diff options
| author | Georgios Pinitas <georgios.pinitas@arm.com> | 2018-03-13 13:08:12 +0000 |
|---|---|---|
| committer | Anthony Barbier <anthony.barbier@arm.com> | 2018-11-02 16:49:16 +0000 |
| commit | be0ae93c50bfa3e588111585025278daa8cb0694 (patch) | |
| tree | d78c13e8846c31587a5acb70b38b13fa7d03200d /src/core/NEON/kernels/convolution | |
| parent | ae4ce7b411d0f4809ac7d3d90fe89bdb2520dbf6 (diff) | |
| download | ComputeLibrary-be0ae93c50bfa3e588111585025278daa8cb0694.tar.gz | |
COMPMID-1005: Update Depthwise Convolution form RSH
Change-Id: I3033ddb8de183661010d6c71a83f71132037b139
Reviewed-on: https://eu-gerrit-1.euhpc.arm.com/124338
Tested-by: Jenkins <bsgcomp@arm.com>
Reviewed-by: Pablo Tello <pablo.tello@arm.com>
Diffstat (limited to 'src/core/NEON/kernels/convolution')
7 files changed, 3689 insertions, 13851 deletions
diff --git a/src/core/NEON/kernels/convolution/common/utils.cpp b/src/core/NEON/kernels/convolution/common/utils.cpp index 24d0386c76..45847bbfd9 100644 --- a/src/core/NEON/kernels/convolution/common/utils.cpp +++ b/src/core/NEON/kernels/convolution/common/utils.cpp @@ -23,18 +23,6 @@ */ #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) { @@ -47,4 +35,4 @@ void PrintMatrix(const float* const m, const int M, const int N, const int row_s printf("\n"); } printf("\n"); -} +}
\ No newline at end of file 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 index fa50f79bc5..9b3a60db59 100644 --- 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 @@ -28,412 +28,543 @@ namespace depthwise using Conv = DepthwiseConvolution<2, 2, 3, 3, 1, 1, float, float>; using ConvImpl = DepthwiseConvolutionImpl<2, 2, 3, 3, 1, 1, float, float>; +#ifdef __aarch64__ + +template <> 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 +void ConvImpl::process_tile<true, 0, 0, 0, 0, 0, 0>( + const int n_channels, + const float* const weights, + const int weight_row_stride, + const int weight_col_stride, + const float* const inptr, + const int in_row_stride, + const int in_col_stride, + float* const outptr, + const int out_row_stride, + const int out_col_stride, + const int, const int, const int, const int, const int, const int +) +{ + // Copy pointers + const float *uptr0 = inptr; + const float *wptr0 = weights; + float *vptr0 = outptr; + + int channels_remaining = n_channels; + if (channels_remaining >= 4) + { + // Process blocks of 4 channels at a time + int n_iters = ((channels_remaining / 4) + 1)/2 - 1; + const bool odd_tail = (channels_remaining / 4) & 1; + channels_remaining %= 4; + + asm volatile ( + "qW11B .req q0\n" "vW11B .req v0\n" "qW33A .req q1\n" "qU32B .req q1\n" + "vW33A .req v1\n" "vU32B .req v1\n" "qU44B .req q2\n" "qW21A .req q2\n" + "vU44B .req v2\n" "vW21A .req v2\n" "qU21B .req q3\n" "qU32A .req q3\n" + "vU21B .req v3\n" "vU32A .req v3\n" "qU43A .req q4\n" "qV21B .req q4\n" + "vU43A .req v4\n" "vV21B .req v4\n" "qU24A .req q5\n" "qU44A .req q5\n" + "qU33B .req q5\n" "vU24A .req v5\n" "vU44A .req v5\n" "vU33B .req v5\n" + "qU31A .req q6\n" "qV12B .req q6\n" "qU23A .req q6\n" "vU31A .req v6\n" + "vV12B .req v6\n" "vU23A .req v6\n" "qW31B .req q7\n" "qV22A .req q7\n" + "vW31B .req v7\n" "vV22A .req v7\n" "qV12A .req q8\n" "qW21B .req q8\n" + "vV12A .req v8\n" "vW21B .req v8\n" "qU22B .req q9\n" "qU34A .req q9\n" + "vU22B .req v9\n" "vU34A .req v9\n" "qU13B .req q10\n" "qU13A .req q10\n" + "vU13B .req v10\n" "vU13A .req v10\n" "qU34B .req q11\n" "qU22A .req q11\n" + "vU34B .req v11\n" "vU22A .req v11\n" "qU24B .req q12\n" "qU31B .req q12\n" + "vU24B .req v12\n" "vU31B .req v12\n" "qW12B .req q13\n" "qW13A .req q13\n" + "vW12B .req v13\n" "vW13A .req v13\n" "qV21A .req q14\n" "qV11B .req q14\n" + "vV21A .req v14\n" "vV11B .req v14\n" "qW32A .req q15\n" "qW32B .req q15\n" + "vW32A .req v15\n" "vW32B .req v15\n" "qW31A .req q16\n" "qV22B .req q16\n" + "vW31A .req v16\n" "vV22B .req v16\n" + "qW11A .req q17\n" "vW11A .req v17\n" "qW13B .req q18\n" "qU14A .req q18\n" + "vW13B .req v18\n" "vU14A .req v18\n" "qU33A .req q19\n" "qW33B .req q19\n" + "vU33A .req v19\n" "vW33B .req v19\n" "qW22A .req q20\n" "qU23B .req q20\n" + "vW22A .req v20\n" "vU23B .req v20\n" "qU12A .req q21\n" "qU42A .req q21\n" + "vU12A .req v21\n" "vU42A .req v21\n" "qU41A .req q22\n" "qU42B .req q22\n" + "vU41A .req v22\n" "vU42B .req v22\n" "qW23A .req q23\n" "qW23B .req q23\n" + "vW23A .req v23\n" "vW23B .req v23\n" "qU43B .req q24\n" "qU11A .req q24\n" + "vU43B .req v24\n" "vU11A .req v24\n" "qU12B .req q25\n" "qW12A .req q25\n" + "vU12B .req v25\n" "vW12A .req v25\n" "qU41B .req q26\n" "qV11A .req q26\n" + "vU41B .req v26\n" "vV11A .req v26\n" "qW22B .req q27\n" "vW22B .req v27\n" + "qU11B .req q28\n" "qU14B .req q28\n" "vU11B .req v28\n" "vU14B .req v28\n" + "qU21A .req q29\n" "vU21A .req v29\n" + + "u_col_stride1 .req %x[u_col_stride]\n" + "u_col_stride2 .req x0\n" + "u_col_stride3 .req x1\n" + "uptr1 .req x2\n" + "uptr2 .req x3\n" + "uptr3 .req x4\n" + "wptr1 .req x5\n" + "wptr2 .req x6\n" + "vptr1 .req x7\n" + "w_col_stride1 .req %x[w_col_stride]\n" + "w_col_stride2 .req x8\n" + + // Prepare strides and pointers + "add uptr1, %x[uptr0], %x[u_row_stride]\n" + "add uptr2, uptr1 , %x[u_row_stride]\n" + "add uptr3, uptr2 , %x[u_row_stride]\n" + "add wptr1, %x[wptr0], %x[w_row_stride]\n" + "add wptr2, wptr1 , %x[w_row_stride]\n" + "add vptr1, %x[vptr0], %x[v_row_stride]\n" + "add u_col_stride2, %x[u_col_stride], %x[u_col_stride]\n" + "add u_col_stride3, u_col_stride2 , %x[u_col_stride]\n" + "add