, 3, 6, 1, 1>, + Conv::template process_tile<1, 0, 3, 6, 1, 2>, + Conv::template process_tile<1, 0, 3, 6, 1, 3>, + }, // Output pad bottom = 1 + { // Output pad bottom = 2 + Conv::template process_tile<1, 0, 3, 6, 2, 0>, + Conv::template process_tile<1, 0, 3, 6, 2, 1>, + Conv::template process_tile<1, 0, 3, 6, 2, 2>, + Conv::template process_tile<1, 0, 3, 6, 2, 3>, + }, // Output pad bottom = 2 + { // Output pad bottom = 3 + Conv::template process_tile<1, 0, 3, 6, 3, 0>, + Conv::template process_tile<1, 0, 3, 6, 3, 1>, + Conv::template process_tile<1, 0, 3, 6, 3, 2>, + Conv::template process_tile<1, 0, 3, 6, 3, 3>, + }, // Output pad bottom = 3 + }, // Input pad right = 6 + }, // Input pad bottom = 3 + { // Input pad bottom = 4 + { // Input pad right = 0 + { // Output pad bottom = 0 + Conv::template process_tile<1, 0, 4, 0, 0, 0>, + Conv::template process_tile<1, 0, 4, 0, 0, 1>, + Conv::template process_tile<1, 0, 4, 0, 0, 2>, + Conv::template process_tile<1, 0, 4, 0, 0, 3>, + }, // Output pad bottom = 0 + { // Output pad bottom = 1 + Conv::template process_tile<1, 0, 4, 0, 1, 0>, + Conv::template process_tile<1, 0, 4, 0, 1, 1>, + Conv::template process_tile<1, 0, 4, 0, 1, 2>, + Conv::template process_tile<1, 0, 4, 0, 1, 3>, + }, // Output pad bottom = 1 + { // Output pad bottom = 2 + Conv::template process_tile<1, 0, 4, 0, 2, 0>, + Conv::template process_tile<1, 0, 4, 0, 2, 1>, + Conv::template process_tile<1, 0, 4, 0, 2, 2>, + Conv::template process_tile<1, 0, 4, 0, 2, 3>, + }, // Output pad bottom = 2 + { // Output pad bottom = 3 + Conv::template process_tile<1, 0, 4, 0, 3, 0>, + Conv::template process_tile<1, 0, 4, 0, 3, 1>, + Conv::template process_tile<1, 0, 4, 0, 3, 2>, + Conv::template process_tile<1, 0, 4, 0, 3, 3>, + }, // Output pad bottom = 3 + }, // Input pad right = 0 + { // Input pad right = 1 + { // Output pad bottom = 0 + Conv::template process_tile<1, 0, 4, 1, 0, 0>, + Conv::template process_tile<1, 0, 4, 1, 0, 1>, + Conv::template process_tile<1, 0, 4, 1, 0, 2>, + Conv::template process_tile<1, 0, 4, 1, 0, 3>, + }, // Output pad bottom = 0 + { // Output pad bottom = 1 + Conv::template process_tile<1, 0, 4, 1, 1, 0>, + Conv::template process_tile<1, 0, 4, 1, 1, 1>, + Conv::template process_tile<1, 0, 4, 1, 1, 2>, + Conv::template process_tile<1, 0, 4, 1, 1, 3>, + }, // Output pad bottom = 1 + { // Output pad bottom = 2 + Conv::template process_tile<1, 0, 4, 1, 2, 0>, + Conv::template process_tile<1, 0, 4, 1, 2, 1>, + Conv::template process_tile<1, 0, 4, 1, 2, 2>, + Conv::template process_tile<1, 0, 4, 1, 2, 3>, + }, // Output pad bottom = 2 + { // Output pad bottom = 3 + Conv::template process_tile<1, 0, 4, 1, 3, 0>, + Conv::template process_tile<1, 0, 4, 1, 3, 1>, + Conv::template process_tile<1, 0, 4, 1, 3, 2>, + Conv::template process_tile<1, 0, 4, 1, 3, 3>, + }, // Output pad bottom = 3 + }, // Input pad right = 1 + { // Input pad right = 2 + { // Output pad bottom = 0 + Conv::template process_tile<1, 0, 4, 2, 0, 0>, + Conv::template process_tile<1, 0, 4, 2, 0, 1>, + Conv::template process_tile<1, 0, 4, 2, 0, 2>, + Conv::template process_tile<1, 0, 4, 2, 0, 3>, + }, // Output pad bottom = 0 + { // Output pad bottom = 1 + Conv::template process_tile<1, 0, 4, 2, 1, 0>, + Conv::template process_tile<1, 0, 4, 2, 1, 1>, + Conv::template process_tile<1, 0, 4, 2, 1, 2>, + Conv::template process_tile<1, 0, 4, 2, 1, 3>, + }, // Output pad bottom = 1 + { // Output pad bottom = 2 + Conv::template process_tile<1, 0, 4, 2, 2, 0>, + Conv::template process_tile<1, 0, 4, 2, 2, 1>, + Conv::template process_tile<1, 0, 4, 2, 2, 2>, + Conv::template process_tile<1, 0, 4, 2, 2, 3>, + }, // Output pad bottom = 2 + { // Output pad bottom = 3 + Conv::template process_tile<1, 0, 4, 2, 3, 0>, + Conv::template process_tile<1, 0, 4, 2, 3, 1>, + Conv::template process_tile<1, 0, 4, 2, 3, 2>, + Conv::template process_tile<1, 0, 4, 2, 3, 3>, + }, // Output pad bottom = 3 + }, // Input pad right = 2 + { // Input pad right = 3 + { // Output pad bottom = 0 + Conv::template process_tile<1, 0, 4, 3, 0, 0>, + Conv::template process_tile<1, 0, 4, 3, 0, 1>, + Conv::template process_tile<1, 0, 4, 3, 0, 2>, + Conv::template process_tile<1, 0, 4, 3, 0, 3>, + }, // Output pad bottom = 0 + { // Output pad bottom = 1 + Conv::template process_tile<1, 0, 4, 3, 1, 0>, + Conv::template process_tile<1, 0, 4, 3, 1, 1>, + Conv::template process_tile<1, 0, 4, 3, 1, 2>, + Conv::template process_tile<1, 0, 4, 3, 1, 3>, + }, // Output pad bottom = 1 + { // Output pad bottom = 2 + Conv::template process_tile<1, 0, 4, 3, 2, 0>, + Conv::template process_tile<1, 0, 4, 3, 2, 1>, + Conv::template process_tile<1, 0, 4, 3, 2, 2>, + Conv::template process_tile<1, 0, 4, 3, 2, 3>, + }, // Output pad bottom = 2 + { // Output pad bottom = 3 + Conv::template process_tile<1, 0, 4, 3, 3, 0>, + Conv::template process_tile<1, 0, 4, 3, 3, 1>, + Conv::template process_tile<1, 0, 4, 3, 3, 2>, + Conv::template process_tile<1, 0, 4, 3, 3, 3>, + }, // Output pad bottom = 3 + }, // Input pad right = 3 + { // Input pad right = 4 + { // Output pad bottom = 0 + Conv::template process_tile<1, 0, 4, 4, 0, 0>, + Conv::template process_tile<1, 0, 4, 4, 0, 1>, + Conv::template process_tile<1, 0, 4, 4, 0, 2>, + Conv::template process_tile<1, 0, 4, 4, 0, 3>, + }, // Output pad bottom = 0 + { // Output pad bottom = 1 + Conv::template process_tile<1, 0, 4, 4, 1, 0>, + Conv::template process_tile<1, 0, 4, 4, 1, 1>, + Conv::template process_tile<1, 0, 4, 4, 1, 2>, + Conv::template process_tile<1, 0, 4, 4, 1, 3>, + }, // Output pad bottom = 1 + { // Output pad bottom = 2 + Conv::template process_tile<1, 0, 4, 4, 2, 0>, + Conv::template process_tile<1, 0, 4, 4, 2, 1>, + Conv::template process_tile<1, 0, 4, 4, 2, 2>, + Conv::template process_tile<1, 0, 4, 4, 2, 3>, + }, // Output pad bottom = 2 + { // Output pad bottom = 3 + Conv::template process_tile<1, 0, 4, 4, 3, 0>, + Conv::template process_tile<1, 0, 4, 4, 3, 1>, + Conv::template process_tile<1, 0, 4, 4, 3, 2>, + Conv::template process_tile<1, 0, 4, 4, 3, 3>, + }, // Output pad bottom = 3 + }, // Input pad right = 4 + { // Input pad right = 5 + { // Output pad bottom = 0 + Conv::template process_tile<1, 0, 4, 5, 0, 0>, + Conv::template process_tile<1, 0, 4, 5, 0, 1>, + Conv::template process_tile<1, 0, 4, 5, 0, 2>, + Conv::template process_tile<1, 0, 4, 5, 0, 3>, + }, // Output pad bottom = 0 + { // Output pad bottom = 1 + Conv::template process_tile<1, 0, 4, 5, 1, 0>, + Conv::template process_tile<1, 0, 4, 5, 1, 1>, + Conv::template process_tile<1, 0, 4, 5, 1, 2>, + Conv::template process_tile<1, 0, 4, 5, 1, 3>, + }, // Output pad bottom = 1 + { // Output pad bottom = 2 + Conv::template process_tile<1, 0, 4, 5, 2, 0>, + Conv::template process_tile<1, 0, 4, 5, 2, 1>, + Conv::template process_tile<1, 0, 4, 5, 2, 2>, + Conv::template process_tile<1, 0, 4, 5, 2, 3>, + }, // Output pad bottom = 2 + { // Output pad bottom = 3 + Conv::template process_tile<1, 0, 4, 5, 3, 0>, + Conv::template process_tile<1, 0, 4, 5, 3, 1>, + Conv::template process_tile<1, 0, 4, 5, 3, 2>, + Conv::template process_tile<1, 0, 4, 5, 3, 3>, + }, // Output pad bottom = 3 + }, // Input pad right = 5 + { // Input pad right = 6 + { // Output pad bottom = 0 + Conv::template process_tile<1, 0, 4, 6, 0, 0>, + Conv::template process_tile<1, 0, 4, 6, 0, 1>, + Conv::template process_tile<1, 0, 4, 6, 0, 2>, + Conv::template process_tile<1, 0, 4, 6, 0, 3>, + }, // Output pad bottom = 0 + { // Output pad bottom = 1 + Conv::template process_tile<1, 0, 4, 6, 1, 0>, + Conv::template process_tile<1, 0, 4, 6, 1, 1>, + Conv::template process_tile<1, 0, 4, 6, 1, 2>, + Conv::template process_tile<1, 0, 4, 6, 1, 3>, + }, // Output pad bottom = 1 + { // Output pad bottom = 2 + Conv::template process_tile<1, 0, 4, 6, 2, 0>, + Conv::template process_tile<1, 0, 4, 6, 2, 1>, + Conv::template process_tile<1, 0, 4, 6, 2, 2>, + Conv::template process_tile<1, 0, 4, 6, 2, 3>, + }, // Output pad bottom = 2 + { // Output pad bottom = 3 + Conv::template process_tile<1, 0, 4, 6, 3, 0>, + Conv::template process_tile<1, 0, 4, 6, 3, 1>, + Conv::template process_tile<1, 0, 4, 6, 3, 2>, + Conv::template process_tile<1, 0, 4, 6, 3, 3>, + }, // Output pad bottom = 3 + }, // Input pad right = 6 + }, // Input pad bottom = 4 + { // Input pad bottom = 5 + { // Input pad right = 0 + { // Output pad bottom = 0 + Conv::template process_tile<1, 0, 5, 0, 0, 0>, + Conv::template process_tile<1, 0, 5, 0, 0, 1>, + Conv::template process_tile<1, 0, 5, 0, 0, 2>, + Conv::template process_tile<1, 0, 5, 0, 0, 3>, + }, // Output pad bottom = 0 + { // Output pad bottom = 1 + Conv::template process_tile<1, 0, 5, 0, 1, 0>, + Conv::template process_tile<1, 0, 5, 0, 1, 1>, + Conv::template process_tile<1, 0, 5, 0, 1, 2>, + Conv::template process_tile<1, 0, 5, 0, 1, 3>, + }, // Output pad bottom = 1 + { // Output pad bottom = 2 + Conv::template process_tile<1, 0, 5, 0, 2, 0>, + Conv::template process_tile<1, 0, 5, 0, 2, 1>, + Conv::template process_tile<1, 0, 5, 0, 2, 2>, + Conv::template process_tile<1, 0, 5, 0, 2, 3>, + }, // Output pad bottom = 2 + { // Output pad bottom = 3 + Conv::template process_tile<1, 0, 5, 0, 3, 0>, + Conv::template process_tile<1, 0, 5, 0, 3, 1>, + Conv::template process_tile<1, 0, 5, 0, 3, 2>, + Conv::template process_tile<1, 0, 5, 0, 3, 3>, + }, // Output pad bottom = 3 + }, // Input pad right = 0 + { // Input pad right = 1 + { // Output pad bottom = 0 + Conv::template process_tile<1, 0, 5, 1, 0, 0>, + Conv::template process_tile<1, 0, 5, 1, 0, 1>, + Conv::template process_tile<1, 0, 5, 1, 0, 2>, + Conv::template process_tile<1, 0, 5, 1, 0, 3>, + }, // Output pad bottom = 0 + { // Output pad bottom = 1 + Conv::template process_tile<1, 0, 5, 1, 1, 0>, + Conv::template process_tile<1, 0, 5, 1, 1, 1>, + Conv::template process_tile<1, 0, 5, 1, 1, 2>, + Conv::template process_tile<1, 0, 5, 1, 1, 3>, + }, // Output pad bottom = 1 + { // Output pad bottom = 2 + Conv::template process_tile<1, 0, 5, 1, 2, 0>, + Conv::template process_tile<1, 0, 5, 1, 2, 1>, + Conv::template process_tile<1, 0, 5, 1, 2, 2>, + Conv::template process_tile<1, 0, 5, 1, 2, 3>, + }, // Output pad bottom = 2 + { // Output pad bottom = 3 + Conv::template process_tile<1, 0, 5, 1, 3, 0>, + Conv::template process_tile<1, 0, 5, 1, 3, 1>, + Conv::template process_tile<1, 0, 5, 1, 3, 2>, + Conv::template process_tile<1, 0, 5, 1, 3, 3>, + }, // Output pad bottom = 3 + }, // Input pad right = 1 + { // Input pad right = 2 + { // Output pad bottom = 0 + Conv::template process_tile<1, 0, 5, 2, 0, 0>, + Conv::template process_tile<1, 0, 5, 2, 0, 1>, + Conv::template process_tile<1, 0, 5, 2, 0, 2>, + Conv::template process_tile<1, 0, 5, 2, 0, 3>, + }, // Output pad bottom = 0 + { // Output pad bottom = 1 + Conv::template process_tile<1, 0, 5, 2, 1, 0>, + Conv::template process_tile<1, 0, 5, 2, 1, 1>, + Conv::template process_tile<1, 0, 5, 2, 1, 2>, + Conv::template process_tile<1, 0, 5, 2, 1, 3>, + }, // Output pad bottom = 1 + { // Output pad bottom = 2 + Conv::template process_tile<1, 0, 5, 2, 2, 0>, + Conv::template process_tile<1, 0, 5, 2, 2, 1>, + Conv::template process_tile<1, 0, 5, 2, 2, 2>, + Conv::template process_tile<1, 0, 5, 2, 2, 3>, + }, // Output pad bottom = 2 + { // Output pad bottom = 3 + Conv::template process_tile<1, 0, 5, 2, 3, 0>, + Conv::template process_tile<1, 0, 5, 2, 3, 1>, + Conv::template process_tile<1, 0, 5, 2, 3, 2>, + Conv::template process_tile<1, 0, 5, 2, 3, 3>, + }, // Output pad bottom = 3 + }, // Input pad right = 2 + { // Input pad right = 3 + { // Output pad bottom = 0 + Conv::template process_tile<1, 0, 5, 3, 0, 0>, + Conv::template process_tile<1, 0, 5, 3, 0, 1>, + Conv::template process_tile<1, 0, 5, 3, 0, 2>, + Conv::template process_tile<1, 0, 5, 3, 0, 3>, + }, // Output pad bottom = 0 + { // Output pad bottom = 1 + Conv::template process_tile<1, 0, 5, 3, 1, 0>, + Conv::template process_tile<1, 0, 5, 3, 1, 1>, + Conv::template process_tile<1, 0, 5, 3, 1, 2>, + Conv::template process_tile<1, 0, 5, 3, 1, 3>, + }, // Output pad bottom = 1 + { // Output pad bottom = 2 + Conv::template process_tile<1, 0, 5, 3, 2, 0>, + Conv::template process_tile<1, 0, 5, 3, 2, 1>, + Conv::template process_tile<1, 0, 5, 3, 2, 2>, + Conv::template process_tile<1, 0, 5, 3, 2, 3>, + }, // Output pad bottom = 2 + { // Output pad bottom = 3 + Conv::template process_tile<1, 0, 5, 3, 3, 0>, + Conv::template process_tile<1, 0, 5, 3, 3, 1>, + Conv::template process_tile<1, 0, 5, 3, 3, 2>, + Conv::template process_tile<1, 0, 5, 3, 3, 3>, + }, // Output pad bottom = 3 + }, // Input pad right = 3 + { // Input pad right = 4 + { // Output pad bottom = 0 + Conv::template process_tile<1, 0, 5, 4, 0, 0>, + Conv::template process_tile<1, 0, 5, 4, 0, 1>, + Conv::template process_tile<1, 0, 5, 4, 0, 2>, + Conv::template process_tile<1, 0, 5, 4, 0, 3>, + }, // Output pad bottom = 0 + { // Output pad bottom = 1 + Conv::template process_tile<1, 0, 5, 4, 1, 0>, + Conv::template process_tile<1, 0, 5, 4, 1, 1>, + Conv::template process_tile<1, 0, 5, 4, 1, 2>, + Conv::template process_tile<1, 0, 5, 4, 1, 3>, + }, // Output pad bottom = 1 + { // Output pad bottom = 2 + Conv::template process_tile<1, 0, 5, 4, 2, 0>, + Conv::template process_tile<1, 0, 5, 4, 2, 1>, + Conv::template process_tile<1, 0, 5, 4, 2, 2>, + Conv::template process_tile<1, 0, 5, 4, 2, 3>, + }, // Output pad bottom = 2 + { // Output pad bottom = 3 + Conv::template process_tile<1, 0, 5, 4, 3, 0>, + Conv::template process_tile<1, 0, 5, 4, 3, 1>, + Conv::template process_tile<1, 0, 5, 4, 3, 2>, + Conv::template process_tile<1, 0, 5, 4, 3, 3>, + }, // Output pad bottom = 3 + }, // Input pad right = 4 + { // Input pad right = 5 + { // Output pad bottom = 0 + Conv::template process_tile<1, 0, 5, 5, 0, 0>, + Conv::template process_tile<1, 0, 5, 5, 0, 1>, + Conv::template process_tile<1, 0, 5, 5, 0, 2>, + Conv::template process_tile<1, 0, 5, 5, 0, 3>, + }, // Output pad bottom = 0 + { // Output pad bottom = 1 + Conv::template process_tile<1, 0, 5, 5, 1, 0>, + Conv::template process_tile<1, 0, 5, 5, 1, 1>, + Conv::template process_tile<1, 0, 5, 5, 1, 2>, + Conv::template process_tile<1, 0, 5, 5, 1, 3>, + }, // Output pad bottom = 1 + { // Output pad bottom = 2 + Conv::template process_tile<1, 0, 5, 5, 2, 0>, + Conv::template process_tile<1, 0, 5, 5, 2, 1>, + Conv::template process_tile<1, 0, 5, 5, 2, 2>, + Conv::template process_tile<1, 0, 5, 5, 2, 3>, + }, // Output pad bottom = 2 + { // Output pad bottom = 3 + Conv::template process_tile<1, 0, 5, 5, 3, 0>, + Conv::template process_tile<1, 0, 5, 5, 3, 1>, + Conv::template process_tile<1, 0, 5, 5, 3, 2>, + Conv::template process_tile<1, 0, 5, 5, 3, 3>, + }, // Output pad bottom = 3 + }, // Input pad right = 5 + { // Input pad right = 6 + { // Output pad bottom = 0 + Conv::template process_tile<1, 0, 5, 6, 0, 0>, + Conv::template process_tile<1, 0, 5, 6, 0, 1>, + Conv::template process_tile<1, 0, 5, 6, 0, 2>, + Conv::template process_tile<1, 0, 5, 6, 0, 3>, + }, // Output pad bottom = 0 + { // Output pad bottom = 1 + Conv::template process_tile<1, 0, 5, 6, 1, 0>, + Conv::template process_tile<1, 0, 5, 6, 1, 1>, + Conv::template process_tile<1, 0, 5, 6, 1, 2>, + Conv::template process_tile<1, 0, 5, 6, 1, 3>, + }, // Output pad bottom = 1 + { // Output pad bottom = 2 + Conv::template process_tile<1, 0, 5, 6, 2, 0>, + Conv::template process_tile<1, 0, 5, 6, 2, 1>, + Conv::template process_tile<1, 0, 5, 6, 2, 2>, + Conv::template process_tile<1, 0, 5, 6, 2, 3>, + }, // Output pad bottom = 2 + { // Output pad bottom = 3 + Conv::template process_tile<1, 0, 5, 6, 3, 0>, + Conv::template process_tile<1, 0, 5, 6, 3, 1>, + Conv::template process_tile<1, 0, 5, 6, 3, 2>, + Conv::template process_tile<1, 0, 5, 6, 3, 3>, + }, // Output pad bottom = 3 + }, // Input pad right = 6 + }, // Input pad bottom = 5 + { // Input pad bottom = 6 + { // Input pad right = 0 + { // Output pad bottom = 0 + Conv::template process_tile<1, 0, 6, 0, 0, 0>, + Conv::template process_tile<1, 0, 6, 0, 0, 1>, + Conv::template process_tile<1, 0, 6, 0, 0, 2>, + Conv::template process_tile<1, 0, 6, 0, 0, 3>, + }, // Output pad bottom = 0 + { // Output pad bottom = 1 + Conv::template process_tile<1, 0, 6, 0, 1, 0>, + Conv::template process_tile<1, 0, 6, 0, 1, 1>, + Conv::template process_tile<1, 0, 6, 0, 1, 2>, + Conv::template process_tile<1, 0, 6, 0, 1, 3>, + }, // Output pad bottom = 1 + { // Output pad bottom = 2 + Conv::template process_tile<1, 0, 6, 0, 2, 0>, + Conv::template process_tile<1, 0, 6, 0, 2, 1>, + Conv::template process_tile<1, 0, 6, 0, 2, 2>, + Conv::template process_tile<1, 0, 6, 0, 2, 3>, + }, // Output pad bottom = 2 + { // Output pad bottom = 3 + Conv::template process_tile<1, 0, 6, 0, 3, 0>, + Conv::template process_tile<1, 0, 6, 0, 3, 1>, + Conv::template process_tile<1, 0, 6, 0, 3, 2>, + Conv::template process_tile<1, 0, 6, 0, 3, 3>, + }, // Output pad bottom = 3 + }, // Input pad right = 0 + { // Input pad right = 1 + { // Output pad bottom = 0 + Conv::template process_tile<1, 0, 6, 1, 0, 0>, + Conv::template process_tile<1, 0, 6, 1, 0, 1>, + Conv::template process_tile<1, 0, 6, 1, 0, 2>, + Conv::template process_tile<1, 0, 6, 1, 0, 3>, + }, // Output pad bottom = 0 + { // Output pad bottom = 1 + Conv::template process_tile<1, 0, 6, 1, 1, 0>, + Conv::template process_tile<1, 0, 6, 1, 1, 1>, + Conv::template process_tile<1, 0, 6, 1, 1, 2>, + Conv::template process_tile<1, 0, 6, 1, 1, 3>, + }, // Output pad bottom = 1 + { // Output pad bottom = 2 + Conv::template process_tile<1, 0, 6, 1, 2, 0>, + Conv::template process_tile<1, 0, 6, 1, 2, 1>, + Conv::template process_tile<1, 0, 6, 1, 2, 2>, + Conv::template process_tile<1, 0, 6, 1, 2, 3>, + }, // Output pad bottom = 2 + { // Output pad bottom = 3 + Conv::template process_tile<1, 0, 6, 1, 3, 0>, + Conv::template process_tile<1, 0, 6, 1, 3, 1>, + Conv::template process_tile<1, 0, 6, 1, 3, 2>, + Conv::template process_tile<1, 0, 6, 1, 3, 3>, + }, // Output pad bottom = 3 + }, // Input pad right = 1 + { // Input pad right = 2 + { // Output pad bottom = 0 + Conv::template process_tile<1, 0, 6, 2, 0, 0>, + Conv::template process_tile<1, 0, 6, 2, 0, 1>, + Conv::template process_tile<1, 0, 6, 2, 0, 2>, + Conv::template process_tile<1, 0, 6, 2, 0, 3>, + }, // Output pad bottom = 0 + { // Output pad bottom = 1 + Conv::template process_tile<1, 0, 6, 2, 1, 0>, + Conv::template process_tile<1, 0, 6, 2, 1, 1>, + Conv::template process_tile<1, 0, 6, 2, 1, 2>, + Conv::template process_tile<1, 0, 6, 2, 1, 3>, + }, // Output pad bottom = 1 + { // Output pad bottom = 2 + Conv::template process_tile<1, 0, 6, 2, 2, 0>, + Conv::template process_tile<1, 0, 6, 2, 2, 1>, + Conv::template process_tile<1, 0, 6, 2, 2, 2>, + Conv::template process_tile<1, 0, 6, 2, 2, 3>, + }, // Output pad bottom = 2 + { // Output pad bottom = 3 + Conv::template process_tile<1, 0, 6, 2, 3, 0>, + Conv::template process_tile<1, 0, 6, 2, 3, 1>, + Conv::template process_tile<1, 0, 6, 2, 3, 2>, + Conv::template process_tile<1, 0, 6, 2, 3, 3>, + }, // Output pad bottom = 3 + }, // Input pad right = 2 + { // Input pad right = 3 + { // Output pad bottom = 0 + Conv::template process_tile<1, 0, 6, 3, 0, 0>, + Conv::template process_tile<1, 0, 6, 3, 0, 1>, + Conv::template process_tile<1, 0, 6, 3, 0, 2>, + Conv::template process_tile<1, 0, 6, 3, 0, 3>, + }, // Output pad bottom = 0 + { // Output pad bottom = 1 + Conv::template process_tile<1, 0, 6, 3, 1, 0>, + Conv::template process_tile<1, 0, 6, 3, 1, 1>, + Conv::template process_tile<1, 0, 6, 3, 1, 2>, + Conv::template process_tile<1, 0, 6, 3, 1, 3>, + }, // Output pad bottom = 1 + { // Output pad bottom = 2 + Conv::template process_tile<1, 0, 6, 3, 2, 0>, + Conv::template process_tile<1, 0, 6, 3, 2, 1>, + Conv::template process_tile<1, 0, 6, 3, 2, 2>, + Conv::template process_tile<1, 0, 6, 3, 2, 3>, + }, // Output pad bottom = 2 + { // Output pad bottom = 3 + Conv::template process_tile<1, 0, 6, 3, 3, 0>, + Conv::template process_tile<1, 0, 6, 3, 3, 1>, + Conv::template process_tile<1, 0, 6, 3, 3, 2>, + Conv::template process_tile<1, 0, 6, 3, 3, 3>, + }, // Output pad bottom = 3 + }, // Input pad right = 3 + { // Input pad right = 4 + { // Output pad bottom = 0 + Conv::template process_tile<1, 0, 6, 4, 0, 0>, + Conv::template process_tile<1, 0, 6, 4, 0, 1>, + Conv::template process_tile<1, 0, 6, 4, 0, 2>, + Conv::template process_tile<1, 0, 6, 4, 0, 3>, + }, // Output pad bottom = 0 + { // Output pad bottom = 1 + Conv::template process_tile<1, 0, 6, 4, 1, 0>, + Conv::template process_tile<1, 0, 6, 4, 1, 1>, + Conv::template process_tile<1, 0, 6, 4, 1, 2>, + Conv::template process_tile<1, 0, 6, 4, 1, 3>, + }, // Output pad bottom = 1 + { // Output pad bottom = 2 + Conv::template process_tile<1, 0, 6, 4, 2, 0>, + Conv::template process_tile<1, 0, 6, 4, 2, 1>, + Conv::template process_tile<1, 0, 6, 4, 2, 2>, + Conv::template process_tile<1, 0, 6, 4, 2, 3>, + }, // Output pad bottom = 2 + { // Output pad bottom = 3 + Conv::template process_tile<1, 0, 6, 4, 3, 0>, + Conv::template process_tile<1, 0, 6, 4, 3, 1>, + Conv::template process_tile<1, 0, 6, 4, 3, 2>, + Conv::template process_tile<1, 0, 6, 4, 3, 3>, + }, // Output pad bottom = 3 + }, // Input pad right = 4 + { // Input pad right = 5 + { // Output pad bottom = 0 + Conv::template process_tile<1, 0, 6, 5, 0, 0>, + Conv::template process_tile<1, 0, 6, 5, 0, 1>, + Conv::template process_tile<1, 0, 6, 5, 0, 2>, + Conv::template process_tile<1, 0, 6, 5, 0, 3>, + }, // Output pad bottom = 0 + { // Output pad bottom = 1 + Conv::template process_tile<1, 0, 6, 5, 1, 0>, + Conv::template process_tile<1, 0, 6, 5, 1, 1>, + Conv::template process_tile<1, 0, 6, 5, 1, 2>, + Conv::template process_tile<1, 0, 6, 5, 1, 3>, + }, // Output pad bottom = 1 + { // Output pad bottom = 2 + Conv::template process_tile<1, 0, 6, 5, 2, 0>, + Conv::template process_tile<1, 0, 6, 5, 2, 1>, + Conv::template process_tile<1, 0, 6, 5, 2, 2>, + Conv::template process_tile<1, 0, 6, 5, 2, 3>, + }, // Output pad bottom = 2 + { // Output pad bottom = 3 + Conv::template process_tile<1, 0, 6, 5, 3, 0>, + Conv::template process_tile<1, 0, 6, 5, 3, 1>, + Conv::template process_tile<1, 0, 6, 5, 3, 2>, + Conv::template process_tile<1, 0, 6, 5, 3, 3>, + }, // Output pad bottom = 3 + }, // Input pad right = 5 + { // Input pad right = 6 + { // Output pad bottom = 0 + Conv::template process_tile<1, 0, 6, 6, 0, 0>, + Conv::template process_tile<1, 0, 6, 6, 0, 1>, + Conv::template process_tile<1, 0, 6, 6, 0, 2>, + Conv::template process_tile<1, 0, 6, 6, 0, 3>, + }, // Output pad bottom = 0 + { // Output pad bottom = 1 + Conv::template process_tile<1, 0, 6, 6, 1, 0>, + Conv::template process_tile<1, 0, 6, 6, 1, 1>, + Conv::template process_tile<1, 0, 6, 6, 1, 2>, + Conv::template process_tile<1, 0, 6, 6, 1, 3>, + }, // Output pad bottom = 1 + { // Output pad bottom = 2 + Conv::template process_tile<1, 0, 6, 6, 2, 0>, + Conv::template process_tile<1, 0, 6, 6, 