w_col_stride2, %x[w_col_stride], %x[w_col_stride]\n" + + // Load in preparation for execution + "ldr qU14A, [%x[uptr0], u_col_stride3]\n" + "ldr qW13A, [%x[wptr0], w_col_stride2]\n" + "ldr qU13A, [%x[uptr0], u_col_stride2]\n" + "ldr qW12A, [%x[wptr0], w_col_stride1]\n" + "ldr qU12A, [%x[uptr0], u_col_stride1]\n" + "ldr qW11A, [%x[wptr0]], #0x10\n" + "ldr qU24A, [uptr1, u_col_stride3]\n" + "ldr qW23A, [wptr1, w_col_stride2]\n" + "ldr qU23A, [uptr1, u_col_stride2]\n" + "ldr qW22A, [wptr1, w_col_stride1]\n" + "ldr qU22A, [uptr1, u_col_stride1]\n" + "ldr qW21A, [wptr1], #0x10\n" + "ldr qU34A, [uptr2, u_col_stride3]\n" + "ldr qW33A, [wptr2, w_col_stride2]\n" + "ldr qU33A, [uptr2, u_col_stride2]\n" + "ldr qW32A, [wptr2, w_col_stride1]\n" + "ldr qU32A, [uptr2, u_col_stride1]\n" + "ldr qW31A, [wptr2], #0x10\n" + "fmul vV12A.4s, vU14A.4s, vW13A.4s\n" + "cbz %x[iters], 2f\n" // Jump to tail if doing zero iterations of loop + + "1:" // Main loop body + // A part + "fmul vV11A.4s, vU13A.4s, vW13A.4s\n" + "fmla vV12A.4s, vU13A.4s, vW12A.4s\n" + "fmla vV11A.4s, vU12A.4s, vW12A.4s\n" + "fmla vV12A.4s, vU12A.4s, vW11A.4s\n" + "fmla vV12A.4s, vU24A.4s, vW23A.4s\n" + "fmul vV22A.4s, vU24A.4s, vW13A.4s\n" + "fmla vV11A.4s, vU23A.4s, vW23A.4s\n" + "ldr qU44A, [uptr3, u_col_stride3]\n" + "fmla vV12A.4s, vU23A.4s, vW22A.4s\n" + "ldr qU43A, [uptr3, u_col_stride2]\n" + "fmul vV21A.4s, vU23A.4s, vW13A.4s\n" + "ldr qU42A, [uptr3, u_col_stride1]\n" + "fmla vV22A.4s, vU23A.4s, vW12A.4s\n" + "ldr qU11A, [%x[uptr0]], #0x10\n" + "fmla vV11A.4s, vU22A.4s, vW22A.4s\n" + "ldr qU21A, [uptr1], #0x10\n" + "fmla vV12A.4s, vU22A.4s, vW21A.4s\n" + "ldr qU31A, [uptr2], #0x10\n" + "fmla vV21A.4s, vU22A.4s, vW12A.4s\n" + "ldr qU41A, [uptr3], #0x10\n" + "fmla vV22A.4s, vU22A.4s, vW11A.4s\n" + "ldr qU14B, [%x[uptr0], u_col_stride3]\n" + "fmla vV12A.4s, vU34A.4s, vW33A.4s\n" + "ldr qW13B, [%x[wptr0], w_col_stride2]\n" + "fmla vV22A.4s, vU34A.4s, vW23A.4s\n" + "ldr qU13B, [%x[uptr0], u_col_stride2]\n" + "fmla vV11A.4s, vU33A.4s, vW33A.4s\n" + "ldr qW12B, [%x[wptr0], w_col_stride1]\n" + "fmla vV12A.4s, vU33A.4s, vW32A.4s\n" + "ldr qU12B, [%x[uptr0], u_col_stride1]\n" + "fmla vV21A.4s, vU33A.4s, vW23A.4s\n" + "ldr qW11B, [%x[wptr0]], #0x10\n" + "fmla vV22A.4s, vU33A.4s, vW22A.4s\n" + "ldr qU24B, [uptr1, u_col_stride3]\n" + "fmla vV11A.4s, vU32A.4s, vW32A.4s\n" + "ldr qW23B, [wptr1, w_col_stride2]\n" + "fmla vV12A.4s, vU32A.4s, vW31A.4s\n" + "str qV12A, [%x[vptr0], %x[v_col_stride]]\n" + "fmla vV21A.4s, vU32A.4s, vW22A.4s\n" + "ldr qU23B, [uptr1, u_col_stride2]\n" + "fmla vV22A.4s, vU32A.4s, vW21A.4s\n" + "ldr qW22B, [wptr1, w_col_stride1]\n" + "fmla vV22A.4s, vU44A.4s, vW33A.4s\n" + "ldr qU22B, [uptr1, u_col_stride1]\n" + "fmla vV21A.4s, vU43A.4s, vW33A.4s\n" + "ldr qW21B, [wptr1], #0x10\n" + "fmla vV22A.4s, vU43A.4s, vW32A.4s\n" + "ldr qU34B, [uptr2, u_col_stride3]\n" + "fmla vV21A.4s, vU42A.4s, vW32A.4s\n" + "ldr qW33B, [wptr2, w_col_stride2]\n" + "fmla vV22A.4s, vU42A.4s, vW31A.4s\n" + "str qV22A, [vptr1, %x[v_col_stride]]\n" + "fmla vV11A.4s, vU11A.4s, vW11A.4s\n" + "ldr qU33B, [uptr2, u_col_stride2]\n" + "fmla vV11A.4s, vU21A.4s, vW21A.4s\n" + "ldr qW32B, [wptr2, w_col_stride1]\n" + "fmla vV21A.4s, vU21A.4s, vW11A.4s\n" + "ldr qU32B, [uptr2, u_col_stride1]\n" + "fmla vV11A.4s, vU31A.4s, vW31A.4s\n" + "str qV11A, [%x[vptr0]], #0x10\n" + "fmla vV21A.4s, vU31A.4s, vW21A.4s\n" + "ldr qW31B, [wptr2], #0x10\n" + "fmla vV21A.4s, vU41A.4s, vW31A.4s\n" + "str qV21A, [vptr1], #0x10\n" + + // B part + "fmul vV12B.4s, vU14B.4s, vW13B.4s\n" + "fmul vV11B.4s, vU13B.4s, vW13B.4s\n" + "fmla vV12B.4s, vU13B.4s, vW12B.4s\n" + "fmla vV11B.4s, vU12B.4s, vW12B.4s\n" + "fmla vV12B.4s, vU12B.4s, vW11B.4s\n" + "fmla vV12B.4s, vU24B.4s, vW23B.4s\n" + "fmul vV22B.4s, vU24B.4s, vW13B.4s\n" + "subs %x[iters], %x[iters], #1\n" + "fmla vV11B.4s, vU23B.4s, vW23B.4s\n" + "ldr qU44B, [uptr3, u_col_stride3]\n" + "fmla vV12B.4s, vU23B.4s, vW22B.4s\n" + "ldr qU43B, [uptr3, u_col_stride2]\n" + "fmul vV21B.4s, vU23B.4s, vW13B.4s\n" + "ldr qU42B, [uptr3, u_col_stride1]\n" + "fmla vV22B.4s, vU23B.4s, vW12B.4s\n" + "ldr qU11B, [%x[uptr0]], #0x10\n" + "fmla vV11B.4s, vU22B.4s, vW22B.4s\n" + "ldr qU21B, [uptr1], #0x10\n" + "fmla vV12B.4s, vU22B.4s, vW21B.4s\n" + "ldr qU31B, [uptr2], #0x10\n" + "fmla vV21B.4s, vU22B.4s, vW12B.4s\n" + "ldr qU41B, [uptr3], #0x10\n" + "fmla vV22B.4s, vU22B.4s, vW11B.4s\n" + "ldr qU14A, [%x[uptr0], u_col_stride3]\n" + "fmla vV12B.4s, vU34B.4s, vW33B.4s\n" + "ldr qW13A, [%x[wptr0], w_col_stride2]\n" + "fmla vV22B.4s, vU34B.4s, vW23B.4s\n" + "ldr qU13A, [%x[uptr0], u_col_stride2]\n" + "fmla vV11B.4s, vU33B.4s, vW33B.4s\n" + "ldr qW12A, [%x[wptr0], w_col_stride1]\n" + "fmla vV12B.4s, vU33B.4s, vW32B.4s\n" + "ldr qU12A, [%x[uptr0], u_col_stride1]\n" + "fmla vV21B.4s, vU33B.4s, vW23B.4s\n" + "ldr qW11A, [%x[wptr0]], #0x10\n" + "fmla vV22B.4s, vU33B.4s, vW22B.4s\n" + "ldr qU24A, [uptr1, u_col_stride3]\n" + "fmla vV11B.4s, vU32B.4s, vW32B.4s\n" + "ldr qW23A, [wptr1, w_col_stride2]\n" + "fmla vV12B.4s, vU32B.4s, vW31B.4s\n" + "str qV12B, [%x[vptr0], %x[v_col_stride]]\n" + "fmla vV21B.4s, vU32B.4s, vW22B.4s\n" + "ldr qU23A, [uptr1, u_col_stride2]\n" + "fmla vV22B.4s, vU32B.4s, vW21B.4s\n" + "ldr qW22A, [wptr1, w_col_stride1]\n" + "fmla vV22B.4s, vU44B.4s, vW33B.4s\n" + "ldr qU22A, [uptr1, u_col_stride1]\n" + "fmla vV21B.4s, vU43B.4s, vW33B.4s\n" + "ldr qW21A, [wptr1], #0x10\n" + "fmla vV22B.4s, vU43B.4s, vW32B.4s\n" + "ldr qU34A, [uptr2, u_col_stride3]\n" + "fmla