2, 1>, + Conv::template process_tile<1, 0, 6, 6, 2, 2>, + Conv::template process_tile<1, 0, 6, 6, 2, 3>, + }, // Output pad bottom = 2 + { // Output pad bottom = 3 + Conv::template process_tile<1, 0, 6, 6, 3, 0>, + Conv::template process_tile<1, 0, 6, 6, 3, 1>, + Conv::template process_tile<1, 0, 6, 6, 3, 2>, + Conv::template process_tile<1, 0, 6, 6, 3, 3>, + }, // Output pad bottom = 3 + }, // Input pad right = 6 + }, // Input pad bottom = 6 + }, // Input pad left = 0 + { // Input pad left = 1 + { // Input pad bottom = 0 + { // Input pad right = 0 + { // Output pad bottom = 0 + Conv::template process_tile<1, 1, 0, 0, 0, 0>, + Conv::template process_tile<1, 1, 0, 0, 0, 1>, + Conv::template process_tile<1, 1, 0, 0, 0, 2>, + Conv::template process_tile<1, 1, 0, 0, 0, 3>, + }, // Output pad bottom = 0 + { // Output pad bottom = 1 + Conv::template process_tile<1, 1, 0, 0, 1, 0>, + Conv::template process_tile<1, 1, 0, 0, 1, 1>, + Conv::template process_tile<1, 1, 0, 0, 1, 2>, + Conv::template process_tile<1, 1, 0, 0, 1, 3>, + }, // Output pad bottom = 1 + { // Output pad bottom = 2 + Conv::template process_tile<1, 1, 0, 0, 2, 0>, + Conv::template process_tile<1, 1, 0, 0, 2, 1>, + Conv::template process_tile<1, 1, 0, 0, 2, 2>, + Conv::template process_tile<1, 1, 0, 0, 2, 3>, + }, // Output pad bottom = 2 + { // Output pad bottom = 3 + Conv::template process_tile<1, 1, 0, 0, 3, 0>, + Conv::template process_tile<1, 1, 0, 0, 3, 1>, + Conv::template process_tile<1, 1, 0, 0, 3, 2>, + Conv::template process_tile<1, 1, 0, 0, 3, 3>, + }, // Output pad bottom = 3 + }, // Input pad right = 0 + { // Input pad right = 1 + { // Output pad bottom = 0 + Conv::template process_tile<1, 1, 0, 1, 0, 0>, + Conv::template process_tile<1, 1, 0, 1, 0, 1>, + Conv::template process_tile<1, 1, 0, 1, 0, 2>, + Conv::template process_tile<1, 1, 0, 1, 0, 3>, + }, // Output pad bottom = 0 + { // Output pad bottom = 1 + Conv::template process_tile<1, 1, 0, 1, 1, 0>, + Conv::template process_tile<1, 1, 0, 1, 1, 1>, + Conv::template process_tile<1, 1, 0, 1, 1, 2>, + Conv::template process_tile<1, 1, 0, 1, 1, 3>, + }, // Output pad bottom = 1 + { // Output pad bottom = 2 + Conv::template process_tile<1, 1, 0, 1, 2, 0>, + Conv::template process_tile<1, 1, 0, 1, 2, 1>, + Conv::template process_tile<1, 1, 0, 1, 2, 2>, + Conv::template process_tile<1, 1, 0, 1, 2, 3>, + }, // Output pad bottom = 2 + { // Output pad bottom = 3 + Conv::template process_tile<1, 1, 0, 1, 3, 0>, + Conv::template process_tile<1, 1, 0, 1, 3, 1>, + Conv::template process_tile<1, 1, 0, 1, 3, 2>, + Conv::template process_tile<1, 1, 0, 1, 3, 3>, + }, // Output pad bottom = 3 + }, // Input pad right = 1 + { // Input pad right = 2 + { // Output pad bottom = 0 + Conv::template process_tile<1, 1, 0, 2, 0, 0>, + Conv::template process_tile<1, 1, 0, 2, 0, 1>, + Conv::template process_tile<1, 1, 0, 2, 0, 2>, + Conv::template process_tile<1, 1, 0, 2, 0, 3>, + }, // Output pad bottom = 0 + { // Output pad bottom = 1 + Conv::template process_tile<1, 1, 0, 2, 1, 0>, + Conv::template process_tile<1, 1, 0, 2, 1, 1>, + Conv::template process_tile<1, 1, 0, 2, 1, 2>, + Conv::template process_tile<1, 1, 0, 2, 1, 3>, + }, // Output pad bottom = 1 + { // Output pad bottom = 2 + Conv::template process_tile<1, 1, 0, 2, 2, 0>, + Conv::template process_tile<1, 1, 0, 2, 2, 1>, + Conv::template process_tile<1, 1, 0, 2, 2, 2>, + Conv::template process_tile<1, 1, 0, 2, 2, 3>, + }, // Output pad bottom = 2 + { // Output pad bottom = 3 + Conv::template process_tile<1, 1, 0, 2, 3, 0>, + Conv::template process_tile<1, 1, 0, 2, 3, 1>, + Conv::template process_tile<1, 1, 0, 2, 3, 2>, + Conv::template process_tile<1, 1, 0, 2, 3, 3>, + }, // Output pad bottom = 3 + }, // Input pad right = 2 + { // Input pad right = 3 + { // Output pad bottom = 0 + Conv::template process_tile<1, 1, 0, 3, 0, 0>, + Conv::template process_tile<1, 1, 0, 3, 0, 1>, + Conv::template process_tile<1, 1, 0, 3, 0, 2>, + Conv::template process_tile<1, 1, 0, 3, 0, 3>, + }, // Output pad bottom = 0 + { // Output pad bottom = 1 + Conv::template process_tile<1, 1, 0, 3, 1, 0>, + Conv::template process_tile<1, 1, 0, 3, 1, 1>, + Conv::template process_tile<1, 1, 0, 3, 1, 2>, + Conv::template process_tile<1, 1, 0, 3, 1, 3>, + }, // Output pad bottom = 1 + { // Output pad bottom = 2 + Conv::template process_tile<1, 1, 0, 3, 2, 0>, + Conv::template process_tile<1, 1, 0, 3, 2, 1>, + Conv::template process_tile<1, 1, 0, 3, 2, 2>, + Conv::template process_tile<1, 1, 0, 3, 2, 3>, + }, // Output pad bottom = 2 + { // Output pad bottom = 3 + Conv::template process_tile<1, 1, 0, 3, 3, 0>, + Conv::template process_tile<1, 1, 0, 3, 3, 1>, + Conv::template process_tile<1, 1, 0, 3, 3, 2>, + Conv::template process_tile<1, 1, 0, 3, 3, 3>, + }, // Output pad bottom = 3 + }, // Input pad right = 3 + { // Input pad right = 4 + { // Output pad bottom = 0 + Conv::template process_tile<1, 1, 0, 4, 0, 0>, + Conv::template process_tile<1, 1, 0, 4, 0, 1>, + Conv::template process_tile<1, 1, 0, 4, 0, 2>, + Conv::template process_tile<1, 1, 0, 4, 0, 3>, + }, // Output pad bottom = 0 + { // Output pad bottom = 1 + Conv::template process_tile<1, 1, 0, 4, 1, 0>, + Conv::template process_tile<1, 1, 0, 4, 1, 1>, + Conv::template process_tile<1, 1, 0, 4, 1, 2>, + Conv::template process_tile<1, 1, 0, 4, 1, 3>, + }, // Output pad bottom = 1 + { // Output pad bottom = 2 + Conv::template process_tile<1, 1, 0, 4, 2, 0>, + Conv::template process_tile<1, 1, 0, 4, 2, 1>, + Conv::template process_tile<1, 1, 0, 4, 2, 2>, + Conv::template process_tile<1, 1, 0, 4, 2, 3>, + }, // Output pad bottom = 2 + { // Output pad bottom = 3 + Conv::template process_tile<1, 1, 0, 4, 3, 0>, + Conv::template process_tile<1, 1, 0, 4, 3, 1>, + Conv::template process_tile<1, 1, 0, 4, 3, 2>, + Conv::template process_tile<1, 1, 0, 4, 3, 3>, + }, // Output pad bottom = 3 + }, // Input pad right = 4 + { // Input pad right = 5 + { // Output pad bottom = 0 + Conv::template process_tile<1, 1, 0, 5, 0, 0>, + Conv::template process_tile<1, 1, 0, 5, 0, 1>, + Conv::template process_tile<1, 1, 0, 5, 0, 2>, + Conv::template process_tile<1, 1, 0, 5, 0, 3>, + }, // Output pad bottom = 0 + { // Output pad bottom = 1 + Conv::template process_tile<1, 1, 0, 5, 1, 0>, + Conv::template process_tile<1, 1, 0, 5, 1, 1>, + Conv::template process_tile<1, 1, 0, 5, 1, 2>, + Conv::template process_tile<1, 1, 0, 5, 1, 3>, + }, // Output pad bottom = 1 + { // Output pad bottom = 2 + Conv::template process_tile<1, 1, 0, 5, 2, 0>, + Conv::template process_tile<1, 1, 0, 5, 2, 1>, + Conv::template process_tile<1, 1, 0, 5, 2, 2>, + Conv::template process_tile<1, 1, 0, 5, 2, 3>, + }, // Output pad bottom = 2 + { // Output pad bottom = 3 + Conv::template process_tile<1, 1, 0, 5, 3, 0>, + Conv::template process_tile<1, 1, 0, 5, 3, 1>, + Conv::template process_tile<1, 1, 0, 5, 3, 2>, + Conv::template process_tile<1, 1, 0, 5, 3, 3>, + }, // Output pad bottom = 3 + }, // Input pad right = 5 + { // Input pad right = 6 + { // Output pad bottom = 0 + Conv::template process_tile<1, 1, 0, 6, 0, 0>, + Conv::template process_tile<1, 1, 0, 6, 0, 1>, + Conv::template process_tile<1, 1, 0, 6, 0, 2>, + Conv::template process_tile<1, 1, 0, 6, 0, 3>, + }, // Output pad bottom = 0 + { // Output pad bottom = 1 + Conv::template process_tile<1, 1, 0, 6, 1, 0>, + Conv::template process_tile<1, 1, 0, 6, 1, 1>, + Conv::template process_tile<1, 1, 0, 6, 1, 2>, + Conv::template process_tile<1, 1, 0, 6, 1, 3>, + }, // Output pad bottom = 1 + { // Output pad bottom = 2 + Conv::template process_tile<1, 1, 0, 6, 2, 0>, + Conv::template process_tile<1, 1, 0, 6, 2, 1>, + Conv::template process_tile<1, 1, 0, 6, 2, 2>, + Conv::template process_tile<1, 1, 0, 6, 2, 3>, + }, // Output pad bottom = 2 + { // Output pad bottom = 3 + Conv::template process_tile<1, 1, 0, 6, 3, 0>, + Conv::template process_tile<1, 1, 0, 6, 3, 1>, + Conv::template process_tile<1, 1, 0, 6, 3, 2>, + Conv::template process_tile<1, 1, 0, 6, 3, 3>, + }, // Output pad bottom = 3 + }, // Input pad right = 6 + }, // Input pad bottom = 0 + { // Input pad bottom = 1 + { // Input pad right = 0 + { // Output pad bottom = 0 + Conv::template process_tile<1, 1, 1, 0, 0, 0>, + Conv::template process_tile<1, 1, 1, 0, 0, 1>, + Conv::template process_tile<1, 1, 1, 0, 0, 2>, + Conv::template process_tile<1, 1, 1, 0, 0, 3>, + }, // Output pad bottom = 0 + { // Output pad bottom = 1 + Conv::template process_tile<1, 1, 1, 0, 1, 0>, + Conv::template process_tile<1, 1, 1, 0, 1, 1>, + Conv::template process_tile<1, 1, 1, 0, 1, 2>, + Conv::template process_tile<1, 1, 1, 0, 1, 3>, + }, // Output pad bottom = 1 + { // Output pad bottom = 2 + Conv::template process_tile<1, 1, 1, 0, 2, 0>, + Conv::template process_tile<1, 1, 1, 0, 2, 1>, + Conv::template process_tile<1, 1, 1, 0, 2, 2>, + Conv::template process_tile<1, 1, 1, 0, 2, 3>, + }, // Output pad bottom = 2 + { // Output pad bottom = 3 + Conv::template process_tile<1, 1, 1, 0, 3, 0>, + Conv::template process_tile<1, 1, 1, 0, 3, 1>, + Conv::template process_tile<1, 1, 1, 0, 3, 2>, + Conv::template process_tile<1, 1, 1, 0, 3, 3>, + }, // Output pad bottom = 3 + }, // Input pad right = 0 + { // Input pad right = 1 + { // Output pad bottom = 0 + Conv::template process_tile<1, 1, 1, 1, 0, 0>, + Conv::template process_tile<1, 1, 1, 1, 0, 1>, + Conv::template process_tile<1, 1, 1, 1, 0, 2>, + Conv::template process_tile<1, 1, 1, 1, 0, 3>, + }, // Output pad bottom = 0 + { // Output pad bottom = 1 + Conv::template process_tile<1, 1, 1, 1, 1, 0>, + Conv::template process_tile<1, 1, 1, 1, 1, 1>, + Conv::template process_tile<1, 1, 1, 1, 1, 2>, + Conv::template process_tile<1, 1, 1, 1, 1, 3>, + }, // Output pad bottom = 1 + { // Output pad bottom = 2 + Conv::template process_tile<1, 1, 1, 1, 2, 0>, + Conv::template process_tile<1, 1, 1, 1, 2, 1>, + Conv::template process_tile<1, 1, 1, 1, 2, 2>, + Conv::template process_tile<1, 1, 1, 1, 2, 3>, + }, // Output pad bottom = 2 + { // Output pad bottom = 3 + Conv::template process_tile<1, 1, 1, 1, 3, 0>, + Conv::template process_tile<1, 1, 1, 1, 3, 1>, + Conv::template process_tile<1, 1, 1, 1, 3, 2>, + Conv::template process_tile<1, 1, 1, 1, 3, 3>, + }, // Output pad bottom = 3 + }, // Input pad right = 1 + { // Input pad right = 2 + { // Output pad bottom = 0 + Conv::template process_tile<1, 1, 1, 2, 0, 0>, + Conv::template process_tile<1, 1, 1, 2, 0, 1>, + Conv::template process_tile<1, 1, 1, 2, 0, 2>, + Conv::template process_tile<1, 1, 1, 2, 0, 3>, + }, // Output pad bottom = 0 + { // Output pad bottom = 1 + Conv::template process_tile<1, 1, 1, 2, 1, 0>, + Conv::template process_tile<1, 1, 1, 2, 1, 1>, + Conv::template process_tile<1, 1, 1, 2, 1, 2>, + Conv::template process_tile<1, 1, 1, 2, 1, 3>, + }, // Output pad bottom = 1 + { // Output pad bottom = 2 + Conv::template process_tile<1, 1, 1, 2, 2, 0>, + Conv::template process_tile<1, 1, 1, 2, 2, 1>, + Conv::template process_tile<1, 1, 1, 2, 2, 2>, + Conv::template process_tile<1, 1, 1, 2, 2, 3>, + }, // Output pad bottom = 2 + { // Output pad bottom = 3 + Conv::template process_tile<1, 1, 1, 2, 3, 0>, + Conv::template process_tile<1, 1, 1, 2, 3, 1>, + Conv::template process_tile<1, 1, 1, 2, 3, 2>, + Conv::template process_tile<1, 1, 1, 2, 3, 3>, + }, // Output pad bottom = 3 + }, // Input pad right = 2 + { // Input pad right = 3 + { // Output pad bottom = 0 + Conv::template process_tile<1, 1, 1, 3, 0, 0>, + Conv::template process_tile<1, 1, 1, 3, 0, 1>, + Conv::template process_tile<1, 1, 1, 3, 0, 2>, + Conv::template process_tile<1, 1, 1, 3, 0, 3>, + }, // Output pad bottom = 0 + { // Output pad bottom = 1 + Conv::template process_tile<1, 1, 1, 3, 1, 0>, + Conv::template process_tile<1, 1, 1, 3, 1, 1>, + Conv::template process_tile<1, 1, 1, 3, 1, 2>, + Conv::template process_tile<1, 1, 1, 3, 1, 3>, + }, // Output pad bottom = 1 + { // Output pad bottom = 2 + Conv::template process_tile<1, 1, 1, 3, 2, 0>, + Conv::template process_tile<1, 1, 1, 3, 2, 1>, + Conv::template process_tile<1, 1, 1, 3, 2, 2>, + Conv::template process_tile<1, 1, 1, 3, 2, 3>, + }, // Output pad bottom = 2 + { // Output pad bottom = 3 + Conv::template process_tile<1, 1, 1, 3, 3, 0>, + Conv::template process_tile<1, 1, 1, 3, 3, 1>, + Conv::template process_tile<1, 1, 1, 3, 3, 2>, + Conv::template process_tile<1, 1, 1, 3, 3, 3>, + }, // Output pad bottom = 3 + }, // Input pad right = 3 + { // Input pad right = 4 + { // Output pad bottom = 0 + Conv::template process_tile<1, 1, 1, 4, 0, 0>, + Conv::template process_tile<1, 1, 1, 4, 0, 1>, + Conv::template process_tile<1, 1, 1, 4, 0, 2>, + Conv::template process_tile<1, 1, 1, 4, 0, 3>, + }, // Output pad bottom = 0 + { // Output pad bottom = 1 + Conv::template process_tile<1, 1, 1, 4, 1, 0>, + Conv::template process_tile<1, 1, 1, 4, 1, 1>, + Conv::template process_tile<1, 1, 1, 4, 1, 2>, + Conv::template process_tile<1, 1, 1, 4, 1, 3>, + }, // Output pad bottom = 1 + { // Output pad bottom = 2 + Conv::template process_tile<1, 1, 1, 4, 2, 0>, + Conv::template process_tile<1, 1, 1, 4, 2, 1>, + Conv::template process_tile<1, 1, 1, 4, 2, 2>, + Conv::template process_tile<1, 1, 1, 4, 2, 3>, + }, // Output pad bottom = 2 + { // Output pad bottom = 3 + Conv::template process_tile<1, 1, 1, 4, 3, 0>, + Conv::template process_tile<1, 1, 1, 4, 3, 1>, + Conv::template process_tile<1, 1, 1, 4, 3, 2>, + Conv::template process_tile<1, 1, 1, 4, 3, 3>, + }, // Output pad bottom = 3 + }, // Input pad right = 4 + { // Input pad right = 5 + { // Output pad bottom = 0 + Conv::template process_tile<1, 1, 1, 5, 0, 0>, + Conv::template process_tile<1, 1, 1, 5, 0, 1>, + Conv::template process_tile<1, 1, 1, 5, 0, 2>, + Conv::template process_tile<1, 1, 1, 5, 0, 3>, + }, // Output pad bottom = 0 + { // Output pad bottom = 1 + Conv::template process_tile<1, 1, 1, 5, 1, 0>, + Conv::template process_tile<1, 1, 1, 5, 1, 1>, + Conv::template process_tile<1, 1, 1, 5, 1, 2>, + Conv::template process_tile<1, 1, 1, 5, 1, 3>, + }, // Output pad bottom = 1 + { // Output pad bottom = 2 + Conv::template process_tile<1, 1, 1, 5, 2, 0>, + Conv::template process_tile<1, 1, 1, 5, 2, 1>, + Conv::template process_tile<1, 1, 1, 5, 2, 2>, + Conv::template process_tile<1, 1, 1, 5, 2, 3>, + }, // Output pad bottom = 2 + { // Output pad bottom = 3 + Conv::template process_tile<1, 1, 1, 5, 3, 0>, + Conv::template process_tile<1, 1, 1, 5, 3, 1>, + Conv::template process_tile<1, 1, 1, 5, 3, 2>, + Conv::template process_tile<1, 1, 1, 5, 3, 3>, + }, // Output pad bottom = 3 + }, // Input pad right = 5 + { // Input pad right = 6 + { // Output pad bottom = 0 + Conv::template process_tile<1, 1, 1, 6, 0, 0>, + Conv::template process_tile<1, 1, 1, 6, 0, 1>, + Conv::template process_tile<1, 1, 1, 6, 0, 2>, + Conv::template process_tile<1, 1, 1, 6, 0, 3>, + }, // Output pad bottom = 0 + { // Output pad bottom = 1 + Conv::template process_tile<1, 1, 1, 6, 1, 0>, + Conv::template process_tile<1, 1, 1, 6, 1, 1>, + Conv::template process_tile<1, 1, 1, 6, 1, 2>, + Conv::template process_tile<1, 1, 1, 6, 1, 3>, + }, // Output pad bottom = 1 + { // Output pad bottom = 2 + Conv::template process_tile<1, 1, 1, 6, 2, 0>, + Conv::template process_tile<1, 1, 1, 6, 2, 1>, + Conv::template process_tile<1, 1, 1, 6, 2, 2>, + Conv::template process_tile<1, 1, 1, 6, 2, 3>, + }, // Output pad bottom = 2 + { // Output pad bottom = 3 + Conv::template process_tile<1, 1, 1, 6, 3, 0>, + Conv::template process_tile<1, 1, 1, 6, 3, 1>, + Conv::template process_tile<1, 1, 1, 6, 3, 2>, + Conv::template process_tile<1, 1, 1, 6, 3, 3>, + }, // Output pad bottom = 3 + }, // Input pad right = 6 + }, // Input pad bottom = 1 + { // Input pad bottom = 2 + { // Input pad right = 0 + { // Output pad bottom = 0 + Conv::template process_tile<1, 1, 2, 0, 0, 0>, + Conv::template process_tile<1, 1, 2, 0, 0, 1>, + Conv::template process_tile<1, 1, 2, 0, 0, 2>, + Conv::template process_tile<1, 1, 2, 0, 0, 3>, + }, // Output pad bottom = 0 + { // Output pad bottom = 1 + Conv::template process_tile<1, 1, 2, 0, 1, 0>, + Conv::template process_tile<1, 1, 2, 0, 1, 1>, + Conv::template process_tile<1, 1, 2, 0, 1, 2>, + Conv::template process_tile<1, 1, 2, 0, 1, 3>, + }, // Output pad bottom = 1 + { // Output pad bottom = 2 + Conv::template process_tile<1, 1, 2, 0, 2, 0>, + Conv::template process_tile<1, 1, 2, 0, 2, 1>, + Conv::template process_tile<1, 1, 2, 0, 2, 2>, + Conv::template process_tile<1, 1, 2, 0, 2, 3>, + }, // Output pad bottom = 2 + { // Output pad bottom = 3 + Conv::template process_tile<1, 1, 2, 0, 3, 0>, + Conv::template process_tile<1, 1, 2, 0, 3, 1>, + Conv::template process_tile<1, 1, 2, 0, 3, 2>, + Conv::template process_tile<1, 1, 2, 0, 3, 3>, + }, // Output pad bottom = 3 + }, // Input pad right = 0 + { // Input pad right = 1 + { // Output pad bottom = 0 + Conv::template process_tile<1, 1, 2, 1, 0, 0>, + Conv::template process_tile<1, 1, 2, 1, 0, 1>, + Conv::template process_tile<1, 1, 2, 1, 0, 2>, + Conv::template process_tile<1, 1, 2, 1, 0, 3>, + }, // Output pad bottom = 0 + { // Output pad bottom = 1 + Conv::template process_tile<1, 1, 2, 1, 1, 0>, + Conv::template process_tile<1, 1, 2, 1, 1, 1>, + Conv::template process_tile<1, 1, 2, 1, 1, 2>, + Conv::template process_tile<1, 1, 2, 1, 1, 3>, + }, // Output pad bottom = 1 + { // Output pad bottom = 2 + Conv::template process_tile<1, 1, 2, 1, 2, 0>, + Conv::template process_tile<1, 1, 2, 1, 2, 1>, + Conv::template process_tile<1, 1, 2, 1, 2, 2>, + Conv::template process_tile<1, 1, 2, 1, 2, 3>, + }, // Output pad bottom = 2 + { // Output pad bottom = 3 + Conv::template process_tile<1, 1, 2, 1, 3, 0>, + Conv::template process_tile<1, 1, 2, 1, 3, 1>, + Conv::template process_tile<1, 1, 2, 1, 3, 2>, + Conv::template process_tile<1, 1, 2, 1, 3, 3>, + }, // Output pad bottom = 3 + }, // Input pad right = 1 + { // Input pad right = 2 + { // Output pad bottom = 0 + Conv::template process_tile<1, 1, 2, 2, 0, 0>, + Conv::template process_tile<1, 1, 2, 2, 0, 1>, + Conv::template process_tile<1, 1, 2, 2, 0, 2>, + Conv::template process_tile<1, 1, 2, 2, 0, 3>, + }, // Output pad bottom = 0 + { // Output pad bottom = 1 + Conv::template process_tile<1, 1, 2, 2, 1, 0>, + Conv::template process_tile<1, 1, 2, 2, 1, 1>, + Conv::template process_tile<1, 1, 2, 2, 1, 2>, + Conv::template process_tile<1, 1, 2, 2, 1, 3>, + }, // Output pad bottom = 1 + { // Output pad bottom = 2 + Conv::template process_tile<1, 1, 2, 2, 2, 0>, + Conv::template process_tile<1, 1, 2, 2, 2, 1>, + Conv::template process_tile<1, 1, 2, 2, 2, 2>, + Conv::template process_tile<1, 1, 2, 2, 2, 3>, + }, // Output pad bottom = 2 + { // Output pad bottom = 3 + Conv::template process_tile<1, 1, 2, 2, 3, 0>, + Conv::template process_tile<1, 1, 2, 2, 3, 1>, + Conv::template process_tile<1, 1, 2, 2, 3, 2>, + Conv::template process_tile<1, 1, 2, 2, 3, 3>, + }, // Output pad bottom = 3 + }, // Input pad right = 2 + { // Input pad right = 3 + { // Output pad bottom = 0 + Conv::template process_tile<1, 1, 2, 3, 0, 0>, + Conv::template process_tile<1, 1, 2, 3, 0, 1>, + Conv::template process_tile<1, 1, 2, 3, 0, 2>, + Conv::template process_tile<1, 1, 2, 3, 0, 3>, + }, // Output pad bottom = 0 + { // Output pad bottom = 1 + Conv::template process_tile<1, 1, 2, 3, 1, 0>, + Conv::template process_tile<1, 1, 2, 3, 1, 1>, + Conv::template process_tile<1, 1, 2, 3, 1, 2>, + Conv::template process_tile<1, 1, 2, 3, 1, 3>, + }, // Output pad bottom = 1 + { // Output pad bottom = 2 + Conv::template process_tile<1, 1, 2, 3, 2, 0>, + Conv::template process_tile<1, 1, 2, 3, 2, 1>, + Conv::template process_tile<1, 1, 2, 3, 2, 2>, + Conv::template process_tile<1, 1, 2, 3, 2, 3>, + }, // Output pad bottom = 2 + { // Output pad bottom = 3 + Conv::template process_tile<1, 1, 2, 3, 3, 0>, + Conv::template process_tile<1, 1, 2, 3, 3, 1>, + Conv::template process_tile<1, 1, 2, 3, 3, 2>, + Conv::template process_tile<1, 1, 2, 3, 3, 3>, + }, // Output pad bottom = 3 + }, // Input pad right = 3 + { // Input pad right = 4 + { // Output pad bottom = 0 + Conv::template process_tile<1, 1, 2, 4, 0, 0>, + Conv::template process_tile<1, 1, 2, 4, 0, 1>, + Conv::template process_tile<1, 1, 2, 4, 0, 2>, + Conv::template process_tile<1, 1, 2, 4, 0, 3>, + }, // Output pad bottom = 0 + { // Output pad bottom = 1 + Conv::template process_tile<1, 1, 2, 4, 1, 0>, + Conv::template process_tile<1, 1, 2, 4, 1, 1>, + Conv::template process_tile<1, 1, 2, 4, 1, 2>, + Conv::template process_tile<1, 1, 2, 4, 1, 3>, + }, // Output pad bottom = 1 + { // Output pad bottom = 2 + Conv::template process_tile<1, 1, 2, 4, 2, 0>, + Conv::template process_tile<1, 1, 2, 4, 2, 1>, + Conv::template process_tile<1, 1, 2, 4, 2, 2>, + Conv::template process_tile<1, 1, 2, 4, 2, 3>, + }, // Output pad bottom = 2 + { // Output pad bottom = 3 + Conv::template process_tile<1, 1, 2, 4, 3, 0>, + Conv::template process_tile<1, 1, 2, 4, 3, 1>, + Conv::template process_tile<1, 1, 2, 4, 3, 2>, + Conv::template process_tile<1, 1, 2, 4, 3, 3>, + }, // Output pad bottom = 3 + }, // Input pad right = 4 + { // Input pad right = 5 + { // Output pad bottom = 0 + Conv::template process_tile<1, 1, 2, 5, 0, 0>, + Conv::template process_tile<1, 1, 2, 5, 0, 1>, + Conv::template process_tile<1, 1, 2, 5, 0, 2>, + Conv::template process_tile<1, 1, 2, 5, 0, 3>, + }, // Output pad bottom = 0 + { // Output pad bottom = 1 + Conv::template process_tile<1, 1, 2, 5, 1, 0>, + Conv::template process_tile<1, 1, 2, 5, 1, 1>, + Conv::template process_tile<1, 1, 2, 5, 1, 2>, + Conv::template process_tile<1, 1, 2, 5, 1, 3>, + }, // Output pad bottom = 1 + { // Output pad bottom = 2 + Conv::template process_tile<1, 1, 2, 5, 2, 0>, + Conv::template process_tile<1, 1, 2, 5, 2, 1>, + Conv::template process_tile<1, 1, 2, 5, 2, 2>, + Conv::template process_tile<1, 1, 2, 5, 2, 3>, + }, // Output pad bottom = 2 + { // Output pad bottom = 3 + Conv::template process_tile<1, 1, 2, 5, 3, 0>, + Conv::template process_tile<1, 1, 2, 5, 3, 1>, + Conv::template process_tile<1, 1, 2, 5, 3, 2>, + Conv::template process_tile<1, 1, 2, 5, 3, 3>, + }, // Output pad bottom = 3 + }, // Input pad right = 5 + { // Input pad right = 6 + { // Output pad bottom = 0 + Conv::template process_tile<1, 1, 2, 6, 0, 0>, + Conv::template process_tile<1, 1, 2, 6, 0, 1>, + Conv::template process_tile<1, 1, 2, 6, 0, 2>, + Conv::template process_tile<1, 1, 2, 6, 0, 3>, + }, // Output pad bottom = 0 + { // Output pad bottom = 1 + Conv::template process_tile<1, 1, 2, 6, 1, 0>, + Conv::template process_tile<1, 1, 2, 6, 1, 1>, + Conv::template process_tile<1, 1, 2, 6, 1, 2>, + Conv::template process_tile<1, 1, 2, 6, 1, 3>, + }, // Output pad bottom = 1 + { // Output pad bottom = 2 + Conv::template process_tile<1, 1, 2, 6, 2, 0>, + Conv::template process_tile<1, 1, 2, 6, 2, 1>, + Conv::template process_tile<1, 1, 2, 6, 2, 2>, + Conv::template process_tile<1, 1, 2, 6, 2, 3>, + }, // Output pad bottom = 2 + { // Output pad bottom = 3 + Conv::template process_tile<1, 1, 2, 6, 3, 