vV21B.4s, vU42B.4s, vW32B.4s\n" + "ldr qW33A, [wptr2, w_col_stride2]\n" + "fmla vV22B.4s, vU42B.4s, vW31B.4s\n" + "str qV22B, [vptr1, %x[v_col_stride]]\n" + "fmla vV11B.4s, vU11B.4s, vW11B.4s\n" + "ldr qU33A, [uptr2, u_col_stride2]\n" + "fmla vV11B.4s, vU21B.4s, vW21B.4s\n" + "ldr qW32A, [wptr2, w_col_stride1]\n" + "fmla vV21B.4s, vU21B.4s, vW11B.4s\n" + "ldr qU32A, [uptr2, u_col_stride1]\n" + "fmla vV11B.4s, vU31B.4s, vW31B.4s\n" + "str qV11B, [%x[vptr0]], #0x10\n" + "fmla vV21B.4s, vU31B.4s, vW21B.4s\n" + "ldr qW31A, [wptr2], #0x10\n" + "fmla vV21B.4s, vU41B.4s, vW31B.4s\n" + "str qV21B, [vptr1], #0x10\n" + "fmul vV12A.4s, vU14A.4s, vW13A.4s\n" + "bne 1b\n" // Loop + + "2:" // Branch destination for zero loops + "cbnz %w[odd_tail], 4f\n" + + "3:" // Even number of iterations + "fmul vV11A.4s, vU13A.4s, vW13A.4s\n" + "fmla vV12A.4s, vU13A.4s, vW12A.4s\n" + "fmla vV11A.4s, vU12A.4s, vW12A.4s\n" + "fmla vV12A.4s, vU12A.4s, vW11A.4s\n" + "fmla vV12A.4s, vU24A.4s, vW23A.4s\n" + "fmul vV22A.4s, vU24A.4s, vW13A.4s\n" + "fmla vV11A.4s, vU23A.4s, vW23A.4s\n" + "ldr qU44A, [uptr3, u_col_stride3]\n" + "fmla vV12A.4s, vU23A.4s, vW22A.4s\n" + "ldr qU43A, [uptr3, u_col_stride2]\n" + "fmul vV21A.4s, vU23A.4s, vW13A.4s\n" + "ldr qU42A, [uptr3, u_col_stride1]\n" + "fmla vV22A.4s, vU23A.4s, vW12A.4s\n" + "ldr qU11A, [%x[uptr0]], #0x10\n" + "fmla vV11A.4s, vU22A.4s, vW22A.4s\n" + "ldr qU21A, [uptr1], #0x10\n" + "fmla vV12A.4s, vU22A.4s, vW21A.4s\n" + "ldr qU31A, [uptr2], #0x10\n" + "fmla vV21A.4s, vU22A.4s, vW12A.4s\n" + "ldr qU41A, [uptr3], #0x10\n" + "fmla vV22A.4s, vU22A.4s, vW11A.4s\n" + "ldr qU14B, [%x[uptr0], u_col_stride3]\n" + "fmla vV12A.4s, vU34A.4s, vW33A.4s\n" + "ldr qW13B, [%x[wptr0], w_col_stride2]\n" + "fmla vV22A.4s, vU34A.4s, vW23A.4s\n" + "ldr qU13B, [%x[uptr0], u_col_stride2]\n" + "fmla vV11A.4s, vU33A.4s, vW33A.4s\n" + "ldr qW12B, [%x[wptr0], w_col_stride1]\n" + "fmla vV12A.4s, vU33A.4s, vW32A.4s\n" + "ldr qU12B, [%x[uptr0], u_col_stride1]\n" + "fmla vV21A.4s, vU33A.4s, vW23A.4s\n" + "ldr qW11B, [%x[wptr0]], #0x10\n" + "fmla vV22A.4s, vU33A.4s, vW22A.4s\n" + "ldr qU24B, [uptr1, u_col_stride3]\n" + "fmla vV11A.4s, vU32A.4s, vW32A.4s\n" + "ldr qW23B, [wptr1, w_col_stride2]\n" + "fmla vV12A.4s, vU32A.4s, vW31A.4s\n" + "str qV12A, [%x[vptr0], %x[v_col_stride]]\n" + "fmla vV21A.4s, vU32A.4s, vW22A.4s\n" + "ldr qU23B, [uptr1, u_col_stride2]\n" + "fmla vV22A.4s, vU32A.4s, vW21A.4s\n" + "ldr qW22B, [wptr1, w_col_stride1]\n" + "fmla vV22A.4s, vU44A.4s, vW33A.4s\n" + "ldr qU22B, [uptr1, u_col_stride1]\n" + "fmla vV21A.4s, vU43A.4s, vW33A.4s\n" + "ldr qW21B, [wptr1], #0x10\n" + "fmla vV22A.4s, vU43A.4s, vW32A.4s\n" + "ldr qU34B, [uptr2, u_col_stride3]\n" + "fmla vV21A.4s, vU42A.4s, vW32A.4s\n" + "ldr qW33B, [wptr2, w_col_stride2]\n" + "fmla vV22A.4s, vU42A.4s, vW31A.4s\n" + "str qV22A, [vptr1, %x[v_col_stride]]\n" + "fmla vV11A.4s, vU11A.4s, vW11A.4s\n" + "ldr qU33B, [uptr2, u_col_stride2]\n" + "fmla vV11A.4s, vU21A.4s, vW21A.4s\n" + "ldr qW32B, [wptr2, w_col_stride1]\n" + "fmla vV21A.4s, vU21A.4s, vW11A.4s\n" + "ldr qU32B, [uptr2, u_col_stride1]\n" + "fmla vV11A.4s, vU31A.4s, vW31A.4s\n" + "str qV11A, [%x[vptr0]], #0x10\n" + "fmla vV21A.4s, vU31A.4s, vW21A.4s\n" + "ldr qW31B, [wptr2], #0x10\n" + "fmla vV21A.4s, vU41A.4s, vW31A.4s\n" + "str qV21A, [vptr1], #0x10\n" + + "fmul vV12B.4s, vU14B.4s, vW13B.4s\n" + "fmul vV11B.4s, vU13B.4s, vW13B.4s\n" + "fmla vV12B.4s, vU13B.4s, vW12B.4s\n" + "fmla vV11B.4s, vU12B.4s, vW12B.4s\n" + "fmla vV12B.4s, vU12B.4s, vW11B.4s\n" + "fmla vV12B.4s, vU24B.4s, vW23B.4s\n" + "fmul vV22B.4s, vU24B.4s, vW13B.4s\n" + "fmla vV11B.4s, vU23B.4s, vW23B.4s\n" + "ldr qU44B, [uptr3, u_col_stride3]\n" + "fmla vV12B.4s, vU23B.4s, vW22B.4s\n" + "ldr qU43B, [uptr3, u_col_stride2]\n" + "fmul vV21B.4s, vU23B.4s, vW13B.4s\n" + "ldr qU42B, [uptr3, u_col_stride1]\n" + "fmla vV22B.4s, vU23B.4s, vW12B.4s\n" + "ldr qU11B, [%x[uptr0]], #0x10\n" + "fmla vV11B.4s, vU22B.4s, vW22B.4s\n" + "ldr qU21B, [uptr1], #0x10\n" + "fmla vV12B.4s, vU22B.4s, vW21B.4s\n" + "ldr qU31B, [uptr2], #0x10\n" + "fmla vV21B.4s, vU22B.4s, vW12B.4s\n" + "ldr qU41B, [uptr3], #0x10\n" + "fmla vV22B.4s, vU22B.4s, vW11B.4s\n" + "fmla vV12B.4s, vU34B.4s, vW33B.4s\n" + "fmla vV22B.4s, vU34B.4s, vW23B.4s\n" + "fmla vV11B.4s, vU33B.4s, vW33B.4s\n" + "fmla vV12B.4s, vU33B.4s, vW32B.4s\n" + "fmla vV21B.4s, vU33B.4s, vW23B.4s\n" + "fmla vV22B.4s, vU33B.4s, vW22B.4s\n" + "fmla vV11B.4s, vU32B.4s, vW32B.4s\n" + "fmla vV12B.4s, vU32B.4s, vW31B.4s\n" + "str qV12B, [%x[vptr0], %x[v_col_stride]]\n" + "fmla vV21B.4s, vU32B.4s, vW22B.4s\n" + "fmla vV22B.4s, vU32B.4s, vW21B.4s\n" + "fmla vV22B.4s, vU44B.4s, vW33B.4s\n" + "fmla vV21B.4s, vU43B.4s, vW33B.4s\n" + "fmla vV22B.4s, vU43B.4s, vW32B.4s\n" + "fmla vV21B.4s, vU42B.4s, vW32B.4s\n" + "fmla vV22B.4s, vU42B.4s, vW31B.4s\n" + "str qV22B, [vptr1, %x[v_col_stride]]\n" + "fmla vV11B.4s, vU11B.4s, vW11B.4s\n" + "fmla vV11B.4s, vU21B.4s, vW21B.4s\n" + "fmla vV21B.4s, vU21B.4s, vW11B.4s\n" + "fmla vV11B.4s, vU31B.4s, vW31B.4s\n" + "str qV11B, [%x[vptr0]], #0x10\n" + "fmla vV21B.4s, vU31B.4s, vW21B.4s\n" + "fmla vV21B.4s, vU41B.4s, vW31B.4s\n" + "str qV21B, [vptr1], #0x10\n" + "b 5f\n" + + "4:" // Odd number of iterations + "fmul vV11A.4s, vU13A.4s, vW13A.4s\n" + "fmla vV12A.4s, vU13A.4s, vW12A.4s\n" + "fmla vV11A.4s, vU12A.4s, vW12A.4s\n" + "fmla vV12A.4s, vU12A.4s, vW11A.4s\n" + "fmla vV12A.4s, vU24A.4s, vW23A.4s\n" + "fmul vV22A.4s, vU24A.4s, vW13A.4s\n" + "fmla vV11A.4s, vU23A.4s, vW23A.4s\n" + "ldr qU44A, [uptr3, u_col_stride3]\n" + "fmla vV12A.4s, vU23A.4s, vW22A.4s\n" + "ldr qU43A, [uptr3, u_col_stride2]\n" + "fmul vV21A.4s, vU23A.4s, vW13A.4s\n" + "ldr qU42A, [uptr3, u_col_stride1]\n" + "fmla vV22A.4s, vU23A.4s, vW12A.4s\n" + "ldr qU11A, [%x[uptr0]], #0x10\n" + "fmla vV11A.4s, vU22A.4s, vW22A.4s\n" + "ldr qU21A, [uptr1], #0x10\n" + "fmla vV12A.4s, vU22A.4s, vW21A.4s\n" + "ldr qU31A, [uptr2], #0x10\n" + "fmla vV21A.4s, vU22A.4s, vW12A.4s\n" + "ldr qU41A, [uptr3], #0x10\n" + "fmla vV22A.4s, vU22A.4s, vW11A.4s\n" + "fmla vV12A.4s, vU34A.4s, vW33A.4s\n" + "fmla vV22A.4s, vU34A.4s, vW23A.4s\n" + "fmla vV11A.4s, vU33A.4s, vW33A.4s\n" + "fmla vV12A.4s, vU33A.4s, vW32A.4s\n" + "fmla vV21A.4s, vU33A.4s, vW23A.4s\n" + "fmla vV22A.4s, vU33A.4s, vW22A.4s\n" + "fmla vV11A.4s, vU32A.4s, vW32A.4s\n" + "fmla vV12A.4s, vU32A.4s, vW31A.4s\n" + "str qV12A, [%x[vptr0], %x[v_col_stride]]\n" + "fmla vV21A.4s, vU32A.4s, vW22A.4s\n" + "fmla vV22A.4s, vU32A.4s, vW21A.4s\n" + "fmla vV22A.4s, vU44A.4s, vW33A.4s\n" + "fmla vV21A.4s, vU43A.4s, vW33A.4s\n" + "fmla vV22A.4s, vU43A.4s, vW32A.4s\n" + "fmla vV21A.4s, vU42A.4s, vW32A.4s\n" + "fmla vV22A.4s, vU42A.4s, vW31A.4s\n" + "str qV22A, [vptr1, %x[v_col_stride]]\n" + "fmla vV11A.4s, vU11A.4s, vW11A.4s\n" + "fmla vV11A.4s, vU21A.4s, vW21A.4s\n" + "fmla vV21A.4s, vU21A.4s, vW11A.4s\n" + "fmla vV11A.4s, vU31A.4s, vW31A.4s\n" + "str qV11A, [%x[vptr0]], #0x10\n" + "fmla vV21A.4s, vU31A.4s, vW21A.4s\n" + "fmla vV21A.4s, vU41A.4s, vW31A.4s\n" + "str qV21A, [vptr1], #0x10\n" + + "5:" // End of method + + ".unreq qW11B\n" ".unreq qW33A\n" ".unreq qU32B\n" + ".unreq qU44B\n" ".unreq qW21A\n" ".unreq qU21B\n" ".unreq qU32A\n" + ".unreq qU43A\n" ".unreq qV21B\n" + ".unreq qU24A\n" ".unreq qU44A\n" ".unreq qU33B\n" + ".unreq qU31A\n" ".unreq qV12B\n" ".unreq qU23A\n" + ".unreq qW31B\n" ".unreq qV22A\n" ".unreq qV12A\n" ".unreq qW21B\n" + ".unreq qU22B\n" ".unreq qU34A\n" ".unreq qU13B\n" ".unreq qU13A\n" + ".unreq qU34B\n" ".unreq qU22A\n" ".unreq qU24B\n" ".unreq qU31B\n" + ".unreq qW12B\n" ".unreq qW13A\n" ".unreq qV21A\n" ".unreq qV11B\n" + ".unreq qW32A\n" ".unreq qW32B\n" ".unreq qW31A\n" ".unreq qV22B\n" + ".unreq qW11A\n" ".unreq qW13B\n" ".unreq qU14A\n" + ".unreq qU33A\n" ".unreq qW33B\n" ".unreq qW22A\n" ".unreq qU23B\n" + ".unreq qU12A\n" ".unreq qU42A\n" ".unreq qU41A\n" ".unreq qU42B\n" + ".unreq qW23A\n" ".unreq qW23B\n" ".unreq qU43B\n" ".unreq qU11A\n" + ".unreq qU12B\n" ".unreq qW12A\n" ".unreq qU41B\n" ".unreq qV11A\n" + ".unreq qW22B\n" ".unreq qU11B\n" ".unreq qU14B\n" ".unreq qU21A\n" + ".unreq vW11B\n" ".unreq vW33A\n" ".unreq vU32B\n" + ".unreq vU44B\n" ".unreq vW21A\n" ".unreq vU21B\n" ".unreq vU32A\n" + ".unreq vU43A\n" ".unreq vV21B\n" + ".unreq vU24A\n" ".unreq vU44A\n" ".unreq vU33B\n" + ".unreq vU31A\n" ".unreq vV12B\n" ".unreq vU23A\n" + ".unreq vW31B\n" ".unreq vV22A\n" ".unreq vV12A\n" ".unreq vW21B\n" + ".unreq vU22B\n" ".unreq vU34A\n" ".unreq vU13B\n" ".unreq vU13A\n" + ".unreq vU34B\n" ".unreq vU22A\n" ".unreq vU24B\n" ".unreq vU31B\n" + ".unreq vW12B\n" ".unreq vW13A\n" ".unreq vV21A\n" ".unreq vV11B\n" + ".unreq vW32A\n" ".unreq vW32B\n" ".unreq vW31A\n" ".unreq vV22B\n" + ".unreq vW11A\n" ".unreq vW13B\n" ".unreq vU14A\n" + ".unreq vU33A\n" ".unreq vW33B\n" ".unreq vW22A\n" ".unreq vU23B\n" + ".unreq vU12A\n" ".unreq vU42A\n" ".unreq vU41A\n" ".unreq vU42B\n" + ".unreq vW23A\n" ".unreq vW23B\n" ".unreq vU43B\n" ".unreq vU11A\n" + ".unreq vU12B\n" ".unreq vW12A\n" ".unreq vU41B\n" ".unreq vV11A\n" + ".unreq vW22B\n" ".unreq vU11B\n" ".unreq vU14B\n" ".unreq vU21A\n" + ".unreq u_col_stride1\n" ".unreq u_col_stride2\n" + ".unreq u_col_stride3\n" + ".unreq uptr1\n" ".unreq uptr2\n" ".unreq uptr3\n" + ".unreq wptr1\n" ".unreq wptr2\n" ".unreq vptr1\n" + ".unreq w_col_stride1\n" ".unreq w_col_stride2\n" + + : [uptr0] "+r" (uptr0), [vptr0] "+r" (vptr0), [wptr0] "+r" (wptr0), + [iters] "+r" (n_iters) + : [u_row_stride] "r" (in_row_stride * sizeof(float)), + [u_col_stride] "r" (in_col_stride * sizeof(float)), + [v_row_stride] "r" (out_row_stride * sizeof(float)), + [v_col_stride] "r" (out_col_stride * sizeof(float)), + [w_row_stride] "r" (weight_row_stride * sizeof(float)), + [w_col_stride] "r" (weight_col_stride * sizeof(float)), + [odd_tail] "r" (odd_tail) + : "x0", "x1", "x2", "x3", "x4", "x5", "x6", "x7", "x8", "cc", + "v0", "v1", "v2", "v3", "v4", "v5", "v6", "v7", "v8", "v9", "v10", + "v11", "v12", "v13", "v14", "v15", "v16", "v17", "v18", "v19", "v20", + "v21", "v22", "v23", "v24", "v25", "v26", "v27", "v28", "v29", "memory" + ); + } + + if (channels_remaining) + { + // Fall back on the unoptimised version to clean up the tail + ConvImpl::process_tile<false>( + channels_remaining, + wptr0, weight_row_stride, weight_col_stride, + uptr0, in_row_stride, in_col_stride, + vptr0, out_row_stride, out_col_stride, + 0, 0, 0, 0, 0, 0 + ); + } +} + +#endif // __aarch64__ + +template <> +const Conv::TileFn Conv::tilefn_unpadded = ConvImpl::template process_tile<true, 0, 0, 0, 0, 0, 0>; + +template <> +const Conv::TileFn Conv::tilefn_top[n_in_pad_top_fns] = { + ConvImpl::template process_tile<true, 1, 0, 0, 0, 0, 0>, +}; + +template <> +const Conv::TileFn Conv::tilefn_left[n_in_pad_left_fns] = { + ConvImpl::template process_tile<true, 0, 1, 0, 0, 0, 0>, +}; + +template <> +const Conv::TileFn Conv::tilefn_bottom[n_in_pad_bottom_fns][n_out_pad_bottom_fns] = { + { + ConvImpl::template process_tile<true, 0, 0, 