0>, + Conv::template process_tile<1, 1, 2, 6, 3, 1>, + Conv::template process_tile<1, 1, 2, 6, 3, 2>, + Conv::template process_tile<1, 1, 2, 6, 3, 3>, + }, // Output pad bottom = 3 + }, // Input pad right = 6 + }, // Input pad bottom = 2 + { // Input pad bottom = 3 + { // Input pad right = 0 + { // Output pad bottom = 0 + Conv::template process_tile<1, 1, 3, 0, 0, 0>, + Conv::template process_tile<1, 1, 3, 0, 0, 1>, + Conv::template process_tile<1, 1, 3, 0, 0, 2>, + Conv::template process_tile<1, 1, 3, 0, 0, 3>, + }, // Output pad bottom = 0 + { // Output pad bottom = 1 + Conv::template process_tile<1, 1, 3, 0, 1, 0>, + Conv::template process_tile<1, 1, 3, 0, 1, 1>, + Conv::template process_tile<1, 1, 3, 0, 1, 2>, + Conv::template process_tile<1, 1, 3, 0, 1, 3>, + }, // Output pad bottom = 1 + { // Output pad bottom = 2 + Conv::template process_tile<1, 1, 3, 0, 2, 0>, + Conv::template process_tile<1, 1, 3, 0, 2, 1>, + Conv::template process_tile<1, 1, 3, 0, 2, 2>, + Conv::template process_tile<1, 1, 3, 0, 2, 3>, + }, // Output pad bottom = 2 + { // Output pad bottom = 3 + Conv::template process_tile<1, 1, 3, 0, 3, 0>, + Conv::template process_tile<1, 1, 3, 0, 3, 1>, + Conv::template process_tile<1, 1, 3, 0, 3, 2>, + Conv::template process_tile<1, 1, 3, 0, 3, 3>, + }, // Output pad bottom = 3 + }, // Input pad right = 0 + { // Input pad right = 1 + { // Output pad bottom = 0 + Conv::template process_tile<1, 1, 3, 1, 0, 0>, + Conv::template process_tile<1, 1, 3, 1, 0, 1>, + Conv::template process_tile<1, 1, 3, 1, 0, 2>, + Conv::template process_tile<1, 1, 3, 1, 0, 3>, + }, // Output pad bottom = 0 + { // Output pad bottom = 1 + Conv::template process_tile<1, 1, 3, 1, 1, 0>, + Conv::template process_tile<1, 1, 3, 1, 1, 1>, + Conv::template process_tile<1, 1, 3, 1, 1, 2>, + Conv::template process_tile<1, 1, 3, 1, 1, 3>, + }, // Output pad bottom = 1 + { // Output pad bottom = 2 + Conv::template process_tile<1, 1, 3, 1, 2, 0>, + Conv::template process_tile<1, 1, 3, 1, 2, 1>, + Conv::template process_tile<1, 1, 3, 1, 2, 2>, + Conv::template process_tile<1, 1, 3, 1, 2, 3>, + }, // Output pad bottom = 2 + { // Output pad bottom = 3 + Conv::template process_tile<1, 1, 3, 1, 3, 0>, + Conv::template process_tile<1, 1, 3, 1, 3, 1>, + Conv::template process_tile<1, 1, 3, 1, 3, 2>, + Conv::template process_tile<1, 1, 3, 1, 3, 3>, + }, // Output pad bottom = 3 + }, // Input pad right = 1 + { // Input pad right = 2 + { // Output pad bottom = 0 + Conv::template process_tile<1, 1, 3, 2, 0, 0>, + Conv::template process_tile<1, 1, 3, 2, 0, 1>, + Conv::template process_tile<1, 1, 3, 2, 0, 2>, + Conv::template process_tile<1, 1, 3, 2, 0, 3>, + }, // Output pad bottom = 0 + { // Output pad bottom = 1 + Conv::template process_tile<1, 1, 3, 2, 1, 0>, + Conv::template process_tile<1, 1, 3, 2, 1, 1>, + Conv::template process_tile<1, 1, 3, 2, 1, 2>, + Conv::template process_tile<1, 1, 3, 2, 1, 3>, + }, // Output pad bottom = 1 + { // Output pad bottom = 2 + Conv::template process_tile<1, 1, 3, 2, 2, 0>, + Conv::template process_tile<1, 1, 3, 2, 2, 1>, + Conv::template process_tile<1, 1, 3, 2, 2, 2>, + Conv::template process_tile<1, 1, 3, 2, 2, 3>, + }, // Output pad bottom = 2 + { // Output pad bottom = 3 + Conv::template process_tile<1, 1, 3, 2, 3, 0>, + Conv::template process_tile<1, 1, 3, 2, 3, 1>, + Conv::template process_tile<1, 1, 3, 2, 3, 2>, + Conv::template process_tile<1, 1, 3, 2, 3, 3>, + }, // Output pad bottom = 3 + }, // Input pad right = 2 + { // Input pad right = 3 + { // Output pad bottom = 0 + Conv::template process_tile<1, 1, 3, 3, 0, 0>, + Conv::template process_tile<1, 1, 3, 3, 0, 1>, + Conv::template process_tile<1, 1, 3, 3, 0, 2>, + Conv::template process_tile<1, 1, 3, 3, 0, 3>, + }, // Output pad bottom = 0 + { // Output pad bottom = 1 + Conv::template process_tile<1, 1, 3, 3, 1, 0>, + Conv::template process_tile<1, 1, 3, 3, 1, 1>, + Conv::template process_tile<1, 1, 3, 3, 1, 2>, + Conv::template process_tile<1, 1, 3, 3, 1, 3>, + }, // Output pad bottom = 1 + { // Output pad bottom = 2 + Conv::template process_tile<1, 1, 3, 3, 2, 0>, + Conv::template process_tile<1, 1, 3, 3, 2, 1>, + Conv::template process_tile<1, 1, 3, 3, 2, 2>, + Conv::template process_tile<1, 1, 3, 3, 2, 3>, + }, // Output pad bottom = 2 + { // Output pad bottom = 3 + Conv::template process_tile<1, 1, 3, 3, 3, 0>, + Conv::template process_tile<1, 1, 3, 3, 3, 1>, + Conv::template process_tile<1, 1, 3, 3, 3, 2>, + Conv::template process_tile<1, 1, 3, 3, 3, 3>, + }, // Output pad bottom = 3 + }, // Input pad right = 3 + { // Input pad right = 4 + { // Output pad bottom = 0 + Conv::template process_tile<1, 1, 3, 4, 0, 0>, + Conv::template process_tile<1, 1, 3, 4, 0, 1>, + Conv::template process_tile<1, 1, 3, 4, 0, 2>, + Conv::template process_tile<1, 1, 3, 4, 0, 3>, + }, // Output pad bottom = 0 + { // Output pad bottom = 1 + Conv::template process_tile<1, 1, 3, 4, 1, 0>, + Conv::template process_tile<1, 1, 3, 4, 1, 1>, + Conv::template process_tile<1, 1, 3, 4, 1, 2>, + Conv::template process_tile<1, 1, 3, 4, 1, 3>, + }, // Output pad bottom = 1 + { // Output pad bottom = 2 + Conv::template process_tile<1, 1, 3, 4, 2, 0>, + Conv::template process_tile<1, 1, 3, 4, 2, 1>, + Conv::template process_tile<1, 1, 3, 4, 2, 2>, + Conv::template process_tile<1, 1, 3, 4, 2, 3>, + }, // Output pad bottom = 2 + { // Output pad bottom = 3 + Conv::template process_tile<1, 1, 3, 4, 3, 0>, + Conv::template process_tile<1, 1, 3, 4, 3, 1>, + Conv::template process_tile<1, 1, 3, 4, 3, 2>, + Conv::template process_tile<1, 1, 3, 4, 3, 3>, + }, // Output pad bottom = 3 + }, // Input pad right = 4 + { // Input pad right = 5 + { // Output pad bottom = 0 + Conv::template process_tile<1, 1, 3, 5, 0, 0>, + Conv::template process_tile<1, 1, 3, 5, 0, 1>, + Conv::template process_tile<1, 1, 3, 5, 0, 2>, + Conv::template process_tile<1, 1, 3, 5, 0, 3>, + }, // Output pad bottom = 0 + { // Output pad bottom = 1 + Conv::template process_tile<1, 1, 3, 5, 1, 0>, + Conv::template process_tile<1, 1, 3, 5, 1, 1>, + Conv::template process_tile<1, 1, 3, 5, 1, 2>, + Conv::template process_tile<1, 1, 3, 5, 1, 3>, + }, // Output pad bottom = 1 + { // Output pad bottom = 2 + Conv::template process_tile<1, 1, 3, 5, 2, 0>, + Conv::template process_tile<1, 1, 3, 5, 2, 1>, + Conv::template process_tile<1, 1, 3, 5, 2, 2>, + Conv::template process_tile<1, 1, 3, 5, 2, 3>, + }, // Output pad bottom = 2 + { // Output pad bottom = 3 + Conv::template process_tile<1, 1, 3, 5, 3, 0>, + Conv::template process_tile<1, 1, 3, 5, 3, 1>, + Conv::template process_tile<1, 1, 3, 5, 3, 2>, + Conv::template process_tile<1, 1, 3, 5, 3, 3>, + }, // Output pad bottom = 3 + }, // Input pad right = 5 + { // Input pad right = 6 + { // Output pad bottom = 0 + Conv::template process_tile<1, 1, 3, 6, 0, 0>, + Conv::template process_tile<1, 1, 3, 6, 0, 1>, + Conv::template process_tile<1, 1, 3, 6, 0, 2>, + Conv::template process_tile<1, 1, 3, 6, 0, 3>, + }, // Output pad bottom = 0 + { // Output pad bottom = 1 + Conv::template process_tile<1, 1, 3, 6, 1, 0>, + Conv::template process_tile<1, 1, 3, 6, 1, 1>, + Conv::template process_tile<1, 1, 3, 6, 1, 2>, + Conv::template process_tile<1, 1, 3, 6, 1, 3>, + }, // Output pad bottom = 1 + { // Output pad bottom = 2 + Conv::template process_tile<1, 1, 3, 6, 2, 0>, + Conv::template process_tile<1, 1, 3, 6, 2, 1>, + Conv::template process_tile<1, 1, 3, 6, 2, 2>, + Conv::template process_tile<1, 1, 3, 6, 2, 3>, + }, // Output pad bottom = 2 + { // Output pad bottom = 3 + Conv::template process_tile<1, 1, 3, 6, 3, 0>, + Conv::template process_tile<1, 1, 3, 6, 3, 1>, + Conv::template process_tile<1, 1, 3, 6, 3, 2>, + Conv::template process_tile<1, 1, 3, 6, 3, 3>, + }, // Output pad bottom = 3 + }, // Input pad right = 6 + }, // Input pad bottom = 3 + { // Input pad bottom = 4 + { // Input pad right = 0 + { // Output pad bottom = 0 + Conv::template process_tile<1, 1, 4, 0, 0, 0>, + Conv::template process_tile<1, 1, 4, 0, 0, 1>, + Conv::template process_tile<1, 1, 4, 0, 0, 2>, + Conv::template process_tile<1, 1, 4, 0, 0, 3>, + }, // Output pad bottom = 0 + { // Output pad bottom = 1 + Conv::template process_tile<1, 1, 4, 0, 1, 0>, + Conv::template process_tile<1, 1, 4, 0, 1, 1>, + Conv::template process_tile<1, 1, 4, 0, 1, 2>, + Conv::template process_tile<1, 1, 4, 0, 1, 3>, + }, // Output pad bottom = 1 + { // Output pad bottom = 2 + Conv::template process_tile<1, 1, 4, 0, 2, 0>, + Conv::template process_tile<1, 1, 4, 0, 2, 1>, + Conv::template process_tile<1, 1, 4, 0, 2, 2>, + Conv::template process_tile<1, 1, 4, 0, 2, 3>, + }, // Output pad bottom = 2 + { // Output pad bottom = 3 + Conv::template process_tile<1, 1, 4, 0, 3, 0>, + Conv::template process_tile<1, 1, 4, 0, 3, 1>, + Conv::template process_tile<1, 1, 4, 0, 3, 2>, + Conv::template process_tile<1, 1, 4, 0, 3, 3>, + }, // Output pad bottom = 3 + }, // Input pad right = 0 + { // Input pad right = 1 + { // Output pad bottom = 0 + Conv::template process_tile<1, 1, 4, 1, 0, 0>, + Conv::template process_tile<1, 1, 4, 1, 0, 1>, + Conv::template process_tile<1, 1, 4, 1, 0, 2>, + Conv::template process_tile<1, 1, 4, 1, 0, 3>, + }, // Output pad bottom = 0 + { // Output pad bottom = 1 + Conv::template process_tile<1, 1, 4, 1, 1, 0>, + Conv::template process_tile<1, 1, 4, 1, 1, 1>, + Conv::template process_tile<1, 1, 4, 1, 1, 2>, + Conv::template process_tile<1, 1, 4, 1, 1, 3>, + }, // Output pad bottom = 1 + { // Output pad bottom = 2 + Conv::template process_tile<1, 1, 4, 1, 2, 0>, + Conv::template process_tile<1, 1, 4, 1, 2, 1>, + Conv::template process_tile<1, 1, 4, 1, 2, 2>, + Conv::template process_tile<1, 1, 4, 1, 2, 3>, + }, // Output pad bottom = 2 + { // Output pad bottom = 3 + Conv::template process_tile<1, 1, 4, 1, 3, 0>, + Conv::template process_tile<1, 1, 4, 1, 3, 1>, + Conv::template process_tile<1, 1, 4, 1, 3, 2>, + Conv::template process_tile<1, 1, 4, 1, 3, 3>, + }, // Output pad bottom = 3 + }, // Input pad right = 1 + { // Input pad right = 2 + { // Output pad bottom = 0 + Conv::template process_tile<1, 1, 4, 2, 0, 0>, + Conv::template process_tile<1, 1, 4, 2, 0, 1>, + Conv::template process_tile<1, 1, 4, 2, 0, 2>, + Conv::template process_tile<1, 1, 4, 2, 0, 3>, + }, // Output pad bottom = 0 + { // Output pad bottom = 1 + Conv::template process_tile<1, 1, 4, 2, 1, 0>, + Conv::template process_tile<1, 1, 4, 2, 1, 1>, + Conv::template process_tile<1, 1, 4, 2, 1, 2>, + Conv::template process_tile<1, 1, 4, 2, 1, 3>, + }, // Output pad bottom = 1 + { // Output pad bottom = 2 + Conv::template process_tile<1, 1, 4, 2, 2, 0>, + Conv::template process_tile<1, 1, 4, 2, 2, 1>, + Conv::template process_tile<1, 1, 4, 2, 2, 2>, + Conv::template process_tile<1, 1, 4, 2, 2, 3>, + }, // Output pad bottom = 2 + { // Output pad bottom = 3 + Conv::template process_tile<1, 1, 4, 2, 3, 0>, + Conv::template process_tile<1, 1, 4, 2, 3, 1>, + Conv::template process_tile<1, 1, 4, 2, 3, 2>, + Conv::template process_tile<1, 1, 4, 2, 3, 3>, + }, // Output pad bottom = 3 + }, // Input pad right = 2 + { // Input pad right = 3 + { // Output pad bottom = 0 + Conv::template process_tile<1, 1, 4, 3, 0, 0>, + Conv::template process_tile<1, 1, 4, 3, 0, 1>, + Conv::template process_tile<1, 1, 4, 3, 0, 2>, + Conv::template process_tile<1, 1, 4, 3, 0, 3>, + }, // Output pad bottom = 0 + { // Output pad bottom = 1 + Conv::template process_tile<1, 1, 4, 3, 1, 0>, + Conv::template process_tile<1, 1, 4, 3, 1, 1>, + Conv::template process_tile<1, 1, 4, 3, 1, 2>, + Conv::template process_tile<1, 1, 4, 3, 1, 3>, + }, // Output pad bottom = 1 + { // Output pad bottom = 2 + Conv::template process_tile<1, 1, 4, 3, 2, 0>, + Conv::template process_tile<1, 1, 4, 3, 2, 1>, + Conv::template process_tile<1, 1, 4, 3, 2, 2>, + Conv::template process_tile<1, 1, 4, 3, 2, 3>, + }, // Output pad bottom = 2 + { // Output pad bottom = 3 + Conv::template process_tile<1, 1, 4, 3, 3, 0>, + Conv::template process_tile<1, 1, 4, 3, 3, 1>, + Conv::template process_tile<1, 1, 4, 3, 3, 2>, + Conv::template process_tile<1, 1, 4, 3, 3, 3>, + }, // Output pad bottom = 3 + }, // Input pad right = 3 + { // Input pad right = 4 + { // Output pad bottom = 0 + Conv::template process_tile<1, 1, 4, 4, 0, 0>, + Conv::template process_tile<1, 1, 4, 4, 0, 1>, + Conv::template process_tile<1, 1, 4, 4, 0, 2>, + Conv::template process_tile<1, 1, 4, 4, 0, 3>, + }, // Output pad bottom = 0 + { // Output pad bottom = 1 + Conv::template process_tile<1, 1, 4, 4, 1, 0>, + Conv::template process_tile<1, 1, 4, 4, 1, 1>, + Conv::template process_tile<1, 1, 4, 4, 1, 2>, + Conv::template process_tile<1, 1, 4, 4, 1, 3>, + }, // Output pad bottom = 1 + { // Output pad bottom = 2 + Conv::template process_tile<1, 1, 4, 4, 2, 0>, + Conv::template process_tile<1, 1, 4, 4, 2, 1>, + Conv::template process_tile<1, 1, 4, 4, 2, 2>, + Conv::template process_tile<1, 1, 4, 4, 2, 3>, + }, // Output pad bottom = 2 + { // Output pad bottom = 3 + Conv::template process_tile<1, 1, 4, 4, 3, 0>, + Conv::template process_tile<1, 1, 4, 4, 3, 1>, + Conv::template process_tile<1, 1, 4, 4, 3, 2>, + Conv::template process_tile<1, 1, 4, 4, 3, 3>, + }, // Output pad bottom = 3 + }, // Input pad right = 4 + { // Input pad right = 5 + { // Output pad bottom = 0 + Conv::template process_tile<1, 1, 4, 5, 0, 0>, + Conv::template process_tile<1, 1, 4, 5, 0, 1>, + Conv::template process_tile<1, 1, 4, 5, 0, 2>, + Conv::template process_tile<1, 1, 4, 5, 0, 3>, + }, // Output pad bottom = 0 + { // Output pad bottom = 1 + Conv::template process_tile<1, 1, 4, 5, 1, 0>, + Conv::template process_tile<1, 1, 4, 5, 1, 1>, + Conv::template process_tile<1, 1, 4, 5, 1, 2>, + Conv::template process_tile<1, 1, 4, 5, 1, 3>, + }, // Output pad bottom = 1 + { // Output pad bottom = 2 + Conv::template process_tile<1, 1, 4, 5, 2, 0>, + Conv::template process_tile<1, 1, 4, 5, 2, 1>, + Conv::template process_tile<1, 1, 4, 5, 2, 2>, + Conv::template process_tile<1, 1, 4, 5, 2, 3>, + }, // Output pad bottom = 2 + { // Output pad bottom = 3 + Conv::template process_tile<1, 1, 4, 5, 3, 0>, + Conv::template process_tile<1, 1, 4, 5, 3, 1>, + Conv::template process_tile<1, 1, 4, 5, 3, 2>, + Conv::template process_tile<1, 1, 4, 5, 3, 3>, + }, // Output pad bottom = 3 + }, // Input pad right = 5 + { // Input pad right = 6 + { // Output pad bottom = 0 + Conv::template process_tile<1, 1, 4, 6, 0, 0>, + Conv::template process_tile<1, 1, 4, 6, 0, 1>, + Conv::template process_tile<1, 1, 4, 6, 0, 2>, + Conv::template process_tile<1, 1, 4, 6, 0, 3>, + }, // Output pad bottom = 0 + { // Output pad bottom = 1 + Conv::template process_tile<1, 1, 4, 6, 1, 0>, + Conv::template process_tile<1, 1, 4, 6, 1, 1>, + Conv::template process_tile<1, 1, 4, 6, 1, 2>, + Conv::template process_tile<1, 1, 4, 6, 1, 3>, + }, // Output pad bottom = 1 + { // Output pad bottom = 2 + Conv::template process_tile<1, 1, 4, 6, 2, 0>, + Conv::template process_tile<1, 1, 4, 6, 2, 1>, + Conv::template process_tile<1, 1, 4, 6, 2, 2>, + Conv::template process_tile<1, 1, 4, 6, 2, 3>, + }, // Output pad bottom = 2 + { // Output pad bottom = 3 + Conv::template process_tile<1, 1, 4, 6, 3, 0>, + Conv::template process_tile<1, 1, 4, 6, 3, 1>, + Conv::template process_tile<1, 1, 4, 6, 3, 2>, + Conv::template process_tile<1, 1, 4, 6, 3, 3>, + }, // Output pad bottom = 3 + }, // Input pad right = 6 + }, // Input pad bottom = 4 + { // Input pad bottom = 5 + { // Input pad right = 0 + { // Output pad bottom = 0 + Conv::template process_tile<1, 1, 5, 0, 0, 0>, + Conv::template process_tile<1, 1, 5, 0, 0, 1>, + Conv::template process_tile<1, 1, 5, 0, 0, 2>, + Conv::template process_tile<1, 1, 5, 0, 0, 3>, + }, // Output pad bottom = 0 + { // Output pad bottom = 1 + Conv::template process_tile<1, 1, 5, 0, 1, 0>, + Conv::template process_tile<1, 1, 5, 0, 1, 1>, + Conv::template process_tile<1, 1, 5, 0, 1, 2>, + Conv::template process_tile<1, 1, 5, 0, 1, 3>, + }, // Output pad bottom = 1 + { // Output pad bottom = 2 + Conv::template process_tile<1, 1, 5, 0, 2, 0>, + Conv::template process_tile<1, 1, 5, 0, 2, 1>, + Conv::template process_tile<1, 1, 5, 0, 2, 2>, + Conv::template process_tile<1, 1, 5, 0, 2, 3>, + }, // Output pad bottom = 2 + { // Output pad bottom = 3 + Conv::template process_tile<1, 1, 5, 0, 3, 0>, + Conv::template process_tile<1, 1, 5, 0, 3, 1>, + Conv::template process_tile<1, 1, 5, 0, 3, 2>, + Conv::template process_tile<1, 1, 5, 0, 3, 3>, + }, // Output pad bottom = 3 + }, // Input pad right = 0 + { // Input pad right = 1 + { // Output pad bottom = 0 + Conv::template process_tile<1, 1, 5, 1, 0, 0>, + Conv::template process_tile<1, 1, 5, 1, 0, 1>, + Conv::template process_tile<1, 1, 5, 1, 0, 2>, + Conv::template process_tile<1, 1, 5, 1, 0, 3>, + }, // Output pad bottom = 0 + { // Output pad bottom = 1 + Conv::template process_tile<1, 1, 5, 1, 1, 0>, + Conv::template process_tile<1, 1, 5, 1, 1, 1>, + Conv::template process_tile<1, 1, 5, 1, 1, 2>, + Conv::template process_tile<1, 1, 5, 1, 1, 3>, + }, // Output pad bottom = 1 + { // Output pad bottom = 2 + Conv::template process_tile<1, 1, 5, 1, 2, 0>, + Conv::template process_tile<1, 1, 5, 1, 2, 1>, + Conv::template process_tile<1, 1, 5, 1, 2, 2>, + Conv::template process_tile<1, 1, 5, 1, 2, 3>, + }, // Output pad bottom = 2 + { // Output pad bottom = 3 + Conv::template process_tile<1, 1, 5, 1, 3, 0>, + Conv::template process_tile<1, 1, 5, 1, 3, 1>, + Conv::template process_tile<1, 1, 5, 1, 3, 2>, + Conv::template process_tile<1, 1, 5, 1, 3, 3>, + }, // Output pad bottom = 3 + }, // Input pad right = 1 + { // Input pad right = 2 + { // Output pad bottom = 0 + Conv::template process_tile<1, 1, 5, 2, 0, 0>, + Conv::template process_tile<1, 1, 5, 2, 0, 1>, + Conv::template process_tile<1, 1, 5, 2, 0, 2>, + Conv::template process_tile<1, 1, 5, 2, 0, 3>, + }, // Output pad bottom = 0 + { // Output pad bottom = 1 + Conv::template process_tile<1, 1, 5, 2, 1, 0>, + Conv::template process_tile<1, 1, 5, 2, 1, 1>, + Conv::template process_tile<1, 1, 5, 2, 1, 2>, + Conv::template process_tile<1, 1, 5, 2, 1, 3>, + }, // Output pad bottom = 1 + { // Output pad bottom = 2 + Conv::template process_tile<1, 1, 5, 2, 2, 0>, + Conv::template process_tile<1, 1, 5, 2, 2, 1>, + Conv::template process_tile<1, 1, 5, 2, 2, 2>, + Conv::template process_tile<1, 1, 5, 2, 2, 3>, + }, // Output pad bottom = 2 + { // Output pad bottom = 3 + Conv::template process_tile<1, 1, 5, 2, 3, 0>, + Conv::template process_tile<1, 1, 5, 2, 3, 1>, + Conv::template process_tile<1, 1, 5, 2, 3, 2>, + Conv::template process_tile<1, 1, 5, 2, 3, 3>, + }, // Output pad bottom = 3 + }, // Input pad right = 2 + { // Input pad right = 3 + { // Output pad bottom = 0 + Conv::template process_tile<1, 1, 5, 3, 0, 0>, + Conv::template process_tile<1, 1, 5, 3, 0, 1>, + Conv::template process_tile<1, 1, 5, 3, 0, 2>, + Conv::template process_tile<1, 1, 5, 3, 0, 3>, + }, // Output pad bottom = 0 + { // Output pad bottom = 1 + Conv::template process_tile<1, 1, 5, 3, 1, 0>, + Conv::template process_tile<1, 1, 5, 3, 1, 1>, + Conv::template process_tile<1, 1, 5, 3, 1, 2>, + Conv::template process_tile<1, 1, 5, 3, 1, 3>, + }, // Output pad bottom = 1 + { // Output pad bottom = 2 + Conv::template process_tile<1, 1, 5, 3, 2, 0>, + Conv::template process_tile<1, 1, 5, 3, 2, 1>, + Conv::template process_tile<1, 1, 5, 3, 2, 2>, + Conv::template process_tile<1, 1, 5, 3, 2, 3>, + }, // Output pad bottom = 2 + { // Output pad bottom = 3 + Conv::template process_tile<1, 1, 5, 3, 3, 0>, + Conv::template process_tile<1, 1, 5, 3, 3, 1>, + Conv::template process_tile<1, 1, 5, 3, 3, 2>, + Conv::template process_tile<1, 1, 5, 3, 3, 3>, + }, // Output pad bottom = 3 + }, // Input pad right = 3 + { // Input pad right = 4 + { // Output pad bottom = 0 + Conv::template process_tile<1, 1, 5, 4, 0, 0>, + Conv::template process_tile<1, 1, 5, 4, 0, 1>, + Conv::template process_tile<1, 1, 5, 4, 0, 2>, + Conv::template process_tile<1, 1, 5, 4, 0, 3>, + }, // Output pad bottom = 0 + { // Output pad bottom = 1 + Conv::template process_tile<1, 1, 5, 4, 1, 0>, + Conv::template process_tile<1, 1, 5, 4, 1, 1>, + Conv::template process_tile<1, 1, 5, 4, 1, 2>, + Conv::template process_tile<1, 1, 5, 4, 1, 3>, + }, // Output pad bottom = 1 + { // Output pad bottom = 2 + Conv::template process_tile<1, 1, 5, 4, 2, 0>, + Conv::template process_tile<1, 1, 5, 4, 2, 1>, + Conv::template process_tile<1, 1, 5, 4, 2, 2>, + Conv::template process_tile<1, 1, 5, 4, 2, 3>, + }, // Output pad bottom = 2 + { // Output pad bottom = 3 + Conv::template process_tile<1, 1, 5, 4, 3, 0>, + Conv::template process_tile<1, 1, 5, 4, 3, 1>, + Conv::template process_tile<1, 1, 5, 4, 3, 2>, + Conv::template process_tile<1, 1, 5, 4, 3, 3>, + }, // Output pad bottom = 3 + }, // Input pad right = 4 + { // Input pad right = 5 + { // Output pad bottom = 0 + Conv::template process_tile<1, 1, 5, 5, 0, 0>, + Conv::template process_tile<1, 1, 5, 5, 0, 1>, + Conv::template process_tile<1, 1, 5, 5, 0, 2>, + Conv::template process_tile<1, 1, 5, 5, 0, 3>, + }, // Output pad bottom = 0 + { // Output pad bottom = 1 + Conv::template process_tile<1, 1, 5, 5, 1, 0>, + Conv::template process_tile<1, 1, 5, 5, 1, 1>, + Conv::template process_tile<1, 1, 5, 5, 1, 2>, + Conv::template process_tile<1, 1, 5, 5, 1, 3>, + }, // Output pad bottom = 1 + { // Output pad bottom = 2 + Conv::template process_tile<1, 1, 5, 5, 2, 0>, + Conv::template process_tile<1, 1, 5, 5, 2, 1>, + Conv::template process_tile<1, 1, 5, 5, 2, 2>, + Conv::template process_tile<1, 1, 5, 5, 2, 3>, + }, // Output pad bottom = 2 + { // Output pad bottom = 3 + Conv::template process_tile<1, 1, 5, 5, 3, 0>, + Conv::template process_tile<1, 1, 5, 5, 3, 1>, + Conv::template process_tile<1, 1, 5, 5, 3, 2>, + Conv::template process_tile<1, 1, 5, 5, 3, 3>, + }, // Output pad bottom = 3 + }, // Input pad right = 5 + { // Input pad right = 6 + { // Output pad bottom = 0 + Conv::template process_tile<1, 1, 5, 6, 0, 0>, + Conv::template process_tile<1, 1, 5, 6, 0, 1>, + Conv::template process_tile<1, 1, 5, 6, 0, 2>, + Conv::template process_tile<1, 1, 5, 6, 0, 3>, + }, // Output pad bottom = 0 + { // Output pad bottom = 1 + Conv::template process_tile<1, 1, 5, 6, 1, 0>, + Conv::template process_tile<1, 1, 5, 6, 1, 1>, + Conv::template process_tile<1, 1, 5, 6, 1, 2>, + Conv::template process_tile<1, 1, 5, 6, 1, 3>, + }, // Output pad bottom = 1 + { // Output pad bottom = 2 + Conv::template process_tile<1, 1, 5, 6, 2, 0>, + Conv::template process_tile<1, 1, 5, 6, 2, 1>, + Conv::template process_tile<1, 1, 5, 6, 2, 2>, + Conv::template process_tile<1, 1, 5, 6, 2, 3>, + }, // Output pad bottom = 2 + { // Output pad bottom = 3 + Conv::template process_tile<1, 1, 5, 6, 3, 0>, + Conv::template process_tile<1, 1, 5, 6, 3, 1>, + Conv::template process_tile<1, 1, 5, 6, 3, 2>, + Conv::template process_tile<1, 1, 5, 6, 3, 3>, + }, // Output pad bottom = 3 + }, // Input pad right = 6 + }, // Input pad bottom = 5 + { // Input pad bottom = 6 + { // Input pad right = 0 + { // Output pad bottom = 0 + Conv::template process_tile<1, 1, 6, 0, 0, 0>, + Conv::template process_tile<1, 1, 6, 0, 0, 1>, + Conv::template process_tile<1, 1, 6, 0, 0, 2>, + Conv::template process_tile<1, 1, 6, 0, 0, 3>, + }, // Output pad bottom = 0 + { // Output pad bottom = 1 + Conv::template process_tile<1, 1, 6, 0, 1, 0>, + Conv::template process_tile<1, 1, 6, 0, 1, 1>, + Conv::template process_tile<1, 1, 6, 0, 1, 2>, + Conv::template process_tile<1, 1, 6, 0, 1, 3>, + }, // Output pad bottom = 1 + { // Output pad bottom = 2 + Conv::template process_tile<1, 1, 6, 0, 2, 0>, + Conv::template process_tile<1, 1, 6, 0, 2, 1>, + Conv::template process_tile<1, 1, 6, 0, 2, 2>, + Conv::template process_tile<1, 1, 6, 0, 2, 3>, + }, // Output pad bottom = 2 + { // Output pad bottom = 3 + Conv::template process_tile<1, 1, 6, 0, 3, 0>, + Conv::template process_tile<1, 1, 6, 0, 3, 1>, + Conv::template process_tile<1, 1, 6, 0, 3, 2>, + Conv::template process_tile<1, 1, 6, 0, 3, 3>, + }, // Output pad bottom = 3 + }, // Input pad right = 0 + { // Input pad right = 1 + { // Output pad bottom = 0 + Conv::template process_tile<1, 1, 6, 1, 0, 0>, + Conv::template process_tile<1, 1, 6, 1, 0, 1>, + Conv::template process_tile<1, 1, 6, 1, 0, 2>, + Conv::template process_tile<1, 1, 6, 1, 0, 3>, + }, // Output pad bottom = 0 + { // Output pad bottom = 1 + Conv::template process_tile<1, 1, 6, 1, 1, 0>, + Conv::template process_tile<1, 1, 6, 1, 1, 1>, + Conv::template process_tile<1, 1, 6, 1, 1, 2>, + Conv::template process_tile<1, 1, 6, 1, 1, 3>, + }, // Output pad bottom = 1 + { // Output pad bottom = 2 + Conv::template process_tile<1, 1, 6, 1, 2, 0>, + Conv::template process_tile<1, 1, 6, 1, 2, 1>, + Conv::template process_tile<1, 1, 6, 1, 2, 2>, + Conv::template process_tile<1, 1, 6, 1, 2, 3>, + }, // Output pad bottom = 2 + { // Output pad bottom = 3 + Conv::template process_tile<1, 1, 6, 1, 3, 0>, + Conv::template process_tile<1, 1, 6, 1, 3, 1>, + Conv::template process_tile<1, 1, 6, 1, 3, 2>, + Conv::template process_tile<1, 1, 6, 1, 3, 3>, + }, // Output pad bottom = 3 + }, // Input pad right = 1 + { // Input pad right = 2 + { // Output pad bottom = 0 + Conv::template process_tile<1, 1, 6, 2, 0, 0>, + Conv::template process_tile<1, 1, 6, 2, 0, 1>, + Conv::template process_tile<1, 1, 6, 2, 0, 2>, + Conv::template process_tile<1, 1, 6, 2, 0, 3>, + }, // Output pad bottom = 0 + { // Output pad bottom = 1 + Conv::template process_tile<1, 1, 6, 2, 1, 0>, + Conv::template process_tile<1, 1, 6, 2, 1, 1>, + Conv::template process_tile<1, 1, 6, 2, 1, 2>, + Conv::template process_tile<1, 1, 6, 2, 1, 3>, + }, // Output pad bottom = 1 + { // Output pad bottom = 2 + Conv::template process_tile<1, 1, 6, 2, 2, 0>, + Conv::template process_tile<1, 1, 6, 2, 2, 1>, + Conv::template process_tile<1, 1, 6, 2, 2, 2>, + Conv::template process_tile<1, 1, 6, 2, 2, 3>, + }, // Output pad bottom = 2 + { // Output pad bottom = 3 + Conv::template process_tile<1, 1, 6, 2, 3, 0>, + Conv::template process_tile<1, 1, 6, 2, 3, 1>, + Conv::template process_tile<1, 1, 6, 2, 3, 2>, + Conv::template process_tile<1, 1, 6, 2, 3, 3>, + }, // Output pad bottom = 3 + }, // Input pad right = 2 + { // Input pad right = 3 + { // Output pad bottom = 0 + Conv::template process_tile<1, 1, 6, 3, 0, 0>, + Conv::template process_tile<1, 1, 6, 3, 0, 1>, + Conv::template process_tile<1, 1, 6, 3, 0, 2>, + Conv::template process_tile<1, 1, 6, 3, 0, 3>, + }, // Output pad bottom = 0 + { // Output pad bottom = 1 + Conv::template process_tile<1, 1, 6, 3, 1, 0>, + Conv::template process_tile<1, 1, 6, 3, 1, 1>, + Conv::template process_tile<1, 1, 6, 3, 1, 2>, + Conv::template process_tile<1, 1, 6, 3, 1, 3>, + }, // Output pad bottom = 1 + { // Output pad bottom = 2 + Conv::template process_tile<1, 1, 6, 3, 2, 0>, + Conv::template process_tile<1, 1, 6, 3, 2, 1>, + Conv::template process_tile<1, 1, 6, 3, 2, 2>, + Conv::template process_tile<1, 1, 6, 3, 2, 3>, + }, // Output pad bottom = 2 + { // Output pad bottom = 3 + Conv::template process_tile<1, 1, 6, 3, 3, 0>, + Conv::template process_tile<1, 1, 6, 3, 3, 1>, + Conv::template process_tile<1, 1, 6, 3, 3, 2>, + Conv::template process_tile<1, 1, 6, 3, 3, 3>, + }, // Output pad bottom = 3 + }, // Input pad right = 3 + { // Input pad right = 4 + { // Output pad bottom = 0 + Conv::template process_tile<1, 1, 6, 4, 0, 0>, + Conv::template process_tile<1, 1, 6, 4, 0, 1>, + Conv::template process_tile<1, 1, 6, 4, 0, 2>, + Conv::template process_tile<1, 1, 6, 4, 0, 3>, + }, // Output pad bottom = 0 + { // Output pad bottom = 1 + Conv::template process_tile<1, 1, 6, 4, 1, 0>, + Conv::template process_tile<1, 1, 6, 4, 1, 1>, + Conv::template process_tile<1, 1, 6, 4, 1, 2>, + Conv::template process_tile<1, 1, 6, 4, 1, 3>, + }, // Output pad bottom = 1 + { // Output pad bottom = 2 + Conv::template process_tile<1, 1, 6, 4, 2, 0>, + Conv::template process_tile<1, 1, 6, 4, 2, 1>, + Conv::template process_tile<1, 1, 6, 4, 2, 2>, + Conv::template process_tile<1, 1, 6, 4, 2, 3>, + }, // Output pad bottom = 2 + { // Output pad bottom = 3 + Conv::template process_tile<1, 1, 6, 4, 3, 0>, + Conv::template process_tile<1, 1, 6, 4, 3, 1>, + Conv::template process_tile<1, 1, 6, 4, 3, 2>, + Conv::template process_tile<1, 1, 6, 4, 3, 3>, + }, // Output pad bottom = 3 + }, // Input pad right = 4 + { // Input pad right = 5 + { // Output pad bottom = 0 + Conv::template process_tile<1, 1, 6, 5, 0, 0>, + Conv::template process_tile<1, 1, 6, 5, 0, 1>, + Conv::template process_tile<1, 1, 6, 5, 0, 2>, + Conv::template process_tile<1, 1, 6, 5, 0, 3>, + }, // Output pad bottom = 0 + { // Output pad bottom = 1 + Conv::template process_tile<1, 1, 6, 5, 1, 0>, + Conv::template process_tile<1, 1, 6, 5, 1, 1>, + Conv::template process_tile<1, 1, 6, 5, 1, 2>, + Conv::template process_tile<1, 1, 6, 5, 1, 3>, + }, // Output pad bottom = 1 + { // Output pad bottom = 2 + Conv::template process_tile<1, 1, 6, 5, 2, 0>, + Conv::template process_tile<1, 1, 6, 5, 2, 1>, + Conv::template process_tile<1, 1, 6, 5, 2, 2>, + Conv::template process_tile<1, 1, 6, 5, 2, 3>, + }, // Output pad bottom = 2 + { // Output pad bottom = 3 + Conv::template process_tile<1, 1, 6, 5, 3, 0>, + Conv::template process_tile<1, 1, 6, 5, 3, 1>, + Conv::template process_tile<1, 1, 6, 5, 3, 2>, + Conv::template process_tile<1, 1, 6, 5, 3, 3>, + }, // Output pad bottom = 3 + }, // Input pad right = 5 + { // Input pad right = 6 + { // Output pad bottom = 0 + Conv::template process_tile<1, 1, 6, 6, 0, 0>, + Conv::template process_tile<1, 1, 6, 6, 0, 1>, + Conv::template process_tile<1, 1, 6, 6, 0, 2>, + Conv::template process_tile<1, 1, 6, 6, 0, 3>, + }, // Output pad bottom = 0 + { // Output pad bottom = 1 + Conv::template process_tile<1, 1, 6, 6, 1, 0>, + Conv::template process_tile<1, 1, 6, 6, 1, 1>, + Conv::template process_tile<1, 1, 6, 6, 1, 2>, + Conv::template process_tile<1, 1, 6, 6, 1, 3>, + }, // Output pad bottom = 1 + { // Output pad bottom = 2 + Conv::template process_tile<1, 1, 6, 6, 2, 0>, + Conv::template process_tile<1, 1, 6, 6, 2, 1>, + Conv::template process_tile<1, 1, 6, 6, 2, 2>, + Conv::template process_tile<1, 1, 6, 6, 2, 3>, + }, // Output pad bottom = 2 + { // Output pad bottom = 3 + Conv::template process_tile<1, 1, 6, 6, 3, 0>, + Conv::template process_tile<1, 1, 6, 6, 3, 1>, + Conv::template process_tile<1, 1, 6, 6, 3, 2>, + Conv::template process_tile<1, 1, 6, 6, 3, 3>, + }, // Output pad bottom = 3 + }, // Input pad right = 6 + }, // Input pad bottom = 6 + }, // Input pad left = 1 + }, // Input pad top = 1 +}; + + +template class DepthwiseConvolution<4, 4, 3, 3, 2, 2, float, float>; +} // namespace depthwise diff --git a/src/core/NEON/kernels/convolution/winograd/batched_blocked_gemm.cpp b/src/core/NEON/kernels/convolution/winograd/batched_blocked_gemm.cpp new file mode 100644 index 0000000000..ac83bf9dd2 --- /dev/null +++ b/src/core/NEON/kernels/convolution/winograd/batched_blocked_gemm.cpp @@ -0,0 +1,82 @@ +/* + * Copyright (c) 2017 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 "arm_compute/core/NEON/kernels/convolution/winograd/batched_blocked_gemm.hpp" +#include "arm_compute/core/NEON/kernels/convolution/winograd/gemm.hpp" + +using namespace winograd; + +template <const int MB, const int NB, typename TIn, typename TOut> +BatchedBlockedGemm<MB, NB, TIn, TOut>::BatchedBlockedGemm( + const unsigned int n_gemms, + const int M, const int K, const int N, + const int a_matrix_stride, + const int a_row_stride, + const int b_matrix_stride, + const int b_row_stride, + const int c_matrix_stride, + const int c_row_stride, + const TIn* const a_ptr, + const TIn* const b_ptr, + TOut* const c_ptr +) : n_gemms(n_gemms), M(M), N(N), K(K), + a_matrix_stride(a_matrix_stride), + a_row_stride(a_row_stride), + b_matrix_stride(b_matrix_stride), + b_row_stride(b_row_stride), + c_matrix_stride(c_matrix_stride), + c_row_stride(c_row_stride), + a_ptr(a_ptr), b_ptr(b_ptr), c_ptr(c_ptr) +{ +} + +template <const int MBlock, const int NBlock, typename TIn, typename TOut> +unsigned int BatchedBlockedGemm<MBlock, NBlock, TIn, TOut>::get_window() const +{ + return n_gemms; +} + +template <const int MBlock, const int NBlock, typename TIn, typename TOut> +void BatchedBlockedGemm<MBlock, NBlock, TIn, TOut>::run( + const unsigned int start, const unsigned int stop +) +{ + // Perform the specified GEMMs + for (unsigned int i = start; i < stop; i++) + { + // Get pointers to the relevant matrices + const TIn* const mtr_a = a_ptr + i*a_matrix_stride; + const TIn* const mtr_b = b_ptr + i*b_matrix_stride; + TOut* const mtr_c = c_ptr + i*c_matrix_stride; + + // Perform the GEMM + BlockedGemm<MBlock, NBlock, TIn, TOut>( + mtr_a, mtr_b, mtr_c, M, K, N, + a_row_stride, b_row_stride, c_row_stride + ); + } +} + +template class winograd::BatchedBlockedGemm<4, 16, float, float>; + diff --git a/src/core/NEON/kernels/convolution/winograd/transforms/input_2x2_3x3_fp32.cpp b/src/core/NEON/kernels/convolution/winograd/transforms/input_2x2_3x3_fp32.cpp new file mode 100644 index 0000000000..6d8afc0def --- /dev/null +++ b/src/core/NEON/kernels/convolution/winograd/transforms/input_2x2_3x3_fp32.cpp @@ -0,0 +1,409 @@ +/* + * Copyright (c) 2017 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 "arm_compute/core/NEON/kernels/convolution/winograd/transforms/input.hpp" +#include "arm_compute/core/NEON/kernels/convolution/winograd/winograd_gemm.hpp" +#include "arm_compute/core/NEON/kernels/convolution/common/arm.hpp" + +namespace winograd +{ + +using Transform = WinogradGEMM<2, 2, 3, 3>::InputTransform<float>; + +/****************************************************************************** + * Cost methods for the input transform. + * ===================================== + */ +template <> +template <> +int Transform::ops_performed(const Tensor4DShape &input_shape) +{ + // NOTE: Cost in FLOPs rather than instructions or uops. + const int tile_M = iceildiv(input_shape.n_rows, inner_tile_rows); + const int tile_N = iceildiv(input_shape.n_cols, inner_tile_cols); + return 16 * 16 * tile_M * tile_N * input_shape.n_channels; +} +/*****************************************************************************/ + +/***************************************************************************** +* F(2x2, 3x3) implies the use of a 4x4 input tile. Such tiles can require a +* variety of padding types. For example, tiles at the top and left of an image +* can require one row or column of padding on their top and left sides if the +* padding type is SAME (where X represents a padded value): +* +* _______ _______ +* |X X X X| |X X X X| +* |X | | | . . . +* |X | | | +* |X______| |_______| +* _______ +* |X | . +* |X | . . . . +* |X | . +* |X______| +* +* For tiles near the right or bottom of the image it is more complicated. Such +* tiles might require padding by 0 or 1 rows or columns if the padding type is +* VALID or 1 or 2 rows or columns if the padding type is SAME: +* +* _______ _______ _______ _______ +* |X X X X| |X X X X| |X X X X| |X X X X| +* |X | | | | X| | X X| +* |X | | | | X| | X X| +* |X______| |_______| |______X| |____X_X| +* _______ _______ _______ _______ +* |X | | | | X| | X X| +* |X | | | | X| | X X| +* |X | | | | X| | X X| +* |X______| |_______| |______X| |____X_X| +* _______ _______ _______ _______ +* |X | | | | X| | X X| +* |X | | | | X| | X X| +* |X | | | | X| | X X| +* |X_X_X_X| |X_X_X_X| |X_X_X_X| |X_X_X_X| +* _______ _______ _______ _______ +* |X | | | | X| | X X| +* |X | | | | X| | X X| +* |X X X X| |X X X X| |X X X X| |X X X X| +* |X_X_X_X| |X_X_X_X| |X_X_X_X| |X_X_X_X| +* +* Additional tiles are required for especially small input images. +* +* Build an array of the specialised methods that deal with each of the +* different padding combinations which may be required. These padding +* constraints are the space: +* +* Padding top in {0, 1} +* Padding left in {0, 1} +* Padding bottom in {0, 1, 2} +* Padding right in {0, 1, 2} +*/ +template <> +template <> +template <int pad_top, int pad_left, int pad_bottom, int pad_right> +void Transform::process_tile( + int n_channels, + const float* const input_base, + const int input_row_stride, + const int input_col_stride, + float* const matrix_base, + const int matrix_stride +) +{ + constexpr int inner_tile_i = 4, inner_tile_j = 4; + constexpr int cells_i = inner_tile_i - pad_bottom; + constexpr int cells_j = inner_tile_i - pad_right; + + float *outptr = matrix_base; + + // Get pointers into the input tile + const float *x_ptrs[inner_tile_i][inner_tile_j]; + for (int i = pad_top, xi = 0; i < cells_i; i++, xi++) + { + // Get a pointer into the row + const float* const row_ptr = input_base + xi*input_row_stride; + + for (int j = pad_left, xj = 0; j < cells_j; j++, xj++) + { + x_ptrs[i][j] = row_ptr + xj*input_col_stride; + } + } + + // Matrices used/computed in this kernel. + float x[inner_tile_i][inner_tile_j]; + float XTx[inner_tile_i][inner_tile_j]; + float U[inner_tile_i][inner_tile_j]; + + for (int i = 0; i < inner_tile_i; i++) + { + for (int j = 0; j < inner_tile_j; j++) + { + x[i][j] = XTx[i][j] = 0.0f; + } + } + + // Perform the Winograd input transformation for each channel in the input + // tensor. + int channels_remaining = n_channels; +#ifdef __aarch64__ + for (; channels_remaining >= 4; channels_remaining -= 4) + { + // Matrices used/computed in this kernel. + float32x4_t x[inner_tile_i][inner_tile_j]; + float32x4_t XTx[inner_tile_i][inner_tile_j]; + float32x4_t U[inner_tile_i][inner_tile_j]; + + for (int i = 0; i < inner_tile_i; i++) + { + for (int j = 0; j < inner_tile_j; j++) + { + x[i][j] = vdupq_n_f32(0.0f); + XTx[i][j] = vdupq_n_f32(0.0f); + } + } + + // Load x + for (int i = pad_top; i < cells_i; i++) + { + for (int j = pad_left; j < cells_j; j++) + { + x[i][j] = vld1q_f32(x_ptrs[i][j]); + x_ptrs[i][j] += 4; + } + } + + // Compute XT . x + for (int j = pad_left; j < cells_j; j++) + { + // XTx[0][j] = x[0][j] - x[2][j]; + XTx[0][j] = vsubq_f32(x[0][j], x[2][j]); + + // XTx[1][j] = x[1][j] + x[2][j]; + XTx[1][j] = vaddq_f32(x[1][j], x[2][j]); + + // XTx[2][j] = x[2][j] - x[1][j]; + XTx[2][j] = vsubq_f32(x[2][j], x[1][j]); + + // XTx[3][j] = x[1][j] - x[3][j]; + XTx[3][j] = vsubq_f32(x[1][j], x[3][j]); + } + + // Compute U = XT . x . X + for (int i = 0; i < inner_tile_i; i++) + { + // U[i][0] = XTx[i][0] - XTx[i][2]; + U[i][0] = vsubq_f32(XTx[i][0], XTx[i][2]); + + // U[i][1] = XTx[i][1] + XTx[i][2]; + U[i][1] = vaddq_f32(XTx[i][1], XTx[i][2]); + + // U[i][2] = XTx[i][2] - XTx[i][1]; + U[i][2] = vsubq_f32(XTx[i][2], XTx[i][1]); + + // U[i][3] = XTx[i][1] - XTx[i][3]; + U[i][3] = vsubq_f32(XTx[i][1], XTx[i][3]); + } + + // Store the transformed matrix + for (int i = 0, m = 0; i < inner_tile_i; i++) + { + for (int j = 0; j < inner_tile_j; j++, m++) + { + vst1q_f32(outptr + m*matrix_stride, U[i][j]); + } + } + outptr += 4; + } +#endif // __aarch64__ +#ifdef __arm_any__ + for (; channels_remaining >= 2; channels_remaining -= 2) + { + // Matrices used/computed in this kernel. + float32x2_t x[inner_tile_i][inner_tile_j]; + float32x2_t XTx[inner_tile_i][inner_tile_j]; + float32x2_t U[inner_tile_i][inner_tile_j]; + + for (int i = 0; i < inner_tile_i; i++) + { + for (int j = 0; j < inner_tile_j; j++) + { + x[i][j] = vdup_n_f32(0.0f); + XTx[i][j] = vdup_n_f32(0.0f); + } + } + + // Load x + for (int i = pad_top; i < cells_i; i++) + { + for (int j = pad_left; j < cells_j; j++) + { + x[i][j] = vld1_f32(x_ptrs[i][j]); + x_ptrs[i][j] += 2; + } + } + + // Compute XT . x + for (int j = pad_left; j < cells_j; j++) + { + // XTx[0][j] = x[0][j] - x[2][j]; + XTx[0][j] = vsub_f32(x[0][j], x[2][j]); + + // XTx[1][j] = x[1][j] + x[2][j]; + XTx[1][j] = vadd_f32(x[1][j], x[2][j]); + + // XTx[2][j] = x[2][j] - x[1][j]; + XTx[2][j] = vsub_f32(x[2][j], x[1][j]); + + // XTx[3][j] = x[1][j] - x[3][j]; + XTx[3][j] = vsub_f32(x[1][j], x[3][j]); + } + + // Compute U = XT . x . X + for (int i = 0; i < inner_tile_i; i++) + { + // U[i][0] = XTx[i][0] - XTx[i][2]; + U[i][0] = vsub_f32(XTx[i][0], XTx[i][2]); + + // U[i][1] = XTx[i][1] + XTx[i][2]; + U[i][1] = vadd_f32(XTx[i][1], XTx[i][2]); + + // U[i][2] = XTx[i][2] - XTx[i][1]; + U[i][2] = vsub_f32(XTx[i][2], XTx[i][1]); + + // U[i][3] = XTx[i][1] - XTx[i][3]; + U[i][3] = vsub_f32(XTx[i][1], XTx[i][3]); + } + + // Store the transformed matrix + for (int i = 0, m = 0; i < inner_tile_i; i++) + { + for (int j = 0; j < inner_tile_j; j++, m++) + { + vst1_f32(outptr + m*matrix_stride, U[i][j]); + } + } + outptr += 2; + } +#endif // __arm_any__ + for (; channels_remaining; channels_remaining--) + { + // Load x + for (int i = pad_top; i < cells_i; i++) + { + for (int j = pad_left; j < cells_j; j++) + { + x[i][j] = *(x_ptrs[i][j]++); + } + } + + // Compute XT . x + for (int j = pad_left; j < cells_j; j++) + { + XTx[0][j] = x[0][j] - x[2][j]; + XTx[1][j] = x[1][j] + x[2][j]; + XTx[2][j] = x[2][j] - x[1][j]; + XTx[3][j] = x[1][j] - x[3][j]; + } + + // Compute U = XT . x . X + for (int i = 0; i < inner_tile_i; i++) + { + U[i][0] = XTx[i][0] - XTx[i][2]; + U[i][1] = XTx[i][1] + XTx[i][2]; + U[i][2] = XTx[i][2] - XTx[i][1]; + U[i][3] = XTx[i][1] - XTx[i][3]; + } + + // Store the transformed matrix + for (int i = 0, m = 0; i < inner_tile_i; i++) + { + for (int j = 0; j < inner_tile_j; j++, m++) + { + *(outptr + m*matrix_stride) = U[i][j]; + } + } + outptr++; + } +} + +template <> +template <> +const Transform::TileFn Transform::tile_fns[2][2][max_pad_bottom][max_pad_right] = +{ + { + { + { + Transform::template process_tile<0, 0, 0, 0>, // No padding + Transform::template process_tile<0, 0, 0, 1>, // Right + Transform::template process_tile<0, 0, 0, 2>, // Right + }, + { + Transform::template process_tile<0, 0, 1, 0>, // Bottom + Transform::template process_tile<0, 0, 1, 1>, // Bottom-right + Transform::template process_tile<0, 0, 1, 2>, // Bottom-right + }, + { + Transform::template process_tile<0, 0, 2, 0>, // Bottom + Transform::template process_tile<0, 0, 2, 1>, // Bottom-right + Transform::template process_tile<0, 0, 2, 2>, // Bottom-right + } + }, + { + { + Transform::template process_tile<0, 1, 0, 0>, // Left + Transform::template process_tile<0, 1, 0, 1>, // Left AND right + Transform::template process_tile<0, 1, 0, 2>, // Left AND right + }, + { + Transform::template process_tile<0, 1, 1, 0>, // Left-bottom + Transform::template process_tile<0, 1, 1, 1>, // Left, bottom AND right + Transform::template process_tile<0, 1, 1, 2>, // Left, bottom AND right + }, + { + Transform::template process_tile<0, 1, 2, 0>, // Left-bottom + Transform::template process_tile<0, 1, 2, 1>, // Left, bottom AND right + Transform::template process_tile<0, 1, 2, 2>, // Left, bottom AND right + } + }, + }, + { + { + { + Transform::template process_tile<1, 0, 0, 0>, // Top + Transform::template process_tile<1, 0, 0, 1>, // Top-right + Transform::template process_tile<1, 0, 0, 2>, // Top-right + }, + { + Transform::template process_tile<1, 0, 1, 0>, // Top AND bottom + Transform::template process_tile<1, 0, 1, 1>, // Top, bottom AND right + Transform::template process_tile<1, 0, 1, 2>, // Top, bottom AND right + }, + { + Transform::template process_tile<1, 0, 2, 0>, // Top AND bottom + Transform::template process_tile<1, 0, 2, 1>, // Top, bottom AND right + Transform::template process_tile<1, 0, 2, 2>, // Top, bottom AND right + } + }, + { + { + Transform::template process_tile<1, 1, 0, 0>, // Top-left + Transform::template process_tile<1, 1, 0, 1>, // Top, left AND right + Transform::template process_tile<1, 1, 0, 2>, // Top, left AND right + }, + { + Transform::template process_tile<1, 1, 1, 0>, // Top, left AND bottom + Transform::template process_tile<1, 1, 1, 1>, // All padded + Transform::template process_tile<1, 1, 1, 2>, // All padded + }, + { + Transform::template process_tile<1, 1, 2, 0>, // Top, left AND bottom + Transform::template process_tile<1, 1, 2, 1>, // All padded + Transform::template process_tile<1, 1, 2, 2>, // All padded + } + } + } +}; + +template struct WinogradGEMM<2, 2, 3, 3>::InputTransform<float>; +} // namespace winograd diff --git a/src/core/NEON/kernels/convolution/winograd/transforms/input_2x2_5x5_fp32.cpp b/src/core/NEON/kernels/convolution/winograd/transforms/input_2x2_5x5_fp32.cpp new file mode 100644 index 0000000000..d9ebe8b7cd --- /dev/null +++ b/src/core/NEON/kernels/convolution/winograd/transforms/input_2x2_5x5_fp32.cpp @@ -0,0 +1,458 @@ +/* + * Copyright (c) 2017 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 "arm_compute/core/NEON/kernels/convolution/winograd/transforms/input.hpp" +#include "arm_compute/core/NEON/kernels/convolution/winograd/winograd_gemm.hpp" +#include "arm_compute/core/NEON/kernels/convolution/common/arm.hpp" + +namespace winograd +{ + +using Transform = WinogradGEMM<2, 2, 5, 5>::InputTransform<float>; + +template <> +template <> +int Transform::ops_performed(const Tensor4DShape &input_shape) +{ + return 0; // TODO +} + +/***************************************************************************** +* F(2x2, 5x5) implies the use of a 6x6 input tile. +* +* Build an array of the specialised methods that deal with each of the +* different padding combinations which may be required. These padding +* constraints are the space: +* +* Padding top in {0, 1} +* Padding left in {0, 1} +* Padding bottom in {0, 1, 2, 3, 4} +* Padding right in {0, 1, 2, 3, 4} +*/ +template <> +template <> +template <int pad_top, int pad_left, int pad_bottom, int pad_right> +void Transform::process_tile( + int n_channels, + const float* const input_base, + const int input_row_stride, + const int input_col_stride, + float* const matrix_base, + const int matrix_stride +) +{ + constexpr int cells_i = 6 - pad_bottom; + constexpr int cells_j = 6 - pad_right; + + float *outptr = matrix_base; + + // Get pointers into the input tile + const float *x_ptrs[6][6]; + for (int i = pad_top, xi = 0; i < cells_i; i++, xi++) + { + // Get a pointer into the row + const float* const row_ptr = input_base + xi*input_row_stride; + + for (int j = pad_left, xj = 0; j < cells_j; j++, xj++) + { + x_ptrs[i][j] = row_ptr + xj*input_col_stride; + } + } + + // Matrices used/computed in this kernel. + float x[6][6], XTx[6][6], U[6][6]; + for (int i = 0; i < 6; i++) + { + for (int j = 0; j < 6; j++) + { + x[i][j] = XTx[i][j] = 0.0f; + } + } + + // Perform the Winograd input transformation for each channel in the input + // tensor. + int channels_remaining = n_channels; +#ifdef __aarch64__ + for (; channels_remaining >= 4; channels_remaining -= 4) + { + // Matrices used/computed in this kernel + float32x4_t x[6][6], XTx[6][6], U[6][6]; + for (int i = 0; i < 6; i++) + { + for (int j = 0; j < 6; j++) + { + x[i][j] = vdupq_n_f32(0.0f); + XTx[i][j] = vdupq_n_f32(0.0f); + } + } + + // Read a 6x6 tile in the Winograd domain + for (int i = pad_top; i < cells_i; i++) + { + for (int j = pad_left; j < cells_j; j++) + { + x[i][j] = vld1q_f32(x_ptrs[i][j]); + x_ptrs[i][j] += 4; + } + } + + // Compute XT . x + for (int j = pad_left; j < cells_j; j++) + { + // XTx[0][j] = 4*x[0][j] + -5*x[2][j] + 1*x[4][j]; + XTx[0][j] = vmlsq_n_f32(vmlaq_n_f32(x[4][j], x[0][j], 4.0f), x[2][j], 5.0f); + + // XTx[1][j] = -4*x[1][j] + -4*x[2][j] + 1*x[3][j] + 1*x[4][j]; + XTx[1][j] = vmlsq_n_f32(vaddq_f32(x[3][j], x[4][j]), vaddq_f32(x[1][j], x[2][j]), 4.0f); + + // XTx[2][j] = 4*x[1][j] + -4*x[2][j] + -1*x[3][j] + 1*x[4][j]; + XTx[2][j] = vmlaq_n_f32(vsubq_f32(x[4][j], x[3][j]), vsubq_f32(x[1][j], x[2][j]), 4.0f); + + // XTx[3][j] = -2*x[1][j] + -1*x[2][j] + 2*x[3][j] + 1*x[4][j]; + XTx[3][j] = vmlaq_n_f32(vsubq_f32(x[4][j], x[2][j]), vsubq_f32(x[3][j], x[1][j]), 2.0f); + + // XTx[4][j] = 2*x[1][j] + -1*x[2][j] + -2*x[3][j] + 1*x[4][j]; + XTx[4][j] = vmlaq_n_f32(vsubq_f32(x[4][j], x[2][j]), vsubq_f32(x[1][j], x[3][j]), 2.0f); + + // XTx[5][j] = 4*x[1][j] + -5*x[3][j] + 1*x[5][j]; + XTx[5][j] = vmlsq_n_f32(vmlaq_n_f32(x[5][j], x[1][j], 4.0f), x[3][j], 5.0f); + } + + // Compute U = XT . x . X + for (int i = 0; i < 6; i++) + { + // U[i][0] = 4*XTx[i][0] + -5*XTx[i][2] + 1*XTx[i][4]; + U[i][0] = vmlsq_n_f32(vmlaq_n_f32(XTx[i][4], XTx[i][0], 4.0f), XTx[i][2], 5.0f); + + // U[i][1] = -4*XTx[i][1] + -4*XTx[i][2] + 1*XTx[i][3] + 1*XTx[i][4]; + U[i][1] = vmlsq_n_f32(vaddq_f32(XTx[i][3], XTx[i][4]), vaddq_f32(XTx[i][1], XTx[i][2]), 4.0f); + + // U[i][2] = 4*XTx[i][1] + -4*XTx[i][2] + -1*XTx[i][3] + 1*XTx[i][4]; + U[i][2] = vmlaq_n_f32(vsubq_f32(XTx[i][4], XTx[i][3]), vsubq_f32(XTx[i][1], XTx[i][2]), 4.0f); + + // U[i][3] = -2*XTx[i][1] + -1*XTx[i][2] + 2*XTx[i][3] + 1*XTx[i][4]; + U[i][3] = vmlaq_n_f32(vsubq_f32(XTx[i][4], XTx[i][2]), vsubq_f32(XTx[i][3], XTx[i][1]), 2.0f); + + // U[i][4] = 2*XTx[i][1] + -1*XTx[i][2] + -2*XTx[i][3] + 1*XTx[i][4]; + U[i][4] = vmlaq_n_f32(vsubq_f32(XTx[i][4], XTx[i][2]), vsubq_f32(XTx[i][1], XTx[i][3]), 2.0f); + + // U[i][5] = 4*XTx[i][1] + -5*XTx[i][3] + 1*XTx[i][5]; + U[i][5] = vmlsq_n_f32(vmlaq_n_f32(XTx[i][5], XTx[i][1], 4.0f), XTx[i][3], 5.0f); + } + + // Store the transformed matrix + for (int i = 0, m = 0; i < 6; i++) + { + for (int j = 0; j < 6; j++, m++) + { + vst1q_f32(outptr + m*matrix_stride, U[i][j]); + } + } + outptr += 4; + } +#endif // __aarch64__ +#ifdef __arm_any__ + for (; channels_remaining >= 2; channels_remaining -= 2) + { + // Matrices used/computed in this kernel + float32x2_t x[6][6], XTx[6][6], U[6][6]; + for (int i = 0; i < 6; i++) + { + for (int j = 0; j < 6; j++) + { + x[i][j] = vdup_n_f32(0.0f); + XTx[i][j] = vdup_n_f32(0.0f); + } + } + + // Read a 6x6 tile in the Winograd domain + for (int i = pad_top; i < cells_i; i++) + { + for (int j = pad_left; j < cells_j; j++) + { + x[i][j] = vld1_f32(x_ptrs[i][j]); + x_ptrs[i][j] += 2; + } + } + + // Compute XT . x + for (int j = pad_left; j < cells_j; j++) + { + // XTx[0][j] = 4*x[0][j] + -5*x[2][j] + 1*x[4][j]; + XTx[0][j] = vmls_n_f32(vmla_n_f32(x[4][j], x[0][j], 4.0f), x[2][j], 5.0f); + + // XTx[1][j] = -4*x[1][j] + -4*x[2][j] + 1*x[3][j] + 1*x[4][j]; + XTx[1][j] = vmls_n_f32(vadd_f32(x[3][j], x[4][j]), vadd_f32(x[1][j], x[2][j]), 4.0f); + + // XTx[2][j] = 4*x[1][j] + -4*x[2][j] + -1*x[3][j] + 1*x[4][j]; + XTx[2][j] = vmla_n_f32(vsub_f32(x[4][j], x[3][j]), vsub_f32(x[1][j], x[2][j]), 4.0f); + + // XTx[3][j] = -2*x[1][j] + -1*x[2][j] + 2*x[3][j] + 1*x[4][j]; + XTx[3][j] = vmla_n_f32(vsub_f32(x[4][j], x[2][j]), vsub_f32(x[3][j], x[1][j]), 2.0f); + + // XTx[4][j] = 2*x[1][j] + -1*x[2][j] + -2*x[3][j] + 1*x[4][j]; + XTx[4][j] = vmla_n_f32(vsub_f32(x[4][j], x[2][j]), vsub_f32(x[1][j], x[3][j]), 2.0f); + + // XTx[5][j] = 4*x[1][j] + -5*x[3][j] + 1*x[5][j]; + XTx[5][j] = vmls_n_f32(vmla_n_f32(x[5][j], x[1][j], 4.0f), x[3][j], 5.0f); + } + + // Compute U = XT . x . X + for (int i = 0; i < 6; i++) + { + // U[i][0] = 4*XTx[i][0] + -5*XTx[i][2] + 1*XTx[i][4]; + U[i][0] = vmls_n_f32(vmla_n_f32(XTx[i][4], XTx[i][0], 4.0f), XTx[i][2], 5.0f); + + // U[i][1] = -4*XTx[i][1] + -4*XTx[i][2] + 1*XTx[i][3] + 1*XTx[i][4]; + U[i][1] = vmls_n_f32(vadd_f32(XTx[i][3], XTx[i][4]), vadd_f32(XTx[i][1], XTx[i][2]), 4.0f); + + // U[i][2] = 4*XTx[i][1] + -4*XTx[i][2] + -1*XTx[i][3] + 1*XTx[i][4]; + U[i][2] = vmla_n_f32(vsub_f32(XTx[i][4], XTx[i][3]), vsub_f32(XTx[i][1], XTx[i][2]), 4.0f); + + // U[i][3] = -2*XTx[i][1] + -1*XTx[i][2] + 2*XTx[i][3] + 1*XTx[i][4]; + U[i][3] = vmla_n_f32(vsub_f32(XTx[i][4], XTx[i][2]), vsub_f32(XTx[i][3], XTx[i][1]), 2.0f); + + // U[i][4] = 2*XTx[i][1] + -1*XTx[i][2] + -2*XTx[i][3] + 1*XTx[i][4]; + U[i][4] = vmla_n_f32(vsub_f32(XTx[i][4], XTx[i][2]), vsub_f32(XTx[i][1], XTx[i][3]), 2.0f); + + // U[i][5] = 4*XTx[i][1] + -5*XTx[i][3] + 1*XTx[i][5]; + U[i][5] = vmls_n_f32(vmla_n_f32(XTx[i][5], XTx[i][1], 4.0f), XTx[i][3], 5.0f); + } + + // Store the transformed matrix + for (int i = 0, m = 0; i < 6; i++) + { + for (int j = 0; j < 6; j++, m++) + { + vst1_f32(outptr + m*matrix_stride, U[i][j]); + } + } + outptr += 2; + } +#endif // __arm_any__ + for (; channels_remaining; channels_remaining--) + { + // Load x + for (int i = pad_top; i < cells_i; i++) + { + for (int j = pad_left; j < cells_j; j++) + { + x[i][j] = *(x_ptrs[i][j]++); + } + } + + // Compute XT . x + for (int j = pad_left; j < cells_j; j++) + { + XTx[0][j] = 4*x[0][j] + -5*x[2][j] + 1*x[4][j]; + XTx[1][j] = -4*x[1][j] + -4*x[2][j] + 1*x[3][j] + 1*x[4][j]; + XTx[2][j] = 4*x[1][j] + -4*x[2][j] + -1*x[3][j] + 1*x[4][j]; + XTx[3][j] = -2*x[1][j] + -1*x[2][j] + 2*x[3][j] + 1*x[4][j]; + XTx[4][j] = 2*x[1][j] + -1*x[2][j] + -2*x[3][j] + 1*x[4][j]; + XTx[5][j] = 4*x[1][j] + -5*x[3][j] + 1*x[5][j]; + } + + // Compute U = XT . x . X + for (int i = 0; i < 6; i++) + { + U[i][0] = 4*XTx[i][0] + -5*XTx[i][2] + 1*XTx[i][4]; + U[i][1] = -4*XTx[i][1] + -4*XTx[i][2] + 1*XTx[i][3] + 1*XTx[i][4]; + U[i][2] = 4*XTx[i][1] + -4*XTx[i][2] + -1*XTx[i][3] + 1*XTx[i][4]; + U[i][3] = -2*XTx[i][1] + -1*XTx[i][2] + 2*XTx[i][3] + 1*XTx[i][4]; + U[i][4] = 2*XTx[i][1] + -1*XTx[i][2] + -2*XTx[i][3] + 1*XTx[i][4]; + U[i][5] = 4*XTx[i][1] + -5*XTx[i][3] + 1*XTx[i][5]; + } + + // Store the transformed matrix + for (int i = 0, m = 0; i < 6; i++) + { + for (int j = 0; j < 6; j++, m++) + { + *(outptr + m*matrix_stride) = U[i][j]; + } + } + outptr++; + } +} + +template <> +template <> +const Transform::TileFn Transform::tile_fns[2][2][max_pad_bottom][max_pad_right] = +{ + { + { + { + Transform::template process_tile<0, 0, 0, 0>, // No padding + Transform::template process_tile<0, 0, 0, 1>, // Right + Transform::template process_tile<0, 0, 0, 2>, // " " + Transform::template process_tile<0, 0, 0, 3>, // " " + Transform::template process_tile<0, 0, 0, 4>, // " " + }, + { + Transform::template process_tile<0, 0, 1, 0>, // Bottom + Transform::template process_tile<0, 0, 1, 1>, // Bottom right + Transform::template process_tile<0, 0, 1, 2>, // " " + Transform::template process_tile<0, 0, 1, 3>, // " " + Transform::template process_tile<0, 0, 1, 4>, // " " + }, + { + Transform::template process_tile<0, 0, 2, 0>, // Bottom + Transform::template process_tile<0, 0, 2, 1>, // Bottom right + Transform::template process_tile<0, 0, 2, 2>, // " " + Transform::template process_tile<0, 0, 2, 3>, // " " + Transform::template process_tile<0, 0, 2, 4>, // " " + }, + { + Transform::template process_tile<0, 0, 3, 0>, // Bottom + Transform::template process_tile<0, 0, 3, 1>, // Bottom right + Transform::template process_tile<0, 0, 3, 2>, // " " + Transform::template process_tile<0, 0, 3, 3>, // " " + Transform::template process_tile<0, 0, 3, 4>, // " " + }, + { + Transform::template process_tile<0, 0, 4, 0>, // Bottom + Transform::template process_tile<0, 0, 4, 1>, // Bottom right + Transform::template process_tile<0, 0, 4, 2>, // " " + Transform::template process_tile<0, 0, 4, 3>, // " " + Transform::template process_tile<0, 0, 4, 4>, // " " + } + }, + { + { + Transform::template process_tile<0, 1, 0, 0>, // Left + Transform::template process_tile<0, 1, 0, 1>, + Transform::template process_tile<0, 1, 0, 2>, + Transform::template process_tile<0, 1, 0, 3>, + Transform::template process_tile<0, 1, 0, 4>, + }, + { + Transform::template process_tile<0, 1, 1, 0>, // Bottom left + Transform::template process_tile<0, 1, 1, 1>, + Transform::template process_tile<0, 1, 1, 2>, + Transform::template process_tile<0, 1, 1, 3>, + Transform::template process_tile<0, 1, 1, 4>, + }, + { + Transform::template process_tile<0, 1, 2, 0>, // " " + Transform::template process_tile<0, 1, 2, 1>, + Transform::template process_tile<0, 1, 2, 2>, + Transform::template process_tile<0, 1, 2, 3>, + Transform::template process_tile<0, 1, 2, 4>, + }, + { + Transform::template process_tile<0, 1, 3, 0>, // " " + Transform::template process_tile<0, 1, 3, 1>, + Transform::template process_tile<0, 1, 3, 2>, + Transform::template process_tile<0, 1, 3, 3>, + Transform::template process_tile<0, 1, 3, 4>, + }, + { + Transform::template process_tile<0, 1, 4, 0>, // " " + Transform::template process_tile<0, 1, 4, 1>, + Transform::template process_tile<0, 1, 4, 2>, + Transform::template process_tile<0, 1, 4, 3>, + Transform::template process_tile<0, 1, 4, 4>, + } + } + }, + { + { + { + Transform::template process_tile<1, 0, 0, 0>, // Top + Transform::template process_tile<1, 0, 0, 1>, // Top right + Transform::template process_tile<1, 0, 0, 2>, // " " + Transform::template process_tile<1, 0, 0, 3>, // " " + Transform::template process_tile<1, 0, 0, 4>, // " " + }, + { + Transform::template process_tile<1, 0, 1, 0>, + Transform::template process_tile<1, 0, 1, 1>, + Transform::template process_tile<1, 0, 1, 2>, + Transform::template process_tile<1, 0, 1, 3>, + Transform::template process_tile<1, 0, 1, 4>, + }, + { + Transform::template process_tile<1, 0, 2, 0>, + Transform::template process_tile<1, 0, 2, 1>, + Transform::template process_tile<1, 0, 2, 2>, + Transform::template process_tile<1, 0, 2, 3>, + Transform::template process_tile<1, 0, 2, 4>, + }, + { + Transform::template process_tile<1, 0, 3, 0>, + Transform::template process_tile<1, 0, 3, 1>, + Transform::template process_tile<1, 0, 3, 2>, + Transform::template process_tile<1, 0, 3, 3>, + Transform::template process_tile<1, 0, 3, 4>, + }, + { + Transform::template process_tile<1, 0, 4, 0>, + Transform::template process_tile<1, 0, 4, 1>, + Transform::template process_tile<1, 0, 4, 2>, + Transform::template process_tile<1, 0, 4, 3>, + Transform::template process_tile<1, 0, 4, 4>, + }, + }, + { + { + Transform::template process_tile<1, 1, 0, 0>, // Top left + Transform::template process_tile<1, 1, 0, 1>, + Transform::template process_tile<1, 1, 0, 2>, + Transform::template process_tile<1, 1, 0, 3>, + Transform::template process_tile<1, 1, 0, 4>, + }, + { + Transform::template process_tile<1, 1, 1, 0>, + Transform::template process_tile<1, 1, 1, 1>, + Transform::template process_tile<1, 1, 1, 2>, + Transform::template process_tile<1, 1, 1, 3>, + Transform::template process_tile<1, 1, 1, 4>, + }, + { + Transform::template process_tile<1, 1, 2, 0>, + Transform::template process_tile<1, 1, 2, 1>, + Transform::template process_tile<1, 1, 2, 2>, + Transform::template process_tile<1, 1, 2, 3>, + Transform::template process_tile<1, 1, 2, 4>, + }, + { + Transform::template process_tile<1, 1, 3, 0>, + Transform::template process_tile<1, 1, 3, 1>, + Transform::template process_tile<1, 1, 3, 2>, + Transform::template process_tile<1, 1, 3, 3>, + Transform::template process_tile<1, 1, 3, 4>, + }, + { + Transform::template process_tile<1, 1, 4, 0>, + Transform::template process_tile<1, 1, 4, 1>, + Transform::template process_tile<1, 1, 4, 2>, + Transform::template process_tile<1, 1, 4, 3>, + Transform::template process_tile<1, 1, 4, 4>, + } + } + } +}; + +template struct WinogradGEMM<2, 2, 5, 5>::InputTransform<float>; +} // namespace winograd diff --git a/src/core/NEON/kernels/convolution/winograd/transforms/input_4x4_3x3_fp32.cpp b/src/core/NEON/kernels/convolution/winograd/transforms/input_4x4_3x3_fp32.cpp new file mode 100644 index 0000000000..04d1573e4c --- /dev/null +++ b/src/core/NEON/kernels/convolution/winograd/transforms/input_4x4_3x3_fp32.cpp @@ -0,0 +1,486 @@ +/* + * Copyright (c) 2017 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 "arm_compute/core/NEON/kernels/convolution/winograd/transforms/input.hpp" +#include "arm_compute/core/NEON/kernels/convolution/winograd/winograd_gemm.hpp" +#include "arm_compute/core/NEON/kernels/convolution/common/arm.hpp" + +namespace winograd +{ + +using Transform = WinogradGEMM<4, 4, 3, 3>::InputTransform<float>; + +template <> +template <> +int Transform::ops_performed(const Tensor4DShape &input_shape) +{ + // NOTE: Cost in FLOPs rather than instructions or uops. + const int tile_M = iceildiv(input_shape.n_rows, inner_tile_rows); + const int tile_N = iceildiv(input_shape.n_cols, inner_tile_cols); + return 12 * 24 * tile_M * tile_N * input_shape.n_channels; +} + +/* F(4x4, 3x3) implies the use of a 6x6 input tile. Such tiles can require a +* variety of padding types. For example, tiles at the top and left of an +* image can require one row or column of padding on their top and left sides +* if the padding type is SAME (where X represents a padded value): +* +* ___________ ___________ +* |X X X X X X| |X X X X X X| +* |X | | | +* |X | | | +* |X | | | +* |X | | | +* |X__________| |___________| +* ___________ +* |X | +* |X | +* |X | +* |X | +* |X | +* |X__________| +* +* For tiles near the right or bottom of the image it is more complicated. +* Such tiles might require padding by 0, 1, 2 or 3 rows or columns if the +* padding type is VALID or 1, 2, 3 or 4 rows or columns if the padding +* type is SAME. +* +* Build an array of the specialised methods that deal with each of the +* different padding combinations which may be required. These padding +* constraints are the space: +* +* Padding top in {0, 1} +* Padding left in {0, 1} +* Padding bottom in {0, 1, 2, 3, 4} +* Padding right in {0, 1, 2, 3, 4} +*/ +template <> +template <> +template <int pad_top, int pad_left, int pad_bottom, int pad_right> +void Transform::process_tile( + int n_channels, + const float* const input_base, + const int input_row_stride, + const int input_col_stride, + float* const matrix_base, + const int matrix_stride +) +{ + constexpr int cells_i = 6 - pad_bottom; + constexpr int cells_j = 6 - pad_right; + + float *outptr = matrix_base; + + // Get pointers into the input tile + const float *x_ptrs[6][6]; + for (int i = pad_top, xi = 0; i < cells_i; i++, xi++) + { + // Get a pointer into the row + const float* const row_ptr = input_base + xi*input_row_stride; + + for (int j = pad_left, xj = 0; j < cells_j; j++, xj++) + { + x_ptrs[i][j] = row_ptr + xj*input_col_stride; + } + } + + // Matrices used/computed in this kernel. + float x[6][6], XTx[6][6], U[6][6]; + for (int i = 0; i < 6; i++) + { + for (int j = 0; j < 6; j++) + { + x[i][j] = XTx[i][j] = 0.0f; + } + } + + // Perform the Winograd input transformation for each channel in the input + // tensor. + int channels_remaining = n_channels; +#ifdef __aarch64__ + for (; channels_remaining >= 4; channels_remaining -= 4) + { + // Matrices used/computed in this kernel + float32x4_t x[6][6], XTx[6][6], U[6][6]; + for (int i = 0; i < 6; i++) + { + for (int j = 0; j < 6; j++) + { + x[i][j] = vdupq_n_f32(0.0f); + XTx[i][j] = vdupq_n_f32(0.0f); + } + } + + // Read a 6x6 tile in the Winograd domain + for (int i = pad_top; i < cells_i; i++) + { + for (int j = pad_left; j < cells_j; j++) + { + x[i][j] = vld1q_f32(x_ptrs[i][j]); + x_ptrs[i][j] += 4; + } + } + + // Compute XT . x + for (int j = pad_left; j < cells_j; j++) + { + // XTx[0][j] = 4*x[0][j] + -5*x[2][j] + 1*x[4][j]; + XTx[0][j] = vmlsq_n_f32(vmlaq_n_f32(x[4][j], x[0][j], 4.0f), x[2][j], 5.0f); + + // XTx[1][j] = -4*x[1][j] + -4*x[2][j] + 1*x[3][j] + 1*x[4][j]; + XTx[1][j] = vmlsq_n_f32(vaddq_f32(x[3][j], x[4][j]), vaddq_f32(x[1][j], x[2][j]), 4.0f); + + // XTx[2][j] = 4*x[1][j] + -4*x[2][j] + -1*x[3][j] + 1*x[4][j]; + XTx[2][j] = vmlaq_n_f32(vsubq_f32(x[4][j], x[3][j]), vsubq_f32(x[1][j], x[2][j]), 4.0f); + + // XTx[3][j] = -2*x[1][j] + -1*x[2][j] + 2*x[3][j] + 1*x[4][j]; + XTx[3][j] = vmlaq_n_f32(vsubq_f32(x[4][j], x[2][j]), vsubq_f32(x[3][j], x[1][j]), 2.0f); + + // XTx[4][j] = 2*x[1][j] + -1*x[2][j] + -2*x[3][j] + 1*x[4][j]; + XTx[4][j] = vmlaq_n_f32(vsubq_f32(x[4][j], x[2][j]), vsubq_f32(x[1][j], x[3][j]), 2.0f); + + // XTx[5][j] = 4*x[1][j] + -5*x[3][j] + 1*x[5][j]; + XTx[5][j] = vmlsq_n_f32(vmlaq_n_f32(x[5][j], x[1][j], 4.0f), x[3][j], 5.0f); + } + + // Compute U = XT . x . X + for (int i = 0; i < 6; i++) + { + // U[i][0] = 4*XTx[i][0] + -5*XTx[i][2] + 1*XTx[i][4]; + U[i][0] = vmlsq_n_f32(vmlaq_n_f32(XTx[i][4], XTx[i][0], 4.0f), XTx[i][2], 5.0f); + + // U[i][1] = -4*XTx[i][1] + -4*XTx[i][2] + 1*XTx[i][3] + 1*XTx[i][4]; + U[i][1] = vmlsq_n_f32(vaddq_f32(XTx[i][3], XTx[i][4]), vaddq_f32(XTx[i][1], XTx[i][2]), 4.0f); + + // U[i][2] = 4*XTx[i][1] + -4*XTx[i][2] + -1*XTx[i][3] + 1*XTx[i][4]; + U[i][2] = vmlaq_n_f32(vsubq_f32(XTx[i][4], XTx[i][3]), vsubq_f32(XTx[i][1], XTx[i][2]), 4.0f); + + // U[i][3] = -2*XTx[i][1] + -1*XTx[i][2] + 2*XTx[i][3] + 1*XTx[i][4]; + U[i][3] = vmlaq_n_f32(vsubq_f32(XTx[i][4], XTx[i][2]), vsubq_f32(XTx[i][3], XTx[i][1]), 2.0f); + + // U[i][4] = 2*XTx[i][1] + -1*XTx[i][2] + -2*XTx[i][3] + 1*XTx[i][4]; + U[i][4] = vmlaq_n_f32(vsubq_f32(XTx[i][4], XTx[i][2]), vsubq_f32(XTx[i][1], XTx[i][3]), 2.0f); + + // U[i][5] = 4*XTx[i][1] + -5*XTx[i][3] + 1*XTx[i][5]; + U[i][5] = vmlsq_n_f32(vmlaq_n_f32(XTx[i][5], XTx[i][1], 4.0f), XTx[i][3], 5.0f); + } + + // Store the transformed matrix + for (int i = 0, m = 0; i < 6; i++) + { + for (int j = 0; j < 6; j++, m++) + { + vst1q_f32(outptr + m*matrix_stride, U[i][j]); + } + } + outptr += 4; + } +#endif // __aarch64__ +#ifdef __arm_any__ + for (; channels_remaining >= 2; channels_remaining -= 2) + { + // Matrices used/computed in this kernel + float32x2_t x[6][6], XTx[6][6], U[6][6]; + for (int i = 0; i < 6; i++) + { + for (int j = 0; j < 6; j++) + { + x[i][j] = vdup_n_f32(0.0f); + XTx[i][j] = vdup_n_f32(0.0f); + } + } + + // Read a 6x6 tile in the Winograd domain + for (int i = pad_top; i < cells_i; i++) + { + for (int j = pad_left; j < cells_j; j++) + { + x[i][j] = vld1_f32(x_ptrs[i][j]); + x_ptrs[i][j] += 2; + } + } + + // Compute XT . x + for (int j = pad_left; j < cells_j; j++) + { + // XTx[0][j] = 4*x[0][j] + -5*x[2][j] + 1*x[4][j]; + XTx[0][j] = vmls_n_f32(vmla_n_f32(x[4][j], x[0][j], 4.0f), x[2][j], 5.0f); + + // XTx[1][j] = -4*x[1][j] + -4*x[2][j] + 1*x[3][j] + 1*x[4][j]; + XTx[1][j] = vmls_n_f32(vadd_f32(x[3][j], x[4][j]), vadd_f32(x[1][j], x[2][j]), 4.0f); + + // XTx[2][j] = 4*x[1][j] + -4*x[2][j] + -1*x[3][j] + 1*x[4][j]; + XTx[2][j] = vmla_n_f32(vsub_f32(x[4][j], x[3][j]), vsub_f32(x[1][j], x[2][j]), 4.0f); + + // XTx[3][j] = -2*x[1][j] + -1*x[2][j] + 2*x[3][j] + 1*x[4][j]; + XTx[3][j] = vmla_n_f32(vsub_f32(x[4][j], x[2][j]), vsub_f32(x[3][j], x[1][j]), 2.0f); + + // XTx[4][j] = 2*x[1][j] + -1*x[2][j] + -2*x[3][j] + 1*x[4][j]; + XTx[4][j] = vmla_n_f32(vsub_f32(x[4][j], x[2][j]), vsub_f32(x[1][j], x[3][j]), 2.0f); + + // XTx[5][j] = 4*x[1][j] + -5*x[3][j] + 1*x[5][j]; + XTx[5][j] = vmls_n_f32(vmla_n_f32(x[5][j], x[1][j], 4.0f), x[3][j], 5.0f); + } + + // Compute U = XT . x . X + for (int i = 0; i < 6; i++) + { + // U[i][0] = 4*XTx[i][0] + -5*XTx[i][2] + 1*XTx[i][4]; + U[i][0] = vmls_n_f32(vmla_n_f32(XTx[i][4], XTx[i][0], 4.0f), XTx[i][2], 5.0f); + + // U[i][1] = -4*XTx[i][1] + -4*XTx[i][2] + 1*XTx[i][3] + 1*XTx[i][4]; + U[i][1] = vmls_n_f32(vadd_f32(XTx[i][3], XTx[i][4]), vadd_f32(XTx[i][1], XTx[i][2]), 4.0f); + + // U[i][2] = 4*XTx[i][1] + -4*XTx[i][2] + -1*XTx[i][3] + 1*XTx[i][4]; + U[i][2] = vmla_n_f32(vsub_f32(XTx[i][4], XTx[i][3]), vsub_f32(XTx[i][1], XTx[i][2]), 4.0f); + + // U[i][3] = -2*XTx[i][1] + -1*XTx[i][2] + 2*XTx[i][3] + 1*XTx[i][4]; + U[i][3] = vmla_n_f32(vsub_f32(XTx[i][4], XTx[i][2]), vsub_f32(XTx[i][3], XTx[i][1]), 2.0f); + + // U[i][4] = 2*XTx[i][1] + -1*XTx[i][2] + -2*XTx[i][3] + 1*XTx[i][4]; + U[i][4] = vmla_n_f32(vsub_f32(XTx[i][4], XTx[i][2]), vsub_f32(XTx[i][1], XTx[i][3]), 2.0f); + + // U[i][5] = 4*XTx[i][1] + -5*XTx[i][3] + 1*XTx[i][5]; + U[i][5] = vmls_n_f32(vmla_n_f32(XTx[i][5], XTx[i][1], 4.0f), XTx[i][3], 5.0f); + } + + // Store the transformed matrix + for (int i = 0, m = 0; i < 6; i++) + { + for (int j = 0; j < 6; j++, m++) + { + vst1_f32(outptr + m*matrix_stride, U[i][j]); + } + } + outptr += 2; + } +#endif // __arm_any__ + for (; channels_remaining; channels_remaining--) + { + // Load x + for (int i = pad_top; i < cells_i; i++) + { + for (int j = pad_left; j < cells_j; j++) + { + x[i][j] = *(x_ptrs[i][j]++); + } + } + + // Compute XT . x + for (int j = pad_left; j < cells_j; j++) + { + XTx[0][j] = 4*x[0][j] + -5*x[2][j] + 1*x[4][j]; + XTx[1][j] = -4*x[1][j] + -4*x[2][j] + 1*x[3][j] + 1*x[4][j]; + XTx[2][j] = 4*x[1][j] + -4*x[2][j] + -1*x[3][j] + 1*x[4][j]; + XTx[3][j] = -2*x[1][j] + -1*x[2][j] + 2*x[3][j] + 1*x[4][j]; + XTx[4][j] = 2*x[1][j] + -1*x[2][j] + -2*x[3][j] + 1*x[4][j]; + XTx[5][j] = 4*x[1][j] + -5*x[3][j] + 1*x[5][j]; + } + + // Compute U = XT . x . X + for (int i = 0; i < 6; i++) + { + U[i][0] = 4*XTx[i][0] + -5*XTx[i][2] + 1*XTx[i][4]; + U[i][1] = -4*XTx[i][1] + -4*XTx[i][2] + 1*XTx[i][3] + 1*XTx[i][4]; + U[i][2] = 4*XTx[i][1] + -4*XTx[i][2] + -1*XTx[i][3] + 1*XTx[i][4]; + U[i][3] = -2*XTx[i][1] + -1*XTx[i][2] + 2*XTx[i][3] + 1*XTx[i][4]; + U[i][4] = 2*XTx[i][1] + -1*XTx[i][2] + -2*XTx[i][3] + 1*XTx[i][4]; + U[i][5] = 4*XTx[i][1] + -5*XTx[i][3] + 1*XTx[i][5]; + } + + // Store the transformed matrix + for (int i = 0, m = 0; i < 6; i++) + { + for (int j = 0; j < 6; j++, m++) + { + *(outptr + m*matrix_stride) = U[i][j]; + } + } + outptr++; + } +} + +/* In the below, unusual or especially small tiles are routed via the slow + * path whereas common or large tiles are routed through a faster path. + */ +template <> +template <> +const Transform::TileFn Transform::tile_fns[2][2][max_pad_bottom][max_pad_right] = +{ + { + { + { + Transform::template process_tile<0, 0, 0, 0>, // No padding + Transform::template process_tile<0, 0, 0, 1>, // Right + Transform::template process_tile<0, 0, 0, 2>, // " " + Transform::template process_tile<0, 0, 0, 3>, // " " + Transform::template process_tile<0, 0, 0, 4>, // " " + }, + { + Transform::template process_tile<0, 0, 1, 0>, // Bottom + Transform::template process_tile<0, 0, 1, 1>, // Bottom right + Transform::template process_tile<0, 0, 1, 2>, // " " + Transform::template process_tile<0, 0, 1, 3>, // " " + Transform::template process_tile<0, 0, 1, 4>, // " " + }, + { + Transform::template process_tile<0, 0, 2, 0>, // Bottom + Transform::template process_tile<0, 0, 2, 1>, // Bottom right + Transform::template process_tile<0, 0, 2, 2>, // " " + Transform::template process_tile<0, 0, 2, 3>, // " " + Transform::template process_tile<0, 0, 2, 4>, // " " + }, + { + Transform::template process_tile<0, 0, 3, 0>, // Bottom + Transform::template process_tile<0, 0, 3, 1>, // Bottom right + Transform::template process_tile<0, 0, 3, 2>, // " " + Transform::template process_tile<0, 0, 3, 3>, // " " + Transform::template process_tile<0, 0, 3, 4>, // " " + }, + { + Transform::template process_tile<0, 0, 4, 0>, // Bottom + Transform::template process_tile<0, 0, 4, 1>, // Bottom right + Transform::template process_tile<0, 0, 4, 2>, // " " + Transform::template process_tile<0, 0, 4, 3>, // " " + Transform::template process_tile<0, 0, 4, 4>, // " " + } + }, + { + { + Transform::template process_tile<0, 1, 0, 0>, // Left + Transform::template process_tile<0, 1, 0, 1>, + Transform::template process_tile<0, 1, 0, 2>, + Transform::template process_tile<0, 1, 0, 3>, + Transform::template process_tile<0, 1, 0, 4>, + }, + { + Transform::template process_tile<0, 1, 1, 0>, // Bottom left + Transform::template process_tile<0, 1, 1, 1>, + Transform::template process_tile<0, 1, 1, 2>, + Transform::template process_tile<0, 1, 1, 3>, + Transform::template process_tile<0, 1, 1, 4>, + }, + { + Transform::template process_tile<0, 1, 2, 0>, // " " + Transform::template process_tile<0, 1, 2, 1>, + Transform::template process_tile<0, 1, 2, 2>, + Transform::template process_tile<0, 1, 2, 3>, + Transform::template process_tile<0, 1, 2, 4>, + }, + { + Transform::template process_tile<0, 1, 3, 0>, // " " + Transform::template process_tile<0, 1, 3, 1>, + Transform::template process_tile<0, 1, 3, 2>, + Transform::template process_tile<0, 1, 3, 3>, + Transform::template process_tile<0, 1, 3, 4>, + }, + { + Transform::template process_tile<0, 1, 4, 0>, // " " + Transform::template process_tile<0, 1, 4, 1>, + Transform::template process_tile<0, 1, 4, 2>, + Transform::template process_tile<0, 1, 4, 3>, + Transform::template process_tile<0, 1, 4, 4>, + } + } + }, + { + { + { + Transform::template process_tile<1, 0, 0, 0>, // Top + Transform::template process_tile<1, 0, 0, 1>, // Top right + Transform::template process_tile<1, 0, 0, 2>, // " " + Transform::template process_tile<1, 0, 0, 3>, // " " + Transform::template process_tile<1, 0, 0, 4>, // " " + }, + { + Transform::template process_tile<1, 0, 1, 0>, + Transform::template process_tile<1, 0, 1, 1>, + Transform::template process_tile<1, 0, 1, 2>, + Transform::template process_tile<1, 0, 1, 3>, + Transform::template process_tile<1, 0, 1, 4>, + }, + { + Transform::template process_tile<1, 0, 2, 0>, + Transform::template process_tile<1, 0, 2, 1>, + Transform::template process_tile<1, 0, 2, 2>, + Transform::template process_tile<1, 0, 2, 3>, + Transform::template process_tile<1, 0, 2, 4>, + }, + { + Transform::template process_tile<1, 0, 3, 0>, + Transform::template process_tile<1, 0, 3, 1>, + Transform::template process_tile<1, 0, 3, 2>, + Transform::template process_tile<1, 0, 3, 3>, + Transform::template process_tile<1, 0, 3, 4>, + }, + { + Transform::template process_tile<1, 0, 4, 0>, + Transform::template process_tile<1, 0, 4, 1>, + Transform::template process_tile<1, 0, 4, 2>, + Transform::template process_tile<1, 0, 4, 3>, + Transform::template process_tile<1, 0, 4, 4>, + }, + }, + { + { + Transform::template process_tile<1, 1, 0, 0>, // Top left + Transform::template process_tile<1, 1, 0, 1>, + Transform::template process_tile<1, 1, 0, 2>, + Transform::template process_tile<1, 1, 0, 3>, + Transform::template process_tile<1, 1, 0, 4>, + }, + { + Transform::template process_tile<1, 1, 1, 0>, + Transform::template process_tile<1, 1, 1, 1>, + Transform::template process_tile<1, 1, 1, 2>, + Transform::template process_tile<1, 1, 1, 3>, + Transform::template process_tile<1, 1, 1, 4>, + }, + { + Transform::template process_tile<1, 1, 2, 0>, + Transform::template process_tile<1, 1, 2, 1>, + Transform::template process_tile<1, 1, 2, 2>, + Transform::template process_tile<1, 1, 2, 3>, + Transform::template process_tile<1, 1, 2, 4>, + }, + { + Transform::template process_tile<1, 1, 3, 0>, + Transform::template process_tile<1, 1, 3, 1>, + Transform::template process_tile<1, 1, 3, 2>, + Transform::template process_tile<1, 1, 3, 3>, + Transform::template process_tile<1, 1, 3, 4>, + }, + { + Transform::template process_tile<1, 1, 4, 0>, + Transform::template process_tile<1, 1, 4, 1>, + Transform::template process_tile<1, 1, 4, 2>, + Transform::template process_tile<1, 1, 4, 3>, + Transform::template process_tile<1, 1, 4, 4>, + } + } + } +}; + +template struct WinogradGEMM<4, 4, 3, 3>::InputTransform<float>; +} // namespace winograd diff --git a/src/core/NEON/kernels/convolution/winograd/transforms/output_2x2_3x3_fp32.cpp b/src/core/NEON/kernels/convolution/winograd/transforms/output_2x2_3x3_fp32.cpp new file mode 100644 index 0000000000..a95ce0e7d2 --- /dev/null +++ b/src/core/NEON/kernels/convolution/winograd/transforms/output_2x2_3x3_fp32.cpp @@ -0,0 +1,251 @@ +/* + * Copyright (c) 2017 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 "arm_compute/core/NEON/kernels/convolution/winograd/transforms/output.hpp" +#include "arm_compute/core/NEON/kernels/convolution/winograd/winograd_gemm.hpp" +#include "arm_compute/core/NEON/kernels/convolution/common/arm.hpp" + +namespace winograd +{ + +using Transform = WinogradGEMM<2, 2, 3, 3>::OutputTransform<float>; + +template <> +template <> +int Transform::ops_performed(const Tensor4DShape &shape) +{ + // NOTE: Cost in FLOPs rather than instructions or uops. + const int tile_M = iceildiv(shape.n_rows, 2); + const int tile_N = iceildiv(shape.n_cols, 2); + return 24 * tile_M * tile_N * shape.n_channels; +} + +/* F(2x2, 3x3) constructs 2x2 output tiles from a 3x3 convolution. Since we use + * enough tiles to cover the output space each output tile may contain 0 or 1 + * padded values to the right and bottom columns or rows of the tile, e.g.: + * + * ___ ___ + * | | | X| + * |___| |__X| + * + * ___ ___ + * | | | X| + * |X_X| |X_X| + * + * + * We provide a specialised output transform for each of these instances. + * Consequently we below construct an array of the various padding options, the + * array contains pointers to the specific implementations. + */ +template <> +template <> +template <int pad_bottom, int pad_right> +void Transform::process_tile( + const int n_channels, + const float* const matrix_base, + const int matrix_stride, + const float* const biases, + float* const output, + const int output_row_stride, + const int output_col_stride +) +{ + constexpr int cells_i = 2 - pad_bottom; + constexpr int cells_j = 2 - pad_right; + + // Construct a map to the output cells + float *outptrs[cells_i][cells_j]; + for (int i = 0; i < cells_i; i++) + { + for (int j = 0; j < cells_j; j++) + { + outptrs[i][j] = output + i*output_row_stride + j*output_col_stride; + } + } + const float *inptr = matrix_base; + const float *bptr = biases; + + // For each channel of the output + int channels_remaining = n_channels; +#ifdef __aarch64__ + for (; channels_remaining >= 4; channels_remaining -= 4) + { + // Matrices used and computed during this transform + float32x4_t F[4][4], FZ[4][2], f[2][2], b; + + // Read a 4x4 tile in the Winograd domain + for (int i = 0, m = 0; i < 4; i++) + { + for (int j = 0; j < 4; j++, m++) + { + F[i][j] = vld1q_f32(inptr + m*matrix_stride); + } + } + inptr += 4; + + // Compute the matrix F Z + for (int i = 0; i < 4; i++) + { + // FZ[i][0] = F[i][0] + F[i][1] + F[i][2]; + FZ[i][0] = vaddq_f32(vaddq_f32(F[i][0], F[i][1]), F[i][2]); + + // FZ[i][1] = F[i][1] - F[i][2] - F[i][3]; + FZ[i][1] = vsubq_f32(vsubq_f32(F[i][1], F[i][2]), F[i][3]); + } + + // Compute the output tile f = ZT F Z + for (int j = 0; j < 2; j++) + { + // f[0][j] = FZ[0][j] + FZ[1][j] + FZ[2][j]; + f[0][j] = vaddq_f32(vaddq_f32(FZ[0][j], FZ[1][j]), FZ[2][j]); + + // f[1][j] = FZ[1][j] - FZ[2][j] - FZ[3][j]; + f[1][j] = vsubq_f32(vsubq_f32(FZ[1][j], FZ[2][j]), FZ[3][j]); + } + + // Load the bias vector + b = vld1q_f32(bptr); + bptr += 4; + + // Write out the output tile + for (int i = 0; i < cells_i; i++) + { + for (int j = 0; j < cells_j; j++) + { + vst1q_f32(outptrs[i][j], vaddq_f32(f[i][j], b)); + outptrs[i][j] += 4; + } + } + } +#endif // __aarch64__ +#ifdef __arm_any__ + for (; channels_remaining >= 2; channels_remaining -= 2) + { + // Matrices used and computed during this transform + float32x2_t F[4][4], FZ[4][2], f[2][2], b; + + // Read a 4x4 tile in the Winograd domain + for (int i = 0, m = 0; i < 4; i++) + { + for (int j = 0; j < 4; j++, m++) + { + F[i][j] = vld1_f32(inptr + m*matrix_stride); + } + } + inptr += 2; + + // Compute the matrix F Z + for (int i = 0; i < 4; i++) + { + // FZ[i][0] = F[i][0] + F[i][1] + F[i][2]; + FZ[i][0] = vadd_f32(vadd_f32(F[i][0], F[i][1]), F[i][2]); + + // FZ[i][1] = F[i][1] - F[i][2] - F[i][3]; + FZ[i][1] = vsub_f32(vsub_f32(F[i][1], F[i][2]), F[i][3]); + } + + // Compute the output tile f = ZT F Z + for (int j = 0; j < 2; j++) + { + // f[0][j] = FZ[0][j] + FZ[1][j] + FZ[2][j]; + f[0][j] = vadd_f32(vadd_f32(FZ[0][j], FZ[1][j]), FZ[2][j]); + + // f[1][j] = FZ[1][j] - FZ[2][j] - FZ[3][j]; + f[1][j] = vsub_f32(vsub_f32(FZ[1][j], FZ[2][j]), FZ[3][j]); + } + + // Load the bias vector + b = vld1_f32(bptr); + bptr += 2; + + // Write out the output tile + for (int i = 0; i < cells_i; i++) + { + for (int j = 0; j < cells_j; j++) + { + vst1_f32(outptrs[i][j], vadd_f32(f[i][j], b)); + outptrs[i][j] += 2; + } + } + } +#endif // __arm_any__ + for (; channels_remaining; channels_remaining--) + { + // Matrices used and computed during this transform + float F[4][4], FZ[4][2], f[2][2], b; + + // Read a 4x4 tile in the Winograd domain + for (int i = 0, m = 0; i < 4; i++) + { + for (int j = 0; j < 4; j++, m++) + { + F[i][j] = *(inptr + m*matrix_stride); + } + } + inptr++; + + // Compute the matrix F Z + for (int i = 0; i < 4; i++) + { + FZ[i][0] = F[i][0] + F[i][1] + F[i][2]; + FZ[i][1] = F[i][1] - F[i][2] - F[i][3]; + } + + // Compute the output tile f = ZT F Z + for (int j = 0; j < 2; j++) + { + f[0][j] = FZ[0][j] + FZ[1][j] + FZ[2][j]; + f[1][j] = FZ[1][j] - FZ[2][j] - FZ[3][j]; + } + + // Load the bias + b = *(bptr++); + + // Write out the output tile + for (int i = 0; i < cells_i; i++) + { + for (int j = 0; j < cells_j; j++) + { + *(outptrs[i][j]++) = f[i][j] + b; + } + } + } +} + +template <> +template <> +const Transform::TileFn Transform::tile_fns[max_pad_bottom][max_pad_right] = +{ + { + Transform::template process_tile<0, 0>, // No padding + Transform::template process_tile<0, 1>, // Right padding + }, + { + Transform::template process_tile<1, 0>, // Bottom padding + Transform::template process_tile<1, 1>, // Bottom and right padding + } +}; + +template struct WinogradGEMM<2, 2, 3, 3>::OutputTransform<float>; +} // namespace winograd diff --git a/src/core/NEON/kernels/convolution/winograd/transforms/output_2x2_5x5_fp32.cpp b/src/core/NEON/kernels/convolution/winograd/transforms/output_2x2_5x5_fp32.cpp new file mode 100644 index 0000000000..262f71118c --- /dev/null +++ b/src/core/NEON/kernels/convolution/winograd/transforms/output_2x2_5x5_fp32.cpp @@ -0,0 +1,242 @@ +/* + * Copyright (c) 2017 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 "arm_compute/core/NEON/kernels/convolution/winograd/transforms/output.hpp" +#include "arm_compute/core/NEON/kernels/convolution/winograd/winograd_gemm.hpp" +#include "arm_compute/core/NEON/kernels/convolution/common/arm.hpp" + +namespace winograd +{ + +using Transform = WinogradGEMM<2, 2, 5, 5>::OutputTransform<float>; + +template <> +template <> +int Transform::ops_performed(const Tensor4DShape &shape) +{ + return 0; // TODO +} + +/* F(2x2, 5x5) constructs 2x2 output tiles from a 5x5 convolution. Since we use + * enough tiles to cover the output space each output tile may contain 0 or 1 + * padded values to the right and bottom columns or rows of the tile, e.g.: + * + * ___ ___ + * | | | X| + * |___| |__X| + * + * ___ ___ + * | | | X| + * |X_X| |X_X| + * + * + * We provide a specialised output transform for each of these instances. + * Consequently we below construct an array of the various padding options, the + * array contains pointers to the specific implementations. + */ +template <> +template <> +template <int pad_bottom, int pad_right> +void Transform::process_tile( + const int n_channels, + const float* const matrix_base, + const int matrix_stride, + const float* const biases, + float* const output, + const int output_row_stride, + const int output_col_stride +) +{ + constexpr int cells_i = 2 - pad_bottom; + constexpr int cells_j = 2 - pad_right; + + // Construct a map to the output cells + float *outptrs[cells_i][cells_j]; + for (int i = 0; i < cells_i; i++) + { + for (int j = 0; j < cells_j; j++) + { + outptrs[i][j] = output + i*output_row_stride + j*output_col_stride; + } + } + const float *inptr = matrix_base; + const float *bptr = biases; + + // For each channel of the output + int channels_remaining = n_channels; +#ifdef __aarch64__ + for (; channels_remaining >= 4; channels_remaining -= 4) + { + // Matrices used and computed during this transform + float32x4_t F[6][6], FZ[6][2], f[2][2], b; + + // Read a 6x6 tile in the Winograd domain + for (int i = 0, m = 0; i < 6; i++) + { + for (int j = 0; j < 6; j++, m++) + { + F[i][j] = vld1q_f32(inptr + m*matrix_stride); + } + } + inptr += 4; + + // Compute the matrix F Z + for (int i = 0; i < 6; i++) + { + // FZ[i][0] = 1*F[i][0] + 1*F[i][1] + 1*F[i][2] + 1*F[i][3] + 1*F[i][4]; + FZ[i][0] = vaddq_f32(vaddq_f32(vaddq_f32(F[i][0], F[i][1]), vaddq_f32(F[i][2], F[i][3])), F[i][4]); + + // FZ[i][1] = 1*F[i][1] + -1*F[i][2] + 2*F[i][3] + -2*F[i][4] + 1*F[i][5]; + FZ[i][1] = vaddq_f32(vmlaq_n_f32(vsubq_f32(F[i][1], F[i][2]), vsubq_f32(F[i][3], F[i][4]), 2.0f), F[i][5]); + } + + // Compute the output tile f = ZT F Z + for (int j = 0; j < 2; j++) + { + // f[0][j] = 1*FZ[0][j] + 1*FZ[1][j] + 1*FZ[2][j] + 1*FZ[3][j] + 1*FZ[4][j]; + f[0][j] = vaddq_f32(vaddq_f32(vaddq_f32(FZ[0][j], FZ[1][j]), vaddq_f32(FZ[2][j], FZ[3][j])), FZ[4][j]); + + // f[1][j] = 1*FZ[1][j] + -1*FZ[2][j] + 2*FZ[3][j] + -2*FZ[4][j] + 1*FZ[5][j]; + f[1][j] = vaddq_f32(vmlaq_n_f32(vsubq_f32(FZ[1][j], FZ[2][j]), vsubq_f32(FZ[3][j], FZ[4][j]), 2.0f), FZ[5][j]); + } + + // Write out the output tile + b = vld1q_f32(bptr); + bptr += 4; + for (int i = 0; i < cells_i; i++) + { + for (int j = 0; j < cells_j; j++) + { + vst1q_f32(outptrs[i][j], vaddq_f32(f[i][j], b)); + outptrs[i][j] += 4; + } + } + } +#endif // __aarch64__ +#ifdef __arm_any__ + for (; channels_remaining >= 2; channels_remaining -= 2) + { + // Matrices used and computed during this transform + float32x2_t F[6][6], FZ[6][2], f[2][2], b; + + // Read a 6x6 tile in the Winograd domain + for (int i = 0, m = 0; i < 6; i++) + { + for (int j = 0; j < 6; j++, m++) + { + F[i][j] = vld1_f32(inptr + m*matrix_stride); + } + } + inptr += 2; + + // Compute the matrix F Z + for (int i = 0; i < 6; i++) + { + // FZ[i][0] = 1*F[i][0] + 1*F[i][1] + 1*F[i][2] + 1*F[i][3] + 1*F[i][4]; + FZ[i][0] = vadd_f32(vadd_f32(vadd_f32(F[i][0], F[i][1]), vadd_f32(F[i][2], F[i][3])), F[i][4]); + + // FZ[i][1] = 1*F[i][1] + -1*F[i][2] + 2*F[i][3] + -2*F[i][4] + 1*F[i][5]; + FZ[i][1] = vadd_f32(vmla_n_f32(vsub_f32(F[i][1], F[i][2]), vsub_f32(F[i][3], F[i][4]), 2.0f), F[i][5]); + } + + // Compute the output tile f = ZT F Z + for (int j = 0; j < 2; j++) + { + // f[0][j] = 1*FZ[0][j] + 1*FZ[1][j] + 1*FZ[2][j] + 1*FZ[3][j] + 1*FZ[4][j]; + f[0][j] = vadd_f32(vadd_f32(vadd_f32(FZ[0][j], FZ[1][j]), vadd_f32(FZ[2][j], FZ[3][j])), FZ[4][j]); + + // f[1][j] = 1*FZ[1][j] + -1*FZ[2][j] + 2*FZ[3][j] + -2*FZ[4][j] + 1*FZ[5][j]; + f[1][j] = vadd_f32(vmla_n_f32(vsub_f32(FZ[1][j], FZ[2][j]), vsub_f32(FZ[3][j], FZ[4][j]), 2.0f), FZ[5][j]); + } + + // Write out the output tile + b = vld1_f32(bptr); + bptr += 2; + for (int i = 0; i < cells_i; i++) + { + for (int j = 0; j < cells_j; j++) + { + vst1_f32(outptrs[i][j], vadd_f32(f[i][j], b)); + outptrs[i][j] += 2; + } + } + } +#endif // __arm_any__ + for (; channels_remaining; channels_remaining--) + { + // Matrices used and computed during this transform + float F[6][6], FZ[6][2], f[2][2], b; + + // Read a 6x6 tile in the Winograd domain + for (int i = 0, m = 0; i < 6; i++) + { + for (int j = 0; j < 6; j++, m++) + { + F[i][j] = *(inptr + m*matrix_stride); + } + } + inptr++; + + // Compute the matrix F Z + for (int i = 0; i < 6; i++) + { + FZ[i][0] = 1*F[i][0] + 1*F[i][1] + 1*F[i][2] + 1*F[i][3] + 1*F[i][4]; + FZ[i][1] = 1*F[i][1] + -1*F[i][2] + 2*F[i][3] + -2*F[i][4] + 1*F[i][5]; + } + + // Compute the output tile f = ZT F Z + for (int j = 0; j < 2; j++) + { + f[0][j] = 1*FZ[0][j] + 1*FZ[1][j] + 1*FZ[2][j] + 1*FZ[3][j] + 1*FZ[4][j]; + f[1][j] = 1*FZ[1][j] + -1*FZ[2][j] + 2*FZ[3][j] + -2*FZ[4][j] + 1*FZ[5][j]; + } + + // Write out the output tile + b = *(bptr++); + for (int i = 0; i < cells_i; i++) + { + for (int j = 0; j < cells_j; j++) + { + *(outptrs[i][j]++) = f[i][j] + b; + } + } + } +} + +template <> +template <> +const Transform::TileFn Transform::tile_fns[max_pad_bottom][max_pad_right] = +{ + { + Transform::template process_tile<0, 0>, // No padding + Transform::template process_tile<0, 1>, // Right padding + }, + { + Transform::template process_tile<1, 0>, // Bottom padding + Transform::template process_tile<1, 1>, // Bottom and right padding + } +}; + +template struct WinogradGEMM<2, 2, 5, 5>::OutputTransform<float>; +} // namespace winograd diff --git a/src/core/NEON/kernels/convolution/winograd/transforms/output_4x4_3x3_fp32.cpp b/src/core/NEON/kernels/convolution/winograd/transforms/output_4x4_3x3_fp32.cpp new file mode 100644 index 0000000000..8f47736f0c --- /dev/null +++ b/src/core/NEON/kernels/convolution/winograd/transforms/output_4x4_3x3_fp32.cpp @@ -0,0 +1,306 @@ +/* + * Copyright (c) 2017 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 "arm_compute/core/NEON/kernels/convolution/winograd/transforms/output.hpp" +#include "arm_compute/core/NEON/kernels/convolution/winograd/winograd_gemm.hpp" +#include "arm_compute/core/NEON/kernels/convolution/common/arm.hpp" + +namespace winograd +{ + +using Transform = WinogradGEMM<4, 4, 3, 3>::OutputTransform<float>; + +template <> +template <> +int Transform::ops_performed(const Tensor4DShape &shape) +{ + // NOTE: Cost in FLOPs rather than instructions or uops. + const int tile_M = iceildiv(shape.n_rows, 4); + const int tile_N = iceildiv(shape.n_cols, 4); + return 170 * tile_M * tile_N * shape.n_channels; +} + +// Instantiate cost methods +template int Transform::ops_performed(const Tensor4DShape&); + +/* F(4x4, 3x3) constructs 4x4 output tiles from a 3x3 convolution. Since we use + * enough tiles to cover the output space each output tile may contain up to 3 + * padded values to the right and bottom columns or rows of the tile, e.g.: +* +* ________ ________ ________ ________ +* | | | X| | X X| | X X X| +* | | | X| | X X| | X X X| +* | | | X| | X X| | X X X| +* |_______| |______X| |____X_X| |__X_X_X| +* +* ________ ________ ________ ________ +* | | | X| | X X| | X X X| +* | | | X| | X X| | X X X| +* | | | X| | X X| | X X X| +* |X_X_X_X| |X_X_X_X| |X_X_X_X| |X_X_X_X| +* +* ________ ________ ________ ________ +* | | | X| | X X| | X X X| +* | | | X| | X X| | X X X| +* |X X X X| |X X X X| |X X X X| |X X X X| +* |X_X_X_X| |X_X_X_X| |X_X_X_X| |X_X_X_X| +* +* ________ ________ ________ ________ +* | | | X| | X X| | X X X| +* |X X X X| |X X X X| |X X X X| |X X X X| +* |X X X X| |X X X X| |X X X X| |X X X X| +* |X_X_X_X| |X_X_X_X| |X_X_X_X| |X_X_X_X| +* +* +* We provide a specialised output transform for each of these instances. +*/ +template <> +template <> +template <int pad_bottom, int pad_right> +void Transform::process_tile( + const int n_channels, + const float* const matrix_base, + const int matrix_stride, + const float* const biases, + float* const output, + const int output_row_stride, + const int output_col_stride +) +{ + constexpr int cells_i = 4 - pad_bottom; + constexpr int cells_j = 4 - pad_right; + + // Construct a map to the output cells + float *outptrs[cells_i][cells_j]; + for (int i = 0; i < cells_i; i++) + { + for (int j = 0; j < cells_j; j++) + { + outptrs[i][j] = output + i*output_row_stride + j*output_col_stride; + } + } + const float *inptr = matrix_base; + const float *bptr = biases; + + // For each channel of the output + int channels_remaining = n_channels; +#ifdef __aarch64__ + for (; channels_remaining >= 4; channels_remaining -= 4) + { + // Matrices used and computed during this transform + float32x4_t F[6][6], FZ[6][4], f[4][4], b; + + // Read a 6x6 tile in the Winograd domain + for (int i = 0, m = 0; i < 6; i++) + { + for (int j = 0; j < 6; j++, m++) + { + F[i][j] = vld1q_f32(inptr + m*matrix_stride); + } + } + inptr += 4; + + // Compute the matrix F Z + for (int i = 0; i < 6; i++) + { + // FZ[i][0] = 1*F[i][0] + 1*F[i][1] + 1*F[i][2] + 1*F[i][3] + 1*F[i][4]; + FZ[i][0] = vaddq_f32(vaddq_f32(vaddq_f32(F[i][0], F[i][1]), vaddq_f32(F[i][2], F[i][3])), F[i][4]); + + // FZ[i][1] = 1*F[i][1] + -1*F[i][2] + 2*F[i][3] + -2*F[i][4]; + FZ[i][1] = vmlaq_n_f32(vsubq_f32(F[i][1], F[i][2]), vsubq_f32(F[i][3], F[i][4]), 2.0f); + + // FZ[i][2] = 1*F[i][1] + 1*F[i][2] + 4*F[i][3] + 4*F[i][4]; + FZ[i][2] = vmlaq_n_f32(vaddq_f32(F[i][1], F[i][2]), vaddq_f32(F[i][3], F[i][4]), 4.0f); + + // FZ[i][3] = 1*F[i][1] + -1*F[i][2] + 8*F[i][3] + -8*F[i][4] + 1*F[i][5]; + FZ[i][3] = vaddq_f32(vmlaq_n_f32(vsubq_f32(F[i][1], F[i][2]), vsubq_f32(F[i][3], F[i][4]), 8.0f), F[i][5]); + } + + // Compute the output tile f = ZT F Z + for (int j = 0; j < 4; j++) + { + // f[0][j] = 1*FZ[0][j] + 1*FZ[1][j] + 1*FZ[2][j] + 1*FZ[3][j] + 1*FZ[4][j]; + f[0][j] = vaddq_f32(vaddq_f32(vaddq_f32(FZ[0][j], FZ[1][j]), vaddq_f32(FZ[2][j], FZ[3][j])), FZ[4][j]); + + // f[1][j] = 1*FZ[1][j] + -1*FZ[2][j] + 2*FZ[3][j] + -2*FZ[4][j]; + f[1][j] = vmlaq_n_f32(vsubq_f32(FZ[1][j], FZ[2][j]), vsubq_f32(FZ[3][j], FZ[4][j]), 2.0f); + + // f[2][j] = 1*FZ[1][j] + 1*FZ[2][j] + 4*FZ[3][j] + 4*FZ[4][j]; + f[2][j] = vmlaq_n_f32(vaddq_f32(FZ[1][j], FZ[2][j]), vaddq_f32(FZ[3][j], FZ[4][j]), 4.0f); + + // f[3][j] = 1*FZ[1][j] + -1*FZ[2][j] + 8*FZ[3][j] + -8*FZ[4][j] + 1*FZ[5][j]; + f[3][j] = vaddq_f32(vmlaq_n_f32(vsubq_f32(FZ[1][j], FZ[2][j]), vsubq_f32(FZ[3][j], FZ[4][j]), 