0, 0, 0, 0>, + ConvImpl::template process_tile<true, 0, 0, 0, 0, 1, 0>, + }, + { + ConvImpl::template process_tile<true, 0, 0, 1, 0, 0, 0>, + ConvImpl::template process_tile<true, 0, 0, 1, 0, 1, 0>, + }, + { + ConvImpl::template process_tile<true, 0, 0, 2, 0, 0, 0>, + ConvImpl::template process_tile<true, 0, 0, 2, 0, 1, 0>, + }, + { + ConvImpl::template process_tile<true, 0, 0, 3, 0, 0, 0>, + ConvImpl::template process_tile<true, 0, 0, 3, 0, 1, 0>, + }, }; +template <> +const Conv::TileFn Conv::tilefn_right[n_in_pad_right_fns][n_out_pad_right_fns] = { + { + ConvImpl::template process_tile<true, 0, 0, 0, 0, 0, 0>, + ConvImpl::template process_tile<true, 0, 0, 0, 0, 0, 1>, + }, + { + ConvImpl::template process_tile<true, 0, 0, 0, 1, 0, 0>, + ConvImpl::template process_tile<true, 0, 0, 0, 1, 0, 1>, + }, + { + ConvImpl::template process_tile<true, 0, 0, 0, 2, 0, 0>, + ConvImpl::template process_tile<true, 0, 0, 0, 2, 0, 1>, + }, + { + ConvImpl::template process_tile<true, 0, 0, 0, 3, 0, 0>, + ConvImpl::template process_tile<true, 0, 0, 0, 3, 0, 1>, + }, +}; + +template <> +const Conv::TileFn Conv::tilefn_generic = ConvImpl::template process_tile<false>; 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 index 0ec5a77475..dba2330507 100644 --- 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 @@ -29,1067 +29,70 @@ 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 +const Conv::TileFn Conv::tilefn_unpadded = ConvImpl::template process_tile<true, 0, 0, 0, 0, 0, 0>; + +template <> +const Conv::TileFn Conv::tilefn_top[n_in_pad_top_fns] = { + ConvImpl::template process_tile<true, 0, 0, 0, 0, 0, 0>, + ConvImpl::template process_tile<true, 1, 0, 0, 0, 0, 0>, +}; + +template <> +const Conv::TileFn Conv::tilefn_left[n_in_pad_left_fns] = { + ConvImpl::template process_tile<true, 0, 0, 0, 0, 0, 0>, + ConvImpl::template process_tile<true, 0, 1, 0, 0, 0, 0>, +}; + +template <> +const Conv::TileFn Conv::tilefn_bottom[n_in_pad_bottom_fns][n_out_pad_bottom_fns] = { + { + ConvImpl::template process_tile<true, 0, 0, 0, 0, 0, 0>, + ConvImpl::template process_tile<true, 0, 0, 0, 0, 1, 0>, + }, + { + ConvImpl::template process_tile<true, 0, 0, 1, 0, 0, 0>, + ConvImpl::template process_tile<true, 0, 0, 1, 0, 1, 0>, + }, + { + ConvImpl::template process_tile<true, 0, 0, 2, 0, 0, 0>, + ConvImpl::template process_tile<true, 0, 0, 2, 0, 1, 0>, + }, + { + ConvImpl::template process_tile<true, 0, 0, 3, 0, 0, 0>, + ConvImpl::template process_tile<true, 0, 0, 3, 0, 1, 0>, + }, + { + ConvImpl::template process_tile<true, 0, 0, 4, 0, 0, 0>, + ConvImpl::template process_tile<true, 0, 0, 4, 0, 1, 0>, + }, +}; + +template <> +const Conv::TileFn Conv::tilefn_right[n_in_pad_right_fns][n_out_pad_right_fns] = { + { + ConvImpl::template process_tile<true, 0, 0, 0, 0, 0, 0>, + ConvImpl::template process_tile<true, 0, 0, 0, 0, 0, 1>, + }, + { + ConvImpl::template process_tile<true, 0, 0, 0, 1, 0, 0>, + ConvImpl::template process_tile<true, 0, 0, 0, 1, 0, 1>, + }, + { + ConvImpl::template process_tile<true, 0, 0, 0, 2, 0, 0>, + ConvImpl::template process_tile<true, 0, 0, 0, 2, 0, 1>, + }, + { + ConvImpl::template process_tile<true, 0, 0, 0, 3, 0, 0>, + ConvImpl::template process_tile<true, 0, 0, 0, 3, 0, 1>, + }, + { + ConvImpl::template process_tile<true, 0, 0, 0, 4, 0, 0>, + ConvImpl::template process_tile<true, 0, 0, 0, 4, 0, 1>, + }, }; +template <> +const Conv::TileFn Conv::tilefn_generic = ConvImpl::template process_tile<false>; 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 index dc3c383f99..b946e5d19e 100644 --- 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 @@ -28,1148 +28,928 @@ namespace depthwise using Conv = DepthwiseConvolution<3, 3, 3, 3, 1, 1, float, float>; using ConvImpl = DepthwiseConvolutionImpl<3, 3, 3, 3, 1, 1, float, float>; +#ifdef __aarch64__ + +template <> 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 +void ConvImpl::process_tile<true, 0, 0, 0, 0, 0, 0>( + const int n_channels, + const float* const weights, + const int weight_row_stride, + const int weight_col_stride, + const float* const inptr, + const int in_row_stride, + const int in_col_stride, + float* const outptr, + const int out_row_stride, + const int out_col_stride, + const int, const int, const int, const int, const int, const int +) +{ + // Copy pointers + const float *uptr0 = inptr; + const float *wptr0 = weights; + float *vptr0 = outptr; + + int channels_remaining = n_channels; + if (channels_remaining >= 4) + { + // Process blocks of 4 channels at a time + int n_iters = ((channels_remaining / 4) + 1)/2 - 1; + const bool odd_tail = (channels_remaining / 4) & 1; + channels_remaining %= 4; + + asm volatile ( + "qU22B .req q0\n" "qU23B .req q0\n" "qW22A .req q0\n" + "vU22B .req v0\n" "vU23B .req v0\n" "vW22A .req v0\n" + "qV12A .req q1\n" "qW11B .req q1\n" + "vV12A .req v1\n" "vW11B .req v1\n" + "qU41A .req q2\n" "qU32B .req q2\n" "qU33A .req q2\n" "qV13B .req q2\n" + "vU41A .req v2\n" "vU32B .req v2\n" "vU33A .req v2\n" "vV13B .req v2\n" + "qU42B .req q3\n" "qU13B .req q3\n" "qU44B .req q3\n" "qU55A .req q3\n" + "vU42B .req v3\n" "vU13B .req v3\n" "vU44B .req v3\n" "vU55A .req v3\n" + "qU34B .req q4\n" "qU15A .req q4\n" "qU42A .req q4\n" "qU44A .req q4\n" "qU12B .req q4\n" + "vU34B .req v4\n" "vU15A .req v4\n" "vU42A .req v4\n" "vU44A .req v4\n" "vU12B .req v4\n" + "qU33B .req q5\n" "qU52A .req q5\n" "qW23A .req q5\n" + "vU33B .req v5\n" "vU52A .req v5\n" "vW23A .req v5\n" + "qV31A .req q6\n" "qU13A .req q6\n" "qV12B .req q6\n" + "vV31A .req v6\n" "vU13A .req v6\n" "vV12B .req v6\n" + "qU35B .req q7\n" "qU51B .req q7\n" "qV11A .req q7\n" "qU53B .req q7\n" + "vU35B .req v7\n" "vU51B .req v7\n" "vV11A .req v7\n" "vU53B .req v7\n" + "qW21A .req q8\n" "qV22B .req q8\n" + "vW21A .req v8\n" "vV22B .req v8\n" + "qV33B .req q9\n" "qU14A .req q9\n" "qV23A .req q9\n" "qU25B .req q9\n" + "vV33B .req v9\n" "vU14A .req v9\n" "vV23A .req v9\n" "vU25B .req v9\n" + "qW21B .req q10\n" "qV32A .req q10\n" "qU35A .req q10\n" + "vW21B .req v10\n" "vV32A .req v10\n" "vU35A .req v10\n" + "qV11B .req q11\n" "qU15B .req q11\n" "qV33A .req q11\n" + "vV11B .req v11\n" "vU15B .req v11\n" "vV33A .req v11\n" + "qU11B .req q12\n" "qW23B .req q12\n" "qU45A .req q12\n" + "vU11B .req v12\n" "vW23B .req v12\n" "vU45A .req v12\n" + "qW11A .req q13\n" "qU45B .req q13\n" "qU52B .req q13\n" + "vW11A .req v13\n" "vU45B .req v13\n" "vU52B .req v13\n" + "qU55B .req q14\n" "qU25A .req q14\n" "qV21A .req q14\n" + "vU55B .req v14\n" "vU25A .req v14\n" "vV21A .req v14\n" + "qU53A .req q15\n" "qV21B .req q15\n" "qU31A .req q15\n" + "vU53A .req v15\n" "vV21B .req v15\n" "vU31A .req v15\n" + "qW13B .req q16\n" "qU23A .req q16\n" + "vW13B .req v16\n" "vU23A .req v16\n" + "qW33B .req q17\n" "qW33A .req q17\n" + "vW33B .req v17\n" "vW33A .req v17\n" + "qU24B .req q18\n" "qU32A .req q18\n" "qV31B .req q18\n" "qV13A .req q18\n" + "vU24B .req v18\n" "vU32A .req v18\n" "vV31B .req v18\n" "vV13A .req v18\n" + "qU31B .req q19\n" "qU11A .req q19\n" "qU54B .req q19\n" "qU43A .req q19\n" + "vU31B .req v19\n" "vU11A .req v19\n" "vU54B .req v19\n" "vU43A .req v19\n" + "qU24A .req q20\n" "qW12B .req q20\n" "qU54A .req q20\n" + "vU24A .req v20\n" "vW12B .req v20\n" "vU54A .req v20\n" + "qV23B .req q21\n" "qW12A .req q21\n" + "vV23B .req v21\n" "vW12A .req v21\n" + "qW32A .req q22\n" "qU43B .req q22\n" + "vW32A .req v22\n" "vU43B .req v22\n" + "qW31A .req q23\n" "qV32B .req q23\n" + "vW31A .req v23\n" "vV32B .req v23\n" + "qU22A .req q24\n" "qW31B .req q24\n" + "vU22A .req v24\n" "vW31B .req v24\n" + "qU21B .req q25\n" "qV22A .req q25\n" + "vU21B .req v25\n" "vV22A .req v25\n" + "qU34A .req q26\n" "qW22B .req q26\n" "qU12A .req q26\n" + "vU34A .req v26\n" "vW22B .req v26\n" "vU12A .req v26\n" + "qW13A .req q27\n" "qU51A .req q27\n" + "vW13A .req v27\n" "vU51A .req v27\n" + "qW32B .req q28\n" + "vW32B .req v28\n" + "qU41B .req q29\n" "qU14B .req q29\n" + "vU41B .req v29\n" "vU14B .req v29\n" + "qU21A .req q30\n" + "vU21A .req v30\n" + + "uptr1 .req x0\n" + "uptr2 .req x1\n" + "uptr3 .req x2\n" + "uptr4 .req x3\n" + + "u_col_stride1 .req %x[u_col_stride]\n" + "u_col_stride2 .req x4\n" + "u_col_stride3 .req x5\n" + "u_col_stride4 .req x6\n" + + "wptr1 .req x7\n" + "wptr2 .req x8\n" + "w_col_stride1 .req %x[w_col_stride]\n" + "w_col_stride2 .req x9\n" + + "vptr1 .req x10\n" + "vptr2 .req x11\n" + "v_col_stride1 .req %x[v_col_stride]\n" + "v_col_stride2 .req x12\n" + + // Prepare strides and pointers + "add uptr1, %x[uptr0], %x[u_row_stride]\n" + "add uptr2, uptr1 , %x[u_row_stride]\n" + "add uptr3, uptr2 , %x[u_row_stride]\n" + "add uptr4, uptr3 , %x[u_row_stride]\n" + "add u_col_stride2, u_col_stride1, u_col_stride1\n" + "add u_col_stride3, u_col_stride2, u_col_stride1\n" + "add u_col_stride4, u_col_stride3, u_col_stride1\n" + + "add wptr1, %x[wptr0], %x[w_row_stride]\n" + "add wptr2, wptr1 , %x[w_row_stride]\n" + "add w_col_stride2, w_col_stride1, w_col_stride1\n" + + "add vptr1, %x[vptr0], %x[v_row_stride]\n" + "add vptr2, vptr1 , %x[v_row_stride]\n" + "add v_col_stride2, v_col_stride1, v_col_stride1\n" + + // Pre-load for A + "ldr qW13A, [%x[wptr0], w_col_stride2]\n" + "ldr qW23A, [wptr1, w_col_stride2]\n" + "ldr qW33A, [wptr2, w_col_stride2]\n" + "ldr qW12A, [%x[wptr0], w_col_stride1]\n" + "ldr qU15A, [%x[uptr0], u_col_stride4]\n" + "ldr qW22A, [wptr1, w_col_stride1]\n" + "ldr qU14A, [%x[uptr0], u_col_stride3]\n" + "ldr qW32A, [wptr2, w_col_stride1]\n" + "ldr qU13A, [%x[uptr0], u_col_stride2]\n" + "ldr qU25A, [uptr1, u_col_stride4]\n" + "ldr qU24A, [uptr1, u_col_stride3]\n" + "ldr qW11A, [%x[wptr0]], #0x10\n" + "ldr qU23A, [uptr1, u_col_stride2]\n" + "ldr qW21A, [wptr1], #0x10\n" + "ldr qW31A, [wptr2], #0x10\n" + "ldr qU34A, [uptr2, u_col_stride3]\n" + "ldr qU35A, [uptr2, u_col_stride4]\n" + + // First part of A + "fmul vV13A.4s, vU15A.4s, vW13A.4s\n" + "ldr qU33A, [uptr2, u_col_stride2]\n" + "fmul vV12A.4s, vU14A.4s, vW13A.4s\n" + "cbz %x[n_iters], 2f\n" // Jump to tail if not looping + + "1:" // Main loop, double unrolled + // A Part + "fmla vV13A.4s, vU14A.4s, vW12A.4s\n" + "ldr qU45A, [uptr3, u_col_stride4]\n" + "fmul vV11A.4s, vU13A.4s, vW13A.4s\n" + "fmla vV12A.4s, vU13A.4s, vW12A.4s\n" + "fmla vV13A.4s, vU13A.4s, vW11A.4s\n" + "ldr qU44A, [uptr3, u_col_stride3]\n" + "fmla vV13A.4s, vU25A.4s, vW23A.4s\n" + "fmul vV23A.4s, vU25A.4s, vW13A.4s\n" + "ldr qU43A, [uptr3, u_col_stride2]\n" + "fmla vV12A.4s, vU24A.4s, vW23A.4s\n" + "fmla vV13A.4s, vU24A.4s, vW22A.4s\n" + "fmul vV22A.4s, vU24A.4s, vW13A.4s\n" + "fmla vV23A.4s, vU24A.4s, vW12A.4s\n" + "ldr qU55A, [uptr4, u_col_stride4]\n" + "fmla vV11A.4s, vU23A.4s, vW23A.4s\n" + "fmla vV12A.4s, vU23A.4s, vW22A.4s\n" + "fmla vV13A.4s, vU23A.4s, vW21A.4s\n" + "fmul vV21A.4s, vU23A.4s, vW13A.4s\n" + "fmla vV22A.4s, vU23A.4s, vW12A.4s\n" + "fmla vV23A.4s, vU23A.4s, vW11A.4s\n" + "ldr qU54A, [uptr4, u_col_stride3]\n" + "fmla vV13A.4s, vU35A.4s, vW33A.4s\n" + "fmla vV23A.4s, vU35A.4s, vW23A.4s\n" + "fmul vV33A.4s, vU35A.4s, vW13A.4s\n" + "ldr qU53A, [uptr4, u_col_stride2]\n" + "fmla vV12A.4s, vU34A.4s, vW33A.4s\n" + "fmla vV13A.4s, vU34A.4s, vW32A.4s\n" + "fmla vV22A.4s, vU34A.4s, vW23A.4s\n" + "fmla vV23A.4s, vU34A.4s, vW22A.4s\n" + "fmul vV32A.4s, vU34A.4s, vW13A.4s\n" + "fmla vV33A.4s, vU34A.4s, vW12A.4s\n" + "ldr qU12A, [%x[uptr0], u_col_stride1]\n" + "fmla vV11A.4s, vU33A.4s, vW33A.4s\n" + "fmla vV12A.4s, vU33A.4s, vW32A.4s\n" + "fmla vV13A.4s, vU33A.4s, vW31A.4s\n" + "str qV13A, [%x[vptr0], v_col_stride2]\n" + "fmla vV21A.4s, vU33A.4s, vW23A.4s\n" + "fmla vV22A.4s, vU33A.4s, vW22A.4s\n" + "fmla vV23A.4s, vU33A.4s, vW21A.4s\n" + "fmul vV31A.4s, vU33A.4s, vW13A.4s\n" + "ldr qW13B, [%x[wptr0], w_col_stride2]\n" + "fmla vV32A.4s, vU33A.4s, vW12A.4s\n" + "fmla vV33A.4s, vU33A.4s, vW11A.4s\n" + "ldr qU22A, [uptr1, u_col_stride1]\n" + "fmla vV23A.4s, vU45A.4s, vW33A.4s\n" + "fmla vV33A.4s, vU45A.4s, vW23A.4s\n" + "ldr qU32A, [uptr2, u_col_stride1]\n" + "fmla vV22A.4s, vU44A.4s, vW33A.4s\n" + "fmla vV23A.4s, vU44A.4s, vW32A.4s\n" + "fmla vV32A.4s, vU44A.4s, vW23A.4s\n" + "fmla vV33A.4s, vU44A.4s, vW22A.4s\n" + "ldr qU42A, [uptr3, u_col_stride1]\n" + "fmla vV21A.4s, vU43A.4s, vW33A.4s\n" + "fmla vV22A.4s, vU43A.4s, vW32A.4s\n" + "fmla vV23A.4s, vU43A.4s, vW31A.4s\n" + "str qV23A, [vptr1, v_col_stride2]\n" + "fmla vV31A.4s, vU43A.4s, vW23A.4s\n" + "ldr qW23B, [wptr1, w_col_stride2]\n" + "fmla vV32A.4s, vU43A.4s, vW22A.4s\n" + "fmla vV33A.4s, vU43A.4s, vW21A.4s\n" + "ldr qU52A, [uptr4, u_col_stride1]\n" + "fmla vV33A.4s, vU55A.4s, vW33A.4s\n" + "ldr qU11A, [%x[uptr0]], #0x10\n" + "fmla vV32A.4s, vU54A.4s, vW33A.4s\n" + "fmla vV33A.4s, vU54A.4s, vW32A.4s\n" + "ldr qU21A, [uptr1], #0x10\n" + "fmla vV31A.4s, vU53A.4s, vW33A.4s\n" + "ldr qW33B, [wptr2, w_col_stride2]\n" + "fmla vV32A.4s, vU53A.4s, vW32A.4s\n" + "fmla vV33A.4s, vU53A.4s, vW31A.4s\n" + "str qV33A, [vptr2, v_col_stride2]\n" + "fmla vV11A.4s, vU12A.4s, vW12A.4s\n" + "ldr qU31A, [uptr2], #0x10\n" + "fmla vV12A.4s, vU12A.4s, vW11A.4s\n" + "ldr qU41A, [uptr3], #0x10\n" + "fmla vV11A.4s, vU22A.4s, vW22A.4s\n" + "ldr qU51A, [uptr4], #0x10\n" + "fmla vV12A.4s, vU22A.4s, vW21A.4s\n" + "ldr qW12B, [%x[wptr0], w_col_stride1]\n" + "fmla vV21A.4s, vU22A.4s, vW12A.4s\n" + "ldr qU15B, [%x[uptr0], u_col_stride4]\n" + "fmla vV22A.4s, vU22A.4s, vW11A.4s\n" + "ldr qW22B, [wptr1, w_col_stride1]\n" + "fmla vV11A.4s, vU32A.4s, vW32A.4s\n" + "ldr qU14B, [%x[uptr0], u_col_stride3]\n" + "fmla vV12A.4s, vU32A.4s, vW31A.4s\n" + "str qV12A, [%x[vptr0], v_col_stride1]\n" + "fmla vV21A.4s, vU32A.4s, vW22A.4s\n" + "ldr qW32B, [wptr2, w_col_stride1]\n" + "fmla vV22A.4s, vU32A.4s, vW21A.4s\n" + "ldr qU13B, [%x[uptr0], u_col_stride2]\n" + "fmla vV31A.4s, vU32A.4s, vW12A.4s\n" + "ldr qU25B, [uptr1, u_col_stride4]\n" + "fmla vV32A.4s, vU32A.4s, vW11A.4s\n" + "ldr qU24B, [uptr1, u_col_stride3]\n" + "fmla vV21A.4s, vU42A.4s, vW32A.4s\n" + "fmla vV22A.4s, vU42A.4s, vW31A.4s\n" + "str qV22A, [vptr1, v_col_stride1]\n" + "fmla vV31A.4s, vU42A.4s, vW22A.4s\n" + "fmla vV32A.4s, vU42A.4s, vW21A.4s\n" + "fmla vV31A.4s, vU52A.4s, vW32A.4s\n" + "fmla vV32A.4s, vU52A.4s, vW31A.4s\n" + "str qV32A, [vptr2, v_col_stride1]\n" + "fmla vV11A.4s, vU11A.4s, vW11A.4s\n" + "ldr qW11B, [%x[wptr0]], #0x10\n" + "fmla vV11A.4s, vU21A.4s, vW21A.4s\n" + "ldr qU23B, [uptr1, u_col_stride2]\n" + "fmla vV21A.4s, vU21A.4s, vW11A.4s\n" + "ldr qW21B, [wptr1], #0x10\n" + "fmla vV11A.4s, vU31A.4s, vW31A.4s\n" + "str qV11A, [%x[vptr0]], #0x10\n" + "fmla vV21A.4s, vU31A.4s, vW21A.4s\n" + "ldr qW31B, [wptr2], #0x10\n" + "fmla vV31A.4s, vU31A.4s, vW11A.4s\n" + "ldr qU34B, [uptr2, u_col_stride3]\n" + "fmla vV21A.4s, vU41A.4s, vW31A.4s\n" + "str qV21A, [vptr1], #0x10\n" + "fmla vV31A.4s, vU41A.4s, vW21A.4s\n" + "ldr qU35B, [uptr2, u_col_stride4]\n" + "fmla vV31A.4s, vU51A.4s, vW31A.4s\n" + "str qV31A, [vptr2], #0x10\n" + + // B Part + "fmul vV13B.4s, vU15B.4s, vW13B.4s\n" + "ldr qU33B, [uptr2, u_col_stride2]\n" + "fmul vV12B.4s, vU14B.4s, vW13B.4s\n" + "fmla vV13B.4s, vU14B.4s, vW12B.4s\n" + "ldr qU45B, [uptr3, u_col_stride4]\n" + "fmul vV11B.4s, vU13B.4s, vW13B.4s\n" + "fmla vV12B.4s, vU13B.4s, vW12B.4s\n" + "fmla vV13B.4s, vU13B.4s, vW11B.4s\n" + "ldr qU44B, [uptr3, u_col_stride3]\n" + "fmla vV13B.4s, vU25B.4s, vW23B.4s\n" + "fmul vV23B.4s, vU25B.4s, vW13B.4s\n" + "ldr qU43B, [uptr3, u_col_stride2]\n" + "fmla vV12B.4s, vU24B.4s, vW23B.4s\n" + "fmla vV13B.4s, vU24B.4s, vW22B.4s\n" + "fmul vV22B.4s, vU24B.4s, vW13B.4s\n" + "fmla vV23B.4s, vU24B.4s, vW12B.4s\n" + "ldr qU55B, [uptr4, u_col_stride4]\n" + "fmla vV11B.4s, vU23B.4s, vW23B.4s\n" + "fmla vV12B.4s, vU23B.4s, vW22B.4s\n" + "fmla vV13B.4s, vU23B.4s, vW21B.4s\n" + "fmul vV21B.4s, vU23B.4s, vW13B.4s\n" + "fmla vV22B.4s, vU23B.4s, vW12B.4s\n" + "fmla vV23B.4s, vU23B.4s, vW11B.4s\n" + "ldr qU54B, [uptr4, u_col_stride3]\n" + "fmla vV13B.4s, vU35B.4s, vW33B.4s\n" + "fmla vV23B.4s, vU35B.4s, vW23B.4s\n" + "fmul vV33B.4s, vU35B.4s, vW13B.4s\n" + "ldr qU53B, [uptr4, u_col_stride2]\n" + "fmla vV12B.4s, vU34B.4s, vW33B.4s\n" + "fmla vV13B.4s, vU34B.4s, vW32B.4s\n" + "fmla vV22B.4s, vU34B.4s, vW23B.4s\n" + "fmla vV23B.4s, vU34B.4s, vW22B.4s\n" + "fmul vV32B.4s, vU34B.4s, vW13B.4s\n" + "fmla vV33B.4s, vU34B.4s, vW12B.4s\n" + "ldr qU12B, [%x[uptr0], u_col_stride1]\n" + "fmla vV11B.4s, vU33B.4s, vW33B.4s\n" + "fmla vV12B.4s, vU33B.4s, vW32B.4s\n" + "fmla vV13B.4s, vU33B.4s, vW31B.4s\n" + "str qV13B, [%x[vptr0], v_col_stride2]\n" + "fmla vV21B.4s, vU33B.4s, vW23B.4s\n" + "fmla vV22B.4s, vU33B.4s, vW22B.4s\n" + "fmla vV23B.4s, vU33B.4s, vW21B.4s\n" + "fmul vV31B.4s, vU33B.4s, vW13B.4s\n" + "ldr qW13A, [%x[wptr0], w_col_stride2]\n" + "fmla vV32B.4s, vU33B.4s, vW12B.4s\n" + "fmla vV33B.4s, vU33B.4s, vW11B.4s\n" + "ldr qU22B, [uptr1, u_col_stride1]\n" + "fmla vV23B.4s, vU45B.4s, vW33B.4s\n" + "fmla vV33B.4s, vU45B.4s, vW23B.4s\n" + "ldr qU32B, [uptr2, u_col_stride1]\n" + "fmla vV22B.4s, vU44B.4s, vW33B.4s\n" + "fmla vV23B.4s, vU44B.4s, vW32B.4s\n" + "fmla vV32B.4s, vU44B.4s, vW23B.4s\n" + "fmla vV33B.4s, vU44B.4s, vW22B.4s\n" + "ldr qU42B, [uptr3, u_col_stride1]\n" + "fmla vV21B.4s, vU43B.4s, vW33B.4s\n" + "fmla vV22B.4s, vU43B.4s, vW32B.4s\n" + "fmla vV23B.4s, vU43B.4s, vW31B.4s\n" + "str qV23B, [vptr1, v_col_stride2]\n" + "fmla vV31B.4s, vU43B.4s, vW23B.4s\n" + "ldr qW23A, [wptr1, w_col_stride2]\n" + "fmla vV32B.4s, vU43B.4s, vW22B.4s\n" + "fmla vV33B.4s, vU43B.4s, vW21B.4s\n" + "ldr qU52B, [uptr4, u_col_stride1]\n" + "fmla vV33B.4s, vU55B.4s, vW33B.4s\n" + "ldr qU11B, [%x[uptr0]], #0x10\n" + "fmla vV32B.4s, vU54B.4s, vW33B.4s\n" + "fmla vV33B.4s, vU54B.4s, vW32B.4s\n" + "ldr qU21B, [uptr1], #0x10\n" + "fmla vV31B.4s, vU53B.4s, vW33B.4s\n" + "ldr qW33A, [wptr2, w_col_stride2]\n" + "fmla vV32B.4s, vU53B.4s, vW32B.4s\n" + "fmla vV33B.4s, vU53B.4s, vW31B.4s\n" + "str qV33B, [vptr2, v_col_stride2]\n" + "fmla vV11B.4s, vU12B.4s, vW12B.4s\n" + "ldr qU31B, [uptr2], #0x10\n" + "fmla vV12B.4s, vU12B.4s, vW11B.4s\n" + "ldr qU41B, [uptr3], #0x10\n" + "fmla vV11B.4s, vU22B.4s, vW22B.4s\n" + "ldr qU51B, [uptr4], #0x10\n" + "fmla vV12B.4s, vU22B.4s, vW21B.4s\n" + "ldr qW12A, [%x[wptr0], w_col_stride1]\n" + "fmla vV21B.4s, vU22B.4s, vW12B.4s\n" + "ldr qU15A, [%x[uptr0], u_col_stride4]\n" + "fmla vV22B.4s, vU22B.4s, vW11B.4s\n" + "ldr qW22A, [wptr1, w_col_stride1]\n" + "fmla vV11B.4s, vU32B.4s, vW32B.4s\n" + "ldr qU14A, [%x[uptr0], u_col_stride3]\n" + "fmla vV12B.4s, vU32B.4s, vW31B.4s\n" + "str qV12B, [%x[vptr0], v_col_stride1]\n" + "fmla vV21B.4s, vU32B.4s, vW22B.4s\n" + "ldr qW32A, [wptr2, w_col_stride1]\n" + "fmla vV22B.4s, vU32B.4s, vW21B.4s\n" + "ldr qU13A, [%x[uptr0], u_col_stride2]\n" + "fmla vV31B.4s, vU32B.4s, vW12B.4s\n" + "ldr qU25A, [uptr1, u_col_stride4]\n" + "fmla vV32B.4s, vU32B.4s, vW11B.4s\n" + "ldr qU24A, [uptr1, u_col_stride3]\n" + "fmla vV21B.4s, vU42B.4s, vW32B.4s\n" + "fmla vV22B.4s, vU42B.4s, vW31B.4s\n" + "str qV22B, [vptr1, v_col_stride1]\n" + "fmla vV31B.4s, vU42B.4s, vW22B.4s\n" + "fmla vV32B.4s, vU42B.4s, vW21B.4s\n" + "fmla vV31B.4s, vU52B.4s, vW32B.4s\n" + "subs %x[n_iters], %x[n_iters], #1\n" + "fmla vV32B.4s, vU52B.4s, vW31B.4s\n" + "str qV32B, [vptr2, v_col_stride1]\n" + "fmla vV11B.4s, vU11B.4s, vW11B.4s\n" + "ldr qW11A, [%x[wptr0]], #0x10\n" + "fmla vV11B.4s, vU21B.4s, vW21B.4s\n" + "ldr qU23A, [uptr1, u_col_stride2]\n" + "fmla vV21B.4s, vU21B.4s, vW11B.4s\n" + "ldr qW21A, [wptr1], #0x10\n" + "fmla vV11B.4s, vU31B.4s, vW31B.4s\n" + "str qV11B, [%x[vptr0]], #0x10\n" + "fmla vV21B.4s, vU31B.4s, vW21B.4s\n" + "ldr qW31A, [wptr2], #0x10\n" + "fmla vV31B.4s, vU31B.4s, vW11B.4s\n" + "ldr qU34A, [uptr2, u_col_stride3]\n" + "fmla vV21B.4s, vU41B.4s, vW31B.4s\n" + "str qV21B, [vptr1], #0x10\n" + "fmla vV31B.4s, vU41B.4s, vW21B.4s\n" + "ldr qU35A, [uptr2, u_col_stride4]\n" + "fmla vV31B.4s, vU51B.4s, vW31B.4s\n" + "str qV31B, [vptr2], #0x10\n" + + // First part of A + "fmul vV13A.4s, vU15A.4s, vW13A.4s\n" + "ldr qU33A, [uptr2, u_col_stride2]\n" + "fmul vV12A.4s, vU14A.4s, vW13A.4s\n" + "bne 1b\n" // Loop + + "2:" // Tail dispatch + "cbnz %w[odd_tail], 3f\n" + + // Even tail + // A Part + "fmla vV13A.4s, vU14A.4s, vW12A.4s\n" + "ldr qU45A, [uptr3, u_col_stride4]\n" + "fmul vV11A.4s, vU13A.4s, vW13A.4s\n" + "fmla vV12A.4s, vU13A.4s, vW12A.4s\n" + "fmla vV13A.4s, vU13A.4s, vW11A.4s\n" + "ldr qU44A, [uptr3, u_col_stride3]\n" + "fmla vV13A.4s, vU25A.4s, vW23A.4s\n" + "fmul vV23A.4s, vU25A.4s, vW13A.4s\n" + "ldr qU43A, [uptr3, u_col_stride2]\n" + "fmla vV12A.4s, vU24A.4s, vW23A.4s\n" + "fmla vV13A.4s, vU24A.4s, vW22A.4s\n" + "fmul vV22A.4s, vU24A.4s, vW13A.4s\n" + "fmla vV23A.4s, vU24A.4s, vW12A.4s\n" + "ldr qU55A, [uptr4, u_col_stride4]\n" + "fmla vV11A.4s, vU23A.4s, vW23A.4s\n" + "fmla vV12A.4s, vU23A.4s, vW22A.4s\n" + "fmla vV13A.4s, vU23A.4s, vW21A.4s\n" + "fmul vV21A.4s, vU23A.4s, vW13A.4s\n" + "fmla vV22A.4s, vU23A.4s, vW12A.4s\n" + "fmla vV23A.4s, vU23A.4s, vW11A.4s\n" + "ldr qU54A, [uptr4, u_col_stride3]\n" + "fmla vV13A.4s, vU35A.4s, vW33A.4s\n" + "fmla vV23A.4s, vU35A.4s, vW23A.4s\n" + "fmul vV33A.4s, vU35A.4s, vW13A.4s\n" + "ldr qU53A, [uptr4, u_col_stride2]\n" + "fmla vV12A.4s, vU34A.4s, vW33A.4s\n" + "fmla vV13A.4s, vU34A.4s, vW32A.4s\n" + "fmla vV22A.4s, vU34A.4s, vW23A.4s\n" + "fmla vV23A.4s, vU34A.4s, vW22A.4s\n" + "fmul vV32A.4s, vU34A.4s, vW13A.4s\n" + "fmla vV33A.4s, vU34A.4s, vW12A.4s\n" + "ldr qU12A, [%x[uptr0], u_col_stride1]\n" + "fmla vV11A.4s, vU33A.4s, vW33A.4s\n" + "fmla vV12A.4s, vU33A.4s, vW32A.4s\n" + "fmla vV13A.4s, vU33A.4s, vW31A.4s\n" + "str qV13A, [%x[vptr0], v_col_stride2]\n" + "fmla vV21A.4s, vU33A.4s, vW23A.4s\n" + "fmla vV22A.4s, vU33A.4s, vW22A.4s\n" + "fmla vV23A.4s, vU33A.4s, vW21A.4s\n" + "fmul vV31A.4s, vU33A.4s, vW13A.4s\n" + "ldr qW13B, [%x[wptr0], w_col_stride2]\n" + "fmla vV32A.4s, vU33A.4s, vW12A.4s\n" + "fmla vV33A.4s, vU33A.4s, vW11A.4s\n" + "ldr qU22A, [uptr1, u_col_stride1]\n" + "fmla vV23A.4s, vU45A.4s, vW33A.4s\n" + "fmla vV33A.4s, vU45A.4s, vW23A.4s\n" + "ldr qU32A, [uptr2, u_col_stride1]\n" + "fmla vV22