8.0f), FZ[5][j]); + } + + // Write out the output tile + b = vld1q_f32(bptr); + bptr += 4; + for (int i = 0; i < cells_i; i++) + { + for (int j = 0; j < cells_j; j++) + { + vst1q_f32(outptrs[i][j], vaddq_f32(f[i][j], b)); + outptrs[i][j] += 4; + } + } + } +#endif // __aarch64__ +#ifdef __arm_any__ + for (; channels_remaining >= 2; channels_remaining -= 2) + { + // Matrices used and computed during this transform + float32x2_t F[6][6], FZ[6][4], f[4][4], b; + + // Read a 6x6 tile in the Winograd domain + for (int i = 0, m = 0; i < 6; i++) + { + for (int j = 0; j < 6; j++, m++) + { + F[i][j] = vld1_f32(inptr + m*matrix_stride); + } + } + inptr += 2; + + // Compute the matrix F Z + for (int i = 0; i < 6; i++) + { + // FZ[i][0] = 1*F[i][0] + 1*F[i][1] + 1*F[i][2] + 1*F[i][3] + 1*F[i][4]; + FZ[i][0] = vadd_f32(vadd_f32(vadd_f32(F[i][0], F[i][1]), vadd_f32(F[i][2], F[i][3])), F[i][4]); + + // FZ[i][1] = 1*F[i][1] + -1*F[i][2] + 2*F[i][3] + -2*F[i][4]; + FZ[i][1] = vmla_n_f32(vsub_f32(F[i][1], F[i][2]), vsub_f32(F[i][3], F[i][4]), 2.0f); + + // FZ[i][2] = 1*F[i][1] + 1*F[i][2] + 4*F[i][3] + 4*F[i][4]; + FZ[i][2] = vmla_n_f32(vadd_f32(F[i][1], F[i][2]), vadd_f32(F[i][3], F[i][4]), 4.0f); + + // FZ[i][3] = 1*F[i][1] + -1*F[i][2] + 8*F[i][3] + -8*F[i][4] + 1*F[i][5]; + FZ[i][3] = vadd_f32(vmla_n_f32(vsub_f32(F[i][1], F[i][2]), vsub_f32(F[i][3], F[i][4]), 8.0f), F[i][5]); + } + + // Compute the output tile f = ZT F Z + for (int j = 0; j < 4; j++) + { + // f[0][j] = 1*FZ[0][j] + 1*FZ[1][j] + 1*FZ[2][j] + 1*FZ[3][j] + 1*FZ[4][j]; + f[0][j] = vadd_f32(vadd_f32(vadd_f32(FZ[0][j], FZ[1][j]), vadd_f32(FZ[2][j], FZ[3][j])), FZ[4][j]); + + // f[1][j] = 1*FZ[1][j] + -1*FZ[2][j] + 2*FZ[3][j] + -2*FZ[4][j]; + f[1][j] = vmla_n_f32(vsub_f32(FZ[1][j], FZ[2][j]), vsub_f32(FZ[3][j], FZ[4][j]), 2.0f); + + // f[2][j] = 1*FZ[1][j] + 1*FZ[2][j] + 4*FZ[3][j] + 4*FZ[4][j]; + f[2][j] = vmla_n_f32(vadd_f32(FZ[1][j], FZ[2][j]), vadd_f32(FZ[3][j], FZ[4][j]), 4.0f); + + // f[3][j] = 1*FZ[1][j] + -1*FZ[2][j] + 8*FZ[3][j] + -8*FZ[4][j] + 1*FZ[5][j]; + f[3][j] = vadd_f32(vmla_n_f32(vsub_f32(FZ[1][j], FZ[2][j]), vsub_f32(FZ[3][j], FZ[4][j]), 8.0f), FZ[5][j]); + } + + // Write out the output tile + b = vld1_f32(bptr); + bptr += 2; + for (int i = 0; i < cells_i; i++) + { + for (int j = 0; j < cells_j; j++) + { + vst1_f32(outptrs[i][j], vadd_f32(f[i][j], b)); + outptrs[i][j] += 2; + } + } + } +#endif + for (; channels_remaining; channels_remaining--) + { + // Matrices used and computed during this transform + float F[6][6], FZ[6][4], f[4][4], b; + + // Read a 6x6 tile in the Winograd domain + for (int i = 0, m = 0; i < 6; i++) + { + for (int j = 0; j < 6; j++, m++) + { + F[i][j] = *(inptr + m*matrix_stride); + } + } + inptr++; + + // Compute the matrix F Z + for (int i = 0; i < 6; i++) + { + FZ[i][0] = 1*F[i][0] + 1*F[i][1] + 1*F[i][2] + 1*F[i][3] + 1*F[i][4]; + FZ[i][1] = 1*F[i][1] + -1*F[i][2] + 2*F[i][3] + -2*F[i][4]; + FZ[i][2] = 1*F[i][1] + 1*F[i][2] + 4*F[i][3] + 4*F[i][4]; + FZ[i][3] = 1*F[i][1] + -1*F[i][2] + 8*F[i][3] + -8*F[i][4] + 1*F[i][5]; + } + + // Compute the output tile f = ZT F Z + for (int j = 0; j < 4; j++) + { + f[0][j] = 1*FZ[0][j] + 1*FZ[1][j] + 1*FZ[2][j] + 1*FZ[3][j] + 1*FZ[4][j]; + f[1][j] = 1*FZ[1][j] + -1*FZ[2][j] + 2*FZ[3][j] + -2*FZ[4][j]; + f[2][j] = 1*FZ[1][j] + 1*FZ[2][j] + 4*FZ[3][j] + 4*FZ[4][j]; + f[3][j] = 1*FZ[1][j] + -1*FZ[2][j] + 8*FZ[3][j] + -8*FZ[4][j] + 1*FZ[5][j]; + } + + // Write out the output tile + b = *(bptr++); + for (int i = 0; i < cells_i; i++) + { + for (int j = 0; j < cells_j; j++) + { + *(outptrs[i][j]++) = f[i][j] + b; + } + } + } +} + +template <> +template <> +const Transform::TileFn Transform::tile_fns[max_pad_bottom][max_pad_right] = +{ + { + Transform::template process_tile<0, 0>, + Transform::template process_tile<0, 1>, + Transform::template process_tile<0, 2>, + Transform::template process_tile<0, 3>, + }, + { + Transform::template process_tile<1, 0>, + Transform::template process_tile<1, 1>, + Transform::template process_tile<1, 2>, + Transform::template process_tile<1, 3>, + }, + { + Transform::template process_tile<2, 0>, + Transform::template process_tile<2, 1>, + Transform::template process_tile<2, 2>, + Transform::template process_tile<2, 3>, + }, + { + Transform::template process_tile<3, 0>, + Transform::template process_tile<3, 1>, + Transform::template process_tile<3, 2>, + Transform::template process_tile<3, 3>, + } +}; + +template struct WinogradGEMM<4, 4, 3, 3>::OutputTransform<float>; +} // namespace winograd diff --git a/src/core/NEON/kernels/convolution/winograd/transforms/weights_2x2_3x3_fp32.cpp b/src/core/NEON/kernels/convolution/winograd/transforms/weights_2x2_3x3_fp32.cpp new file mode 100644 index 0000000000..6c71461f81 --- /dev/null +++ b/src/core/NEON/kernels/convolution/winograd/transforms/weights_2x2_3x3_fp32.cpp @@ -0,0 +1,228 @@ +/* + * Copyright (c) 2017 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 "arm_compute/core/NEON/kernels/convolution/common/arm.hpp" +#include "arm_compute/core/NEON/kernels/convolution/winograd/winograd_gemm.hpp" +#include "arm_compute/core/NEON/kernels/convolution/winograd/transforms/kernel.hpp" + +namespace winograd +{ + template <> + template <> + void WinogradGEMM<2, 2, 3, 3>::WeightsTransform<float>::execute( + const int n_output_channels, + const int n_input_channels, + const float* const input, + float* const output, + const int matrix_stride, + const int matrix_row_stride + ) + { + constexpr int inner_tile_i = 4; + constexpr int inner_tile_j = 4; + + // Get pointers to each cell of the weight tensor + const auto weight_col_stride = n_input_channels * n_output_channels; + const auto weight_row_stride = 3 * weight_col_stride; + const float *inptrs[3][3]; + for (int i = 0; i < 3; i++) + { + for (int j = 0; j < 3; j++) + { + inptrs[i][j] = input + i*weight_row_stride + j*weight_col_stride; + } + } + + // For each input channel + for (int ic = 0; ic < n_input_channels; ic++) + { + float *outptr = output + ic * matrix_row_stride; + + // For each output channel + int channels_remaining = n_output_channels; +#ifdef __aarch64__ + for (; channels_remaining >= 4; channels_remaining -= 4) + { + // Matrices used and computed in this kernel + float32x4_t w[3][3], Ww[inner_tile_i][3], V[inner_tile_i][inner_tile_j]; + + // Read weights + for (int i = 0; i < 3; i++) + { + for (int j = 0; j < 3; j++) + { + w[i][j] = vld1q_f32(inptrs[i][j]); + inptrs[i][j] += 4; + } + } + + // Compute the matrix W w + for (int j = 0; j < 3; j++) + { + Ww[0][j] = w[0][j]; + + // Ww[1][j] = 0.5*(w[0][j] + w[1][j] + w[2][j]); + Ww[1][j] = vmulq_n_f32(vaddq_f32(vaddq_f32(w[0][j], w[1][j]), w[2][j]), 0.5f); + + // Ww[2][j] = 0.5*(w[0][j] - w[1][j] + w[2][j]); + Ww[2][j] = vmulq_n_f32(vaddq_f32(vsubq_f32(w[0][j], w[1][j]), w[2][j]), 0.5f); + + Ww[3][j] = w[2][j]; + } + + // Compute V = W w WT + for (int i = 0; i < inner_tile_i; i++) + { + V[i][0] = Ww[i][0]; + + // V[i][1] = 0.5*(Ww[i][0] + Ww[i][1] + Ww[i][2]); + V[i][1] = vmulq_n_f32(vaddq_f32(vaddq_f32(Ww[i][0], Ww[i][1]), Ww[i][2]), 0.5f); + + // V[i][2] = 0.5*(Ww[i][0] - Ww[i][1] + Ww[i][2]); + V[i][2] = vmulq_n_f32(vaddq_f32(vsubq_f32(Ww[i][0], Ww[i][1]), Ww[i][2]), 0.5f); + + V[i][3] = Ww[i][2]; + } + + // Store the transformed weights + for (int i = 0, m = 0; i < inner_tile_i; i++) + { + for (int j = 0; j < inner_tile_j; j++, m++) + { + vst1q_f32(outptr + m*matrix_stride, V[i][j]); + } + } + outptr += 4; + } +#endif // __aarch64__ +#ifdef __arm_any__ + for (; channels_remaining >= 2; channels_remaining -= 2) + { + // Matrices used and computed in this kernel + float32x2_t w[3][3], Ww[inner_tile_i][3], V[inner_tile_i][inner_tile_j]; + + // Read weights + for (int i = 0; i < 3; i++) + { + for (int j = 0; j < 3; j++) + { + w[i][j] = vld1_f32(inptrs[i][j]); + inptrs[i][j] += 2; + } + } + + // Compute the matrix W w + for (int j = 0; j < 3; j++) + { + Ww[0][j] = w[0][j]; + + // Ww[1][j] = 0.5*(w[0][j] + w[1][j] + w[2][j]); + Ww[1][j] = vmul_n_f32(vadd_f32(vadd_f32(w[0][j], w[1][j]), w[2][j]), 0.5f); + + // Ww[2][j] = 0.5*(w[0][j] - w[1][j] + w[2][j]); + Ww[2][j] = vmul_n_f32(vadd_f32(vsub_f32(w[0][j], w[1][j]), w[2][j]), 0.5f); + + Ww[3][j] = w[2][j]; + } + + // Compute V = W w WT + for (int i = 0; i < inner_tile_i; i++) + { + V[i][0] = Ww[i][0]; + + // V[i][1] = 0.5*(Ww[i][0] + Ww[i][1] + Ww[i][2]); + V[i][1] = vmul_n_f32(vadd_f32(vadd_f32(Ww[i][0], Ww[i][1]), Ww[i][2]), 0.5f); + + // V[i][2] = 0.5*(Ww[i][0] - Ww[i][1] + Ww[i][2]); + V[i][2] = vmul_n_f32(vadd_f32(vsub_f32(Ww[i][0], Ww[i][1]), Ww[i][2]), 0.5f); + + V[i][3] = Ww[i][2]; + } + + // Store the transformed weights + for (int i = 0, m = 0; i < inner_tile_i; i++) + { + for (int j = 0; j < inner_tile_j; j++, m++) + { + vst1_f32(outptr + m*matrix_stride, V[i][j]); + } + } + outptr += 2; + } +#endif // __arm_any__ + for (; channels_remaining; channels_remaining--) + { + // Matrices used and computed in this kernel + float w[3][3], Ww[inner_tile_i][3], V[inner_tile_i][inner_tile_j]; + + // Read weights + for (int i = 0; i < 3; i++) + { + for (int j = 0; j < 3; j++) + { + w[i][j] = *(inptrs[i][j]++); + } + } + + // Compute the matrix W w + for (int j = 0; j < 3; j++) + { + Ww[0][j] = w[0][j]; + Ww[1][j] = 0.5*(w[0][j] + w[1][j] + w[2][j]); + Ww[2][j] = 0.5*(w[0][j] - w[1][j] + w[2][j]); + Ww[3][j] = w[2][j]; + } + + // Compute V = W w WT + for (int i = 0; i < inner_tile_i; i++) + { + V[i][0] = Ww[i][0]; + V[i][1] = 0.5*(Ww[i][0] + Ww[i][1] + Ww[i][2]); + V[i][2] = 0.5*(Ww[i][0] - Ww[i][1] + Ww[i][2]); + V[i][3] = Ww[i][2]; + } + + // Store the transformed weights + for (int i = 0, m = 0; i < inner_tile_i; i++) + { + for (int j = 0; j < inner_tile_j; j++, m++) + { + *(outptr + m*matrix_stride) = V[i][j]; + } + } + outptr++; + } + } + } + + template <> + template <> + int WinogradGEMM<2, 2, 3, 3>::WeightsTransform<float>::ops_performed(const KernelShape &shape) + { + const int channel_prod = shape.n_input_channels * shape.n_output_channels; + return 2 * 18 * channel_prod; + } + + template struct WinogradGEMM<2, 2, 3, 3>::WeightsTransform<float>; +} // namespace winograd diff --git a/src/core/NEON/kernels/convolution/winograd/transforms/weights_2x2_5x5_fp32.cpp b/src/core/NEON/kernels/convolution/winograd/transforms/weights_2x2_5x5_fp32.cpp new file mode 100644 index 0000000000..2f4f6e1ba2 --- /dev/null +++ b/src/core/NEON/kernels/convolution/winograd/transforms/weights_2x2_5x5_fp32.cpp @@ -0,0 +1,408 @@ +/* + * Copyright (c) 2017 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 "arm_compute/core/NEON/kernels/convolution/common/arm.hpp" +#include "arm_compute/core/NEON/kernels/convolution/winograd/winograd_gemm.hpp" +#include "arm_compute/core/NEON/kernels/convolution/winograd/transforms/kernel.hpp" + +namespace winograd +{ + template <> + template <> + void WinogradGEMM<2, 2, 5, 5>::WeightsTransform<float>::execute( + const int n_output_channels, + const int n_input_channels, + const float* const input, + float* const output, + const int matrix_stride, + const int matrix_row_stride + ) + { + // Get pointers to each cell of the weight tensor + const auto weight_col_stride = n_input_channels * n_output_channels; + const auto weight_row_stride = 5 * weight_col_stride; + const float *inptrs[5][5]; + for (int i = 0; i < 5; i++) + { + for (int j = 0; j < 5; j++) + { + inptrs[i][j] = input + i*weight_row_stride + j*weight_col_stride; + } + } + + // For each input channel + for (int ic = 0; ic < n_input_channels; ic++) + { + float *outptr = output + ic * matrix_row_stride; + + // For each output channel + int channels_remaining = n_output_channels; +#ifdef __aarch64__ + for (; channels_remaining >= 4; channels_remaining -= 4) + { + // Matrices used and computed in this kernel + float32x4_t w[5][5], Ww[6][5], V[6][6]; + + // Read weights + for (int i = 0; i < 5; i++) + { + for (int j = 0; j < 5; j++) + { + w[i][j] = vld1q_f32(inptrs[i][j]); + inptrs[i][j] += 4; + } + } + + // Compute the matrix W w + for (int j = 0; j < 5; j++) + { + // Ww[0][j] = w[0][j]/4.0f; + Ww[0][j] = vmulq_n_f32(w[0][j], 1.0f/4.0f); + + // Ww[1][j] = -( w[0][j] + w[1][j] + w[2][j] + w[3][j] + w[4][j])/6.0f; + Ww[1][j] = vmulq_n_f32( + vaddq_f32( + vaddq_f32( + vaddq_f32(w[1][j], w[0][j]), + vaddq_f32(w[3][j], w[2][j]) + ), + w[4][j] + ), + -1.0f/6.0f + ); + + // Ww[2][j] = +(-w[0][j] + w[1][j] - w[2][j] + w[3][j] - w[4][j])/6.0f; + // Ww[2][j] = ((w[1][j] - w[0][j]) + (w[3][j] - w[2][j]) - w[4][j])/6.0f; + Ww[2][j] = vmulq_n_f32( + vsubq_f32( + vaddq_f32( + vsubq_f32(w[1][j], w[0][j]), + vsubq_f32(w[3][j], w[2][j]) + ), + w[4][j] + ), + 1.0f/6.0f + ); + + // Ww[3][j] = (w[0][j]/8.0f + w[1][j]/4.0f + w[2][j]/2.0f + w[3][j] + 2*w[4][j])/3.0f; + Ww[3][j] = vmulq_n_f32( + vmlaq_n_f32( + vaddq_f32( + vaddq_f32(vmulq_n_f32(w[0][j], 1.0f/8.0f), vmulq_n_f32(w[1][j], 1.0f/4.0f)), + vaddq_f32(vmulq_n_f32(w[2][j], 1.0f/2.0f), w[3][j]) + ), + w[4][j], 2.0f + ), + 1.0f/3.0f + ); + + // Ww[4][j] = (w[0][j]/8.0f - w[1][j]/4.0f + w[2][j]/2.0f - w[3][j] + 2*w[4][j])/3.0f; + Ww[4][j] = vmulq_n_f32( + vmlaq_n_f32( + vaddq_f32( + vsubq_f32(vmulq_n_f32(w[0][j], 1.0f/8.0f), vmulq_n_f32(w[1][j], 1.0f/4.0f)), + vsubq_f32(vmulq_n_f32(w[2][j], 1.0f/2.0f), w[3][j]) + ), + w[4][j], 2.0f + ), + 1.0f/3.0f + ); + + // Ww[5][j] = w[4][j]; + Ww[5][j] = w[4][j]; + } + + // Compute V = W w WT + for (int i = 0; i < 6; i++) + { + // V[i][0] = Ww[i][0]/4.0f; + V[i][0] = vmulq_n_f32(Ww[i][0], 1.0f/4.0f); + + // V[i][1] = -( Ww[i][0] + Ww[i][1] + Ww[i][2] + Ww[i][3] + Ww[i][4])/6.0f; + V[i][1] = vmulq_n_f32( + vaddq_f32( + vaddq_f32( + vaddq_f32(Ww[i][1], Ww[i][0]), + vaddq_f32(Ww[i][3], Ww[i][2]) + ), + Ww[i][4] + ), + -1.0f/6.0f + ); + + // V[i][2] = +(-Ww[i][0] + Ww[i][1] - Ww[i][2] + Ww[i][3] - Ww[i][4])/6.0f; + // V[i][2] = ((Ww[i][1] - Ww[i][0]) + (Ww[i][3] - Ww[i][2]) - Ww[i][4])/6.0f; + V[i][2] = vmulq_n_f32( + vsubq_f32( + vaddq_f32( + vsubq_f32(Ww[i][1], Ww[i][0]), + vsubq_f32(Ww[i][3], Ww[i][2]) + ), + Ww[i][4] + ), + 1.0f/6.0f + ); + + // V[i][3] = (Ww[i][0]/8.0f + Ww[i][1]/4.0f + Ww[i][2]/2.0f + Ww[i][3] + 2*Ww[i][4])/3.0f; + V[i][3] = vmulq_n_f32( + vmlaq_n_f32( + vaddq_f32( + vaddq_f32(vmulq_n_f32(Ww[i][0], 1.0f/8.0f), vmulq_n_f32(Ww[i][1], 1.0f/4.0f)), + vaddq_f32(vmulq_n_f32(Ww[i][2], 1.0f/2.0f), Ww[i][3]) + ), + Ww[i][4], 2.0f + ), + 1.0f/3.0f + ); + + // V[i][4] = (Ww[i][0]/8.0f - Ww[i][1]/4.0f + Ww[i][2]/2.0f - Ww[i][3] + 2*Ww[i][4])/3.0f; + V[i][4] = vmulq_n_f32( + vmlaq_n_f32( + vaddq_f32( + vsubq_f32(vmulq_n_f32(Ww[i][0], 1.0f/8.0f), vmulq_n_f32(Ww[i][1], 1.0f/4.0f)), + vsubq_f32(vmulq_n_f32(Ww[i][2], 1.0f/2.0f), Ww[i][3]) + ), + Ww[i][4], 2.0f + ), + 1.0f/3.0f + ); + + // V[i][5] = Ww[i][4]; + V[i][5] = Ww[i][4]; + } + + // Store the transformed weights + for (int i = 0, m = 0; i < 6; i++) + { + for (int j = 0; j < 6; j++, m++) + { + vst1q_f32(outptr + m*matrix_stride, V[i][j]); + } + } + outptr += 4; + } +#endif // __aarch64__ +#ifdef __arm_any__ + for (; channels_remaining >= 2; channels_remaining -= 2) + { + // Matrices used and computed in this kernel + float32x2_t w[5][5], Ww[6][5], V[6][6]; + + // Read weights + for (int i = 0; i < 5; i++) + { + for (int j = 0; j < 5; j++) + { + w[i][j] = vld1_f32(inptrs[i][j]); + inptrs[i][j] += 2; + } + } + + // Compute the matrix W w + for (int j = 0; j < 5; j++) + { + // Ww[0][j] = w[0][j]/4.0f; + Ww[0][j] = vmul_n_f32(w[0][j], 1.0f/4.0f); + + // Ww[1][j] = -( w[0][j] + w[1][j] + w[2][j] + w[3][j] + w[4][j])/6.0f; + Ww[1][j] = vmul_n_f32( + vadd_f32( + vadd_f32( + vadd_f32(w[1][j], w[0][j]), + vadd_f32(w[3][j], w[2][j]) + ), + w[4][j] + ), + -1.0f/6.0f + ); + + // Ww[2][j] = +(-w[0][j] + w[1][j] - w[2][j] + w[3][j] - w[4][j])/6.0f; + // Ww[2][j] = ((w[1][j] - w[0][j]) + (w[3][j] - w[2][j]) - w[4][j])/6.0f; + Ww[2][j] = vmul_n_f32( + vsub_f32( + vadd_f32( + vsub_f32(w[1][j], w[0][j]), + vsub_f32(w[3][j], w[2][j]) + ), + w[4][j] + ), + 1.0f/6.0f + ); + + // Ww[3][j] = (w[0][j]/8.0f + w[1][j]/4.0f + w[2][j]/2.0f + w[3][j] + 2*w[4][j])/3.0f; + Ww[3][j] = vmul_n_f32( + vmla_n_f32( + vadd_f32( + vadd_f32(vmul_n_f32(w[0][j], 1.0f/8.0f), vmul_n_f32(w[1][j], 1.0f/4.0f)), + vadd_f32(vmul_n_f32(w[2][j], 1.0f/2.0f), w[3][j]) + ), + w[4][j], 2.0f + ), + 1.0f/3.0f + ); + + // Ww[4][j] = (w[0][j]/8.0f - w[1][j]/4.0f + w[2][j]/2.0f - w[3][j] + 2*w[4][j])/3.0f; + Ww[4][j] = vmul_n_f32( + vmla_n_f32( + vadd_f32( + vsub_f32(vmul_n_f32(w[0][j], 1.0f/8.0f), vmul_n_f32(w[1][j], 1.0f/4.0f)), + vsub_f32(vmul_n_f32(w[2][j], 1.0f/2.0f), w[3][j]) + ), + w[4][j], 2.0f + ), + 1.0f/3.0f + ); + + // Ww[5][j] = w[4][j]; + Ww[5][j] = w[4][j]; + } + + // Compute V = W w WT + for (int i = 0; i < 6; i++) + { + // V[i][0] = Ww[i][0]/4.0f; + V[i][0] = vmul_n_f32(Ww[i][0], 1.0f/4.0f); + + // V[i][1] = -( Ww[i][0] + Ww[i][1] + Ww[i][2] + Ww[i][3] + Ww[i][4])/6.0f; + V[i][1] = vmul_n_f32( + vadd_f32( + vadd_f32( + vadd_f32(Ww[i][1], Ww[i][0]), + vadd_f32(Ww[i][3], Ww[i][2]) + ), + Ww[i][4] + ), + -1.0f/6.0f + ); + + // V[i][2] = +(-Ww[i][0] + Ww[i][1] - Ww[i][2] + Ww[i][3] - Ww[i][4])/6.0f; + // V[i][2] = ((Ww[i][1] - Ww[i][0]) + (Ww[i][3] - Ww[i][2]) - Ww[i][4])/6.0f; + V[i][2] = vmul_n_f32( + vsub_f32( + vadd_f32( + vsub_f32(Ww[i][1], Ww[i][0]), + vsub_f32(Ww[i][3], Ww[i][2]) + ), + Ww[i][4] + ), + 1.0f/6.0f + ); + + // V[i][3] = (Ww[i][0]/8.0f + Ww[i][1]/4.0f + Ww[i][2]/2.0f + Ww[i][3] + 2*Ww[i][4])/3.0f; + V[i][3] = vmul_n_f32( + vmla_n_f32( + vadd_f32( + vadd_f32(vmul_n_f32(Ww[i][0], 1.0f/8.0f), vmul_n_f32(Ww[i][1], 1.0f/4.0f)), + vadd_f32(vmul_n_f32(Ww[i][2], 1.0f/2.0f), Ww[i][3]) + ), + Ww[i][4], 2.0f + ), + 1.0f/3.0f + ); + + // V[i][4] = (Ww[i][0]/8.0f - Ww[i][1]/4.0f + Ww[i][2]/2.0f - Ww[i][3] + 2*Ww[i][4])/3.0f; + V[i][4] = vmul_n_f32( + vmla_n_f32( + vadd_f32( + vsub_f32(vmul_n_f32(Ww[i][0], 1.0f/8.0f), vmul_n_f32(Ww[i][1], 1.0f/4.0f)), + vsub_f32(vmul_n_f32(Ww[i][2], 1.0f/2.0f), Ww[i][3]) + ), + Ww[i][4], 2.0f + ), + 1.0f/3.0f + ); + + // V[i][5] = Ww[i][4]; + V[i][5] = Ww[i][4]; + } + + // Store the transformed weights + for (int i = 0, m = 0; i < 6; i++) + { + for (int j = 0; j < 6; j++, m++) + { + vst1_f32(outptr + m*matrix_stride, V[i][j]); + } + } + outptr += 2; + } +#endif // __arm_any__ + for (; channels_remaining; channels_remaining--) + { + // Matrices used and computed in this kernel + float w[5][5], Ww[6][5], V[6][6]; + + // Read weights + for (int i = 0; i < 5; i++) + { + for (int j = 0; j < 5; j++) + { + w[i][j] = *(inptrs[i][j]++); + } + } + + // Compute the matrix W w + for (int j = 0; j < 5; j++) + { + Ww[0][j] = w[0][j]/4.0f; + Ww[1][j] = -( w[0][j] + w[1][j] + w[2][j] + w[3][j] + w[4][j])/6.0f; + Ww[2][j] = +(-w[0][j] + w[1][j] - w[2][j] + w[3][j] - w[4][j])/6.0f; + Ww[3][j] = (w[0][j]/8.0f + w[1][j]/4.0f + w[2][j]/2.0f + w[3][j] + 2*w[4][j])/3.0f; + Ww[4][j] = (w[0][j]/8.0f - w[1][j]/4.0f + w[2][j]/2.0f - w[3][j] + 2*w[4][j])/3.0f; + Ww[5][j] = w[4][j]; + } + + // Compute V = W w WT + for (int i = 0; i < 6; i++) + { + V[i][0] = Ww[i][0]/4.0f; + V[i][1] = -( Ww[i][0] + Ww[i][1] + Ww[i][2] + Ww[i][3] + Ww[i][4])/6.0f; + V[i][2] = +(-Ww[i][0] + Ww[i][1] - Ww[i][2] + Ww[i][3] - Ww[i][4])/6.0f; + V[i][3] = (Ww[i][0]/8.0f + Ww[i][1]/4.0f + Ww[i][2]/2.0f + Ww[i][3] + 2*Ww[i][4])/3.0f; + V[i][4] = (Ww[i][0]/8.0f - Ww[i][1]/4.0f + Ww[i][2]/2.0f - Ww[i][3] + 2*Ww[i][4])/3.0f; + V[i][5] = Ww[i][4]; + } + + // Store the transformed weights + for (int i = 0, m = 0; i < 6; i++) + { + for (int j = 0; j < 6; j++, m++) + { + *(outptr + m*matrix_stride) = V[i][j]; + } + } + outptr++; + } + } + } + + template <> + template <> + int WinogradGEMM<2, 2, 5, 5>::WeightsTransform<float>::ops_performed(const KernelShape &shape) + { + return 0; // TODO + } + + template class WinogradGEMM<2, 2, 5, 5>::WeightsTransform<float>; +} // namespace winograd diff --git a/src/core/NEON/kernels/convolution/winograd/transforms/weights_4x4_3x3_fp32.cpp b/src/core/NEON/kernels/convolution/winograd/transforms/weights_4x4_3x3_fp32.cpp new file mode 100644 index 0000000000..a56a475fc9 --- /dev/null +++ b/src/core/NEON/kernels/convolution/winograd/transforms/weights_4x4_3x3_fp32.cpp @@ -0,0 +1,266 @@ +/* + * Copyright (c) 2017 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 "arm_compute/core/NEON/kernels/convolution/common/arm.hpp" +#include "arm_compute/core/NEON/kernels/convolution/winograd/winograd_gemm.hpp" +#include "arm_compute/core/NEON/kernels/convolution/winograd/transforms/kernel.hpp" + +namespace winograd +{ + /* Float implementation for kernel transform F(4x4, 3x3) */ + template <> + template <> + void WinogradGEMM<4, 4, 3, 3>::WeightsTransform<float>::execute( + const int n_output_channels, + const int n_input_channels, + const float* const input, // NOTE: Data in HWIO order + float* const output, + const int matrix_stride, + const int matrix_row_stride + ) + { + // Get pointers to each cell of the weight tensor + const auto weight_col_stride = n_input_channels * n_output_channels; + const auto weight_row_stride = 3 * weight_col_stride; + const float *inptrs[3][3]; + for (int i = 0; i < 3; i++) + { + for (int j = 0; j < 3; j++) + { + inptrs[i][j] = input + i*weight_row_stride + j*weight_col_stride; + } + } + + // For each input channel + for (int ic = 0; ic < n_input_channels; ic++) + { + float *outptr = output + ic * matrix_row_stride; + + // For each output channel + int channels_remaining = n_output_channels; +#ifdef __aarch64__ + for (; channels_remaining >= 4; channels_remaining -= 4) + { + // Matrices used and computed in this kernel + float32x4_t w[3][3], Ww[6][3], V[6][6]; + + // Read weights + for (int i = 0; i < 3; i++) + { + for (int j = 0; j < 3; j++) + { + w[i][j] = vld1q_f32(inptrs[i][j]); + inptrs[i][j] += 4; + } + } + + // Compute the matrix W w + for (int j = 0; j < 3; j++) + { + // Ww[0][j] = 6*w[0][j]; + Ww[0][j] = vmulq_n_f32(w[0][j], 6.0); + + // Ww[1][j] = -4*w[0][j] + -4*w[1][j] + -4*w[2][j]; + Ww[1][j] = vmulq_n_f32(vaddq_f32(vaddq_f32(w[0][j], w[1][j]), w[2][j]), -4.0); + + // Ww[2][j] = -4*w[0][j] + 4*w[1][j] + -4*w[2][j]; + Ww[2][j] = vmulq_n_f32(vsubq_f32(vsubq_f32(w[1][j], w[0][j]), w[2][j]), 4.0); + + // Ww[3][j] = 1*w[0][j] + 2*w[1][j] + 4*w[2][j]; + Ww[3][j] = vmlaq_n_f32(vmlaq_n_f32(w[0][j], w[1][j], 2.0f), w[2][j], 4.0f); + + // Ww[4][j] = 1*w[0][j] + -2*w[1][j] + 4*w[2][j]; + Ww[4][j] = vmlaq_n_f32(vmlsq_n_f32(w[0][j], w[1][j], 2.0f), w[2][j], 4.0f); + + // Ww[5][j] = 24*w[2][j]; + Ww[5][j] = vmulq_n_f32(w[2][j], 24.0f); + } + + // Compute V = W w WT + for (int i = 0; i < 6; i++) + { + const float recip576 = 1.0f / 576.0f; + + // V[i][0] = 6*Ww[i][0]; + V[i][0] = vmulq_n_f32(vmulq_n_f32(Ww[i][0], 6.0), recip576); + + // V[i][1] = -4*Ww[i][0] + -4*Ww[i][1] + -4*Ww[i][2]; + V[i][1] = vmulq_n_f32(vmulq_n_f32(vaddq_f32(vaddq_f32(Ww[i][0], Ww[i][1]), Ww[i][2]), -4.0), recip576); + + // V[i][2] = -4*Ww[i][0] + 4*Ww[i][1] + -4*Ww[i][2]; + V[i][2] = vmulq_n_f32(vmulq_n_f32(vsubq_f32(vsubq_f32(Ww[i][1], Ww[i][0]), Ww[i][2]), 4.0), recip576); + + // V[i][3] = 1*Ww[i][0] + 2*Ww[i][1] + 4*Ww[i][2]; + V[i][3] = vmulq_n_f32(vmlaq_n_f32(vmlaq_n_f32(Ww[i][0], Ww[i][1], 2.0f), Ww[i][2], 4.0f), recip576); + + // V[i][4] = 1*Ww[i][0] + -2*Ww[i][1] + 4*Ww[i][2]; + V[i][4] = vmulq_n_f32(vmlaq_n_f32(vmlsq_n_f32(Ww[i][0], Ww[i][1], 2.0f), Ww[i][2], 4.0f), recip576); + + // V[i][5] = 24*Ww[i][2]; + V[i][5] = vmulq_n_f32(vmulq_n_f32(Ww[i][2], 24.0f), recip576); + } + + // Store the transformed weights + for (int i = 0, m = 0; i < 6; i++) + { + for (int j = 0; j < 6; j++, m++) + { + vst1q_f32(outptr + m*matrix_stride, V[i][j]); + } + } + outptr += 4; + } +#endif // __aarch64__ +#ifdef __arm_any__ + for (; channels_remaining >= 2; channels_remaining -= 2) + { + // Matrices used and computed in this kernel + float32x2_t w[3][3], Ww[6][3], V[6][6]; + + // Read weights + for (int i = 0; i < 3; i++) + { + for (int j = 0; j < 3; j++) + { + w[i][j] = vld1_f32(inptrs[i][j]); + inptrs[i][j] += 2; + } + } + + // Compute the matrix W w + for (int j = 0; j < 3; j++) + { + // Ww[0][j] = 6*w[0][j]; + Ww[0][j] = vmul_n_f32(w[0][j], 6.0); + + // Ww[1][j] = -4*w[0][j] + -4*w[1][j] + -4*w[2][j]; + Ww[1][j] = vmul_n_f32(vadd_f32(vadd_f32(w[0][j], w[1][j]), w[2][j]), -4.0); + + // Ww[2][j] = -4*w[0][j] + 4*w[1][j] + -4*w[2][j]; + Ww[2][j] = vmul_n_f32(vsub_f32(vsub_f32(w[1][j], w[0][j]), w[2][j]), 4.0); + + // Ww[3][j] = 1*w[0][j] + 2*w[1][j] + 4*w[2][j]; + Ww[3][j] = vmla_n_f32(vmla_n_f32(w[0][j], w[1][j], 2.0f), w[2][j], 4.0f); + + // Ww[4][j] = 1*w[0][j] + -2*w[1][j] + 4*w[2][j]; + Ww[4][j] = vmla_n_f32(vmls_n_f32(w[0][j], w[1][j], 2.0f), w[2][j], 4.0f); + + // Ww[5][j] = 24*w[2][j]; + Ww[5][j] = vmul_n_f32(w[2][j], 24.0f); + } + + // Compute V = W w WT + for (int i = 0; i < 6; i++) + { + const float recip576 = 1.0f / 576.0f; + + // V[i][0] = 6*Ww[i][0]; + V[i][0] = vmul_n_f32(vmul_n_f32(Ww[i][0], 6.0), recip576); + + // V[i][1] = -4*Ww[i][0] + -4*Ww[i][1] + -4*Ww[i][2]; + V[i][1] = vmul_n_f32(vmul_n_f32(vadd_f32(vadd_f32(Ww[i][0], Ww[i][1]), Ww[i][2]), -4.0), recip576); + + // V[i][2] = -4*Ww[i][0] + 4*Ww[i][1] + -4*Ww[i][2]; + V[i][2] = vmul_n_f32(vmul_n_f32(vsub_f32(vsub_f32(Ww[i][1], Ww[i][0]), Ww[i][2]), 4.0), recip576); + + // V[i][3] = 1*Ww[i][0] + 2*Ww[i][1] + 4*Ww[i][2]; + V[i][3] = vmul_n_f32(vmla_n_f32(vmla_n_f32(Ww[i][0], Ww[i][1], 2.0f), Ww[i][2], 4.0f), recip576); + + // V[i][4] = 1*Ww[i][0] + -2*Ww[i][1] + 4*Ww[i][2]; + V[i][4] = vmul_n_f32(vmla_n_f32(vmls_n_f32(Ww[i][0], Ww[i][1], 2.0f), Ww[i][2], 4.0f), recip576); + + // V[i][5] = 24*Ww[i][2]; + V[i][5] = vmul_n_f32(vmul_n_f32(Ww[i][2], 24.0f), recip576); + } + + // Store the transformed weights + for (int i = 0, m = 0; i < 6; i++) + { + for (int j = 0; j < 6; j++, m++) + { + vst1_f32(outptr + m*matrix_stride, V[i][j]); + } + } + outptr += 2; + } +#endif // __arm_any__ + for (; channels_remaining; channels_remaining--) + { + // Matrices used and computed in this kernel + float w[3][3], Ww[6][3], V[6][6]; + + // Read weights + for (int i = 0; i < 3; i++) + { + for (int j = 0; j < 3; j++) + { + w[i][j] = *(inptrs[i][j]++); + } + } + + // Compute the matrix W w + for (int j = 0; j < 3; j++) + { + Ww[0][j] = 6*w[0][j]; + Ww[1][j] = -4*w[0][j] + -4*w[1][j] + -4*w[2][j]; + Ww[2][j] = -4*w[0][j] + 4*w[1][j] + -4*w[2][j]; + Ww[3][j] = 1*w[0][j] + 2*w[1][j] + 4*w[2][j]; + Ww[4][j] = 1*w[0][j] + -2*w[1][j] + 4*w[2][j]; + Ww[5][j] = 24*w[2][j]; + } + + // Compute V = W w WT + for (int i = 0; i < 6; i++) + { + V[i][0] = ( 6*Ww[i][0]) / 576.0; + V[i][1] = (-4*Ww[i][0] + -4*Ww[i][1] + -4*Ww[i][2]) / 576.0; + V[i][2] = (-4*Ww[i][0] + 4*Ww[i][1] + -4*Ww[i][2]) / 576.0; + V[i][3] = ( 1*Ww[i][0] + 2*Ww[i][1] + 4*Ww[i][2]) / 576.0; + V[i][4] = ( 1*Ww[i][0] + -2*Ww[i][1] + 4*Ww[i][2]) / 576.0; + V[i][5] = (24*Ww[i][2]) / 576.0; + } + + // Store the transformed weights + for (int i = 0, m = 0; i < 6; i++) + { + for (int j = 0; j < 6; j++, m++) + { + *(outptr + m*matrix_stride) = V[i][j]; + } + } + outptr++; + } + } + } + + template <> + template <> + int WinogradGEMM<4, 4, 3, 3>::WeightsTransform<float>::ops_performed(const KernelShape &shape) + { + const int channel_prod = shape.n_input_channels * shape.n_output_channels; + return 9 * 16 * channel_prod; + } + + template struct WinogradGEMM<4, 4, 3, 3>::WeightsTransform<float>; +} diff --git a/src/core/NEON/kernels/convolution/winograd/winograd_gemm.cpp b/src/core/NEON/kernels/convolution/winograd/winograd_gemm.cpp new file mode 100644 index 0000000000..8f8cd250bf --- /dev/null +++ b/src/core/NEON/kernels/convolution/winograd/winograd_gemm.cpp @@ -0,0 +1,569 @@ +/* + * Copyright (c) 2017 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 "arm_compute/core/NEON/kernels/convolution/winograd/winograd_gemm.hpp" +#include "arm_compute/core/NEON/kernels/convolution/winograd/batched_blocked_gemm.hpp" + +using namespace winograd; + +/** Get the output shape of a convolution. */ +template <int kr, int kc, int itr, int itc> +template <typename TOut, typename TIn> +Tensor4DShape WinogradGEMM<kr, kc, itr, itc>::Convolution<TOut, TIn>::get_output_shape( + const KernelShape &kernel_shape, + const Tensor4DShape &in_shape, + const PaddingType padding +) +{ + return Tensor4DShape { + in_shape.n_batches, + (padding == PADDING_SAME) ? in_shape.n_rows : in_shape.n_rows - (kernel_rows - 1), + (padding == PADDING_SAME) ? in_shape.n_cols : in_shape.n_cols - (kernel_cols - 1), + kernel_shape.n_output_channels, + in_shape.ordering + }; +} + +/* Get the memory required to transform the kernel. + */ +template <int kernel_rows, int kernel_cols, + int output_tile_rows, int output_tile_cols> +template <typename TOut, typename TIn> +size_t WinogradGEMM<kernel_rows, kernel_cols, output_tile_rows, output_tile_cols>::Convolution<TOut, TIn>::get_kernel_transform_working_size(const KernelShape &shape) +{ + if (shape.ordering == HWIO) + { + // Kernel is already in the correct order, so no additional memory is + // required. + return 0; + } + else + { + // Need to re-order the kernel into HWIO form, require enough space to + // represent the tensor. + return sizeof(TIn) * shape.size(); + } +} + +/** Get the memory required to store the kernel transformed into the + * Winograd domain. + */ +template <int kernel_rows, int kernel_cols, int output_tile_rows, int output_tile_cols> +template <typename TOut, typename TIn> +size_t WinogradGEMM<kernel_rows, kernel_cols, output_tile_rows, output_tile_cols>::Convolution<TOut, TIn>::get_kernel_storage_size(const KernelShape &shape) +{ + return N_GEMMS * get_kernel_matrix_size(shape); +} + + +template <int kernel_rows, int kernel_cols, int output_tile_rows, int output_tile_cols> +template <typename TOut, typename TIn> +size_t WinogradGEMM<kernel_rows, kernel_cols, output_tile_rows, output_tile_cols>::Convolution<TOut, TIn>::get_input_storage_size( + const KernelShape &kernel_shape, + const Tensor4DShape &input_shape, + const PaddingType padding +) +{ + return N_GEMMS * get_input_matrix_size(kernel_shape, input_shape, padding); +} + + +template <int kernel_rows, int kernel_cols, int output_tile_rows, int output_tile_cols> +template <typename TOut, typename TIn> +size_t WinogradGEMM<kernel_rows, kernel_cols, output_tile_rows, output_tile_cols>::Convolution<TOut, TIn>::get_output_storage_size( + const KernelShape &kernel_shape, + const Tensor4DShape &input_shape, + const PaddingType padding +) +{ + return N_GEMMS * get_output_matrix_size(kernel_shape, input_shape, padding); +} + + +/** Get the memory required to apply a Winograd operator to some input. + */ +template <int kernel_rows, int kernel_cols, int output_tile_rows, int output_tile_cols> +template <typename TOut, typename TIn> +size_t WinogradGEMM<kernel_rows, kernel_cols, output_tile_rows, output_tile_cols>::Convolution<TOut, TIn>::get_working_space_size( + const KernelShape &kernel_shape, + const Tensor4DShape &input_shape, + const PaddingType padding_type +) +{ + const auto output_shape = get_output_shape(kernel_shape, input_shape, padding_type); + + // Get the memory required to store the matrices + const size_t matrix_sizes = N_GEMMS * ( + get_input_matrix_size(kernel_shape, input_shape, padding_type) + + get_output_matrix_size(kernel_shape, input_shape, padding_type) + ); + + // Add additional space to re-order the input and output if the input tensor + // is not in NHWC format. + if (input_shape.ordering == NHWC) + { + return matrix_sizes; // No extra spacing required + } + else // NCHW, must reorder the input and output tensors + { + // We only need to re-order the input or output at any one time, so request + // enough memory to do the largest of these. + const size_t extra_memory = std::max( + sizeof(TIn) * input_shape.size(), + sizeof(TOut) * output_shape.size() + ); + return matrix_sizes + extra_memory; + } +} + + +/* Get the memory required by a single "input" matrix. + */ +template <int kernel_rows, int kernel_cols, int output_tile_rows, int output_tile_cols> +template <typename TOut, typename TIn> +size_t WinogradGEMM<kernel_rows, kernel_cols, output_tile_rows, output_tile_cols>::Convolution<TOut, TIn>::get_input_matrix_size( + const KernelShape &kernel_shape, + const Tensor4DShape &input_shape, + const PaddingType padding_type +) +{ + return get_input_matrix_stride(kernel_shape, input_shape, padding_type) * sizeof(TIn); +} + +template <int kernel_rows, int kernel_cols, int output_tile_rows, int output_tile_cols> +template <typename TOut, typename TIn> +int WinogradGEMM<kernel_rows, kernel_cols, output_tile_rows, output_tile_cols>::Convolution<TOut, TIn>::get_input_matrix_stride( + const KernelShape &kernel_shape, + const Tensor4DShape &input_shape, + const PaddingType padding_type +) +{ + // Compute shape for the GEMM + const auto output_shape = get_output_shape(kernel_shape, input_shape, padding_type); + const int tile_rows = iceildiv(output_shape.n_rows, output_tile_rows); + const int tile_cols = iceildiv(output_shape.n_cols, output_tile_cols); + const int M = roundup(input_shape.n_batches * tile_rows * tile_cols, M_BLOCK); + const int K = kernel_shape.n_input_channels; + + return M * K; +} + + +/* Get the memory required by a single "output" matrix. + */ +template <int kernel_rows, int kernel_cols, int output_tile_rows, int output_tile_cols> +template <typename TOut, typename TIn> +size_t WinogradGEMM<kernel_rows, kernel_cols, output_tile_rows, output_tile_cols>::Convolution<TOut, TIn>::get_output_matrix_size( + const KernelShape &kernel_shape, + const Tensor4DShape &input_shape, + const PaddingType padding_type +) +{ + return get_output_matrix_stride(kernel_shape, input_shape, padding_type) * sizeof(TOut); +} + + +template <int kernel_rows, int kernel_cols, int output_tile_rows, int output_tile_cols> +template <typename TOut, typename TIn> +int WinogradGEMM<kernel_rows, kernel_cols, output_tile_rows, output_tile_cols>::Convolution<TOut, TIn>::get_output_matrix_stride( + const KernelShape &kernel_shape, + const Tensor4DShape &input_shape, + const PaddingType padding_type +) +{ + // Compute shape for the GEMM + const auto output_shape = get_output_shape(kernel_shape, input_shape, padding_type); + const int tile_rows = iceildiv(output_shape.n_rows, output_tile_rows); + const int tile_cols = iceildiv(output_shape.n_cols, output_tile_cols); + const int M = roundup(tile_rows * tile_cols, M_BLOCK); + const int N = roundup(kernel_shape.n_output_channels, N_BLOCK); + + return input_shape.n_batches * M * N; +} + + +/* Get the memory required by a single "kernel" matrix. + */ +template <int kernel_rows, int kernel_cols, int output_tile_rows, int output_tile_cols> +template <typename TOut, typename TIn> +size_t WinogradGEMM<kernel_rows, kernel_cols, output_tile_rows, output_tile_cols>::Convolution<TOut, TIn>::get_kernel_matrix_size(const KernelShape &shape) +{ + return sizeof(TIn) * get_kernel_matrix_stride(shape); +} + +template <int kernel_rows, int kernel_cols, int output_tile_rows, int output_tile_cols> +template <typename TOut, typename TIn> +int WinogradGEMM<kernel_rows, kernel_cols, output_tile_rows, output_tile_cols>::Convolution<TOut, TIn>::get_kernel_matrix_stride(const KernelShape &shape) +{ + const int K = shape.n_input_channels; + const int N = roundup(shape.n_output_channels, N_BLOCK); + return K * N; +} + + +/** Create a new Winograd operator. */ +template <int output_tile_rows, int output_tile_cols, + int kernel_rows, int kernel_cols> +template <typename TOut, typename TIn> +WinogradGEMM<output_tile_rows, output_tile_cols, kernel_rows, kernel_cols>::Convolution<TOut, TIn>::Convolution( + const KernelShape &kernel_shape, + const Tensor4DShape &input_shape, + const PaddingType padding, + void *kernel_storage +) : kernel_shape(kernel_shape), // Store the kernel shape + kernel_matrix_row_stride(roundup(kernel_shape.n_output_channels, N_BLOCK)), + manage_kernel_storage(kernel_storage == NULL), + _kernel_storage(manage_kernel_storage ? + ALLOCATE(get_kernel_storage_size(kernel_shape)) : + kernel_storage), + input_shape(input_shape), + padding(padding), + output_shape(get_output_shape(kernel_shape, input_shape, padding)), + tile_rows(iceildiv(output_shape.n_rows, output_tile_rows)), + tile_cols(iceildiv(output_shape.n_cols, output_tile_cols)), + M(input_shape.n_batches * tile_rows * tile_cols), + K(kernel_shape.n_input_channels), + N(kernel_shape.n_output_channels), + prof() +{ + // Create pointers to the kernel matrices + const int kernel_matrix_size_bytes = get_kernel_matrix_size(kernel_shape); + int8_t* const ks_bytes = reinterpret_cast<int8_t *>(_kernel_storage); + for (int i = 0; i < N_GEMMS; i++) { + kernel_matrices[i] = reinterpret_cast<TIn *>( + ks_bytes + i*kernel_matrix_size_bytes); + } +} + + +/** Create a new Winograd operator and initialise the weights. */ +template <int output_tile_rows, int output_tile_cols, + int kernel_rows, int kernel_cols> +template <typename TOut, typename TIn> +WinogradGEMM<output_tile_rows, output_tile_cols, kernel_rows, kernel_cols>::Convolution<TOut, TIn>::Convolution( + const KernelShape &kernel_shape, + const Tensor4DShape &input_shape, + const PaddingType padding, + const TIn* const kernel, + void *kernel_storage, + void *transform_working_space +) : Convolution(kernel_shape, input_shape, padding, kernel_storage) +{ + transform_weights(kernel, transform_working_space); +} + + +/** Clean up a convolution engine. */ +template <int output_tile_rows, int output_tile_cols, int kernel_rows, int kernel_cols> +template <typename TOut, typename TIn> +WinogradGEMM<output_tile_rows, output_tile_cols, kernel_rows, kernel_cols>:: +Convolution<TOut, TIn>::~Convolution() +{ + // If we were responsible for managing kernel storage ensure that it is + // freed. + if (manage_kernel_storage) + { + free(_kernel_storage); + } +} + + +/** Transform weights into the Winograd domain and store them for later use/reuse. */ +template <int output_tile_rows, int output_tile_cols, int kernel_rows, int kernel_cols> +template <typename TOut, typename TIn> +template <typename WeightsTransformT> +void WinogradGEMM<output_tile_rows, output_tile_cols, kernel_rows, kernel_cols>:: +Convolution<TOut, TIn>::transform_weights( + const TIn* const kernel, + void *transform_working_space +) +{ + // Allocate working space if it is required + bool allocated_working_space = false; + if (transform_working_space == NULL && // If no memory has been provided + get_kernel_transform_working_size(kernel_shape) != 0) // And we need the space + { + allocated_working_space = true; + transform_working_space = ALLOCATE( + get_kernel_transform_working_size(kernel_shape) + ); + } + + // The transformation methods only work on weights laid out in HWIO form, if + // the weights are not in this form then we need to re-order them. + const TIn *kernel_hwio = kernel; + if (kernel_shape.ordering != HWIO) + { + kernel_hwio = reinterpret_cast<TIn *>(transform_working_space); + + // Re-order the weights from OIHW to HWIO + this->prof( + "Weight reorder", + [&kernel, &kernel_hwio, this] () { + reorder::ofm_ifm_h_w_to_h_w_ifm_ofm( + kernel, const_cast<TIn *>(kernel_hwio), + kernel_shape.n_output_channels, + kernel_shape.n_input_channels, + kernel_shape.n_rows, + kernel_shape.n_cols + ); + }, + kernel_shape.size() * sizeof(TIn), + 0, + kernel_shape.size() * sizeof(TIn) + ); + } + + const int kernel_matrix_size_bytes = get_kernel_matrix_size(kernel_shape); + WeightsTransformT weights_transform( + kernel_hwio, kernel_matrices[0], + kernel_matrix_size_bytes / sizeof(TIn), + kernel_matrix_row_stride, + kernel_shape.n_output_channels, + kernel_shape.n_input_channels + ); + + // Transform the weights into the Winograd domain + auto kernel_prep = [&] () + { + weights_transform.run(0, weights_transform.get_window()); + }; + + prof( + "Kernel Prep", kernel_prep, + WeightsTransformT::bytes_read(kernel_shape), + WeightsTransformT::ops_performed(kernel_shape), + WeightsTransformT::bytes_written(kernel_shape) + ); + + // Free memory if we allocated it + if (allocated_working_space) + { + free(transform_working_space); + } +} + + +/** Perform a convolution. */ +template <int output_tile_rows, int output_tile_cols, + int kernel_rows, int kernel_cols> +template <typename TOut, typename TIn> +void WinogradGEMM<output_tile_rows, output_tile_cols, kernel_rows, kernel_cols>:: +Convolution<TOut, TIn>::execute( + TOut* const output, + const TIn* const input, + const TOut* const biases, + void *working_space, + const int n_threads +) +{ + const auto padding_type = padding; + const auto input_shape = this->input_shape; + + // Allocate working space if none has been provided + const bool manage_working_space = (working_space == NULL); + if (manage_working_space) + { + const size_t ws_size = get_working_space_size( + kernel_shape, input_shape, padding_type + ); + working_space = ALLOCATE(ws_size * sizeof(int8_t)); + memset(working_space, 0x00, ws_size); + } + int8_t* const ws_bytes = reinterpret_cast<int8_t *>(working_space); + + // Split the working space into that required for 16 input matrices and + // output matrices. + TIn *input_matrices[N_GEMMS]; + TOut *output_matrices[N_GEMMS]; + const int in_matrix_stride_bytes = get_input_matrix_size(kernel_shape, input_shape, padding_type); + const int out_matrix_stride_bytes = get_output_matrix_size(kernel_shape, input_shape, padding_type); + + for (int i = 0; i < N_GEMMS; i++) + { + input_matrices[i] = reinterpret_cast<TIn *>( + ws_bytes + i*in_matrix_stride_bytes); + output_matrices[i] = reinterpret_cast<TIn *>( + ws_bytes + N_GEMMS*in_matrix_stride_bytes + i*out_matrix_stride_bytes); + } + + // If we need to re-order the input and output tensors then the final chunk + // of the working space can be used for this purpose. + // TODO - Overlay the input reorder on top of the output matrices + // - Overlay the output reorder on top of the input matrices + // Reorder the input input form if it was not provided in this ordering. + const TIn* input_nhwc = input; + if (input_shape.ordering == NCHW) + { + input_nhwc = reinterpret_cast<TIn *>( + ws_bytes + N_GEMMS*(in_matrix_stride_bytes + out_matrix_stride_bytes) + ); + + this->prof( + "NCHW -> NHWC", + [input, input_shape, input_nhwc] () { + reorder::nchw_to_nhwc( + input, const_cast<TIn *>(input_nhwc), + input_shape.n_batches, + input_shape.n_channels, + input_shape.n_rows, + input_shape.n_cols + ); + }, + input_shape.size(), 0, input_shape.size() + ); + } + + // Compute shape for the GEMM + const auto output_shape = this->output_shape; + int M = this->M; + int K = this->K; + int N = this->N; + + const int in_matrix_row_stride = K; + const int out_matrix_row_stride = kernel_matrix_row_stride; + + InputTransform<TIn> input_transform( + input_nhwc, + input_shape.n_batches, + input_shape.n_rows, + input_shape.n_cols, + input_shape.n_channels, + padding_type, + input_matrices[0], + in_matrix_stride_bytes / sizeof(TIn), + in_matrix_row_stride + ); + + // Transform the input into the Winograd domain + auto input_prep = [&] () { + input_transform.run(0, input_transform.get_window()); + }; + prof( + "Input Prep", input_prep, + InputTransform<TIn>::bytes_read(input_shape), + InputTransform<TIn>::ops_performed(input_shape), + InputTransform<TIn>::bytes_written(input_shape) + ); + + // Perform the GEMMs + const int kernel_matrix_stride_bytes = get_kernel_matrix_size(kernel_shape); + BatchedBlockedGemm<M_BLOCK, N_BLOCK, TOut, TIn> gemms( + N_GEMMS, M, K, N, + in_matrix_stride_bytes / sizeof(TIn), + in_matrix_row_stride, + kernel_matrix_stride_bytes / sizeof(TIn), + kernel_matrix_row_stride, + out_matrix_stride_bytes / sizeof(TOut), + out_matrix_row_stride, + input_matrices[0], + kernel_matrices[0], + output_matrices[0] + ); + for (unsigned int i = 0; i < gemms.get_window(); i++) + { + auto run_gemm = [&] () { gemms.run(i, i+1); }; + prof("GEMM", run_gemm, 0, 0, 0); + } + + // If the output tensor needs to be in NCHW form then store the NHWC output + // tensor in temporary storage and then reorder. If the output tensor needs + // to be in NHWC then just write straight to the output tensor. + TOut *output_nhwc = output; + if (input_shape.ordering == NCHW) + { + output_nhwc = reinterpret_cast<TOut *>( + ws_bytes + N_GEMMS*(in_matrix_stride_bytes + out_matrix_stride_bytes) + ); + } + + // Transform the output tensor from the Winograd domain to the spatial + // domain. + OutputTransform<TOut> output_transform( + output_matrices[0], + out_matrix_stride_bytes / sizeof(TOut), + out_matrix_row_stride, + biases, + output_nhwc, + output_shape.n_batches, + output_shape.n_rows, + output_shape.n_cols, + output_shape.n_channels + ); + auto output_prep = [&] () { + output_transform.run(0, output_transform.get_window()); + }; + prof( + "Output Comp", output_prep, + OutputTransform<TOut>::bytes_read(output_shape), + OutputTransform<TOut>::ops_performed(output_shape), + OutputTransform<TOut>::bytes_written(output_shape) + ); + + // Reorder the output tensor if it is required to be in NCHW form. + if (input_shape.ordering == NCHW) + { + prof( + "NHWC -> NCHW", + [output_nhwc, output_shape, output] () { + reorder::nhwc_to_nchw( + output_nhwc, output, + output_shape.n_batches, + output_shape.n_rows, + output_shape.n_cols, + output_shape.n_channels + ); + }, + output_shape.size(), 0, output_shape.size() + ); + } + + // Free working space if we were responsible for allocating it + if (manage_working_space) + { + free(working_space); + } +} + + +/** Perform a convolution. */ +template <int output_tile_rows, int output_tile_cols, + int kernel_rows, int kernel_cols> +template <typename TOut, typename TIn> +void WinogradGEMM<output_tile_rows, output_tile_cols, kernel_rows, kernel_cols>:: +Convolution<TOut, TIn>::execute( + TOut* const output, + const TIn* const input, + const TOut* const biases, + const int n_threads +) +{ + execute(output, input, biases, NULL, n_threads); +} + + +// Instantiate required implementations +template class WinogradGEMM<2, 2, 3, 3>::Convolution<float, float>; +template class WinogradGEMM<4, 4, 3, 3>::Convolution<float, float>; + +template class WinogradGEMM<2, 2, 5, 5>::Convolution<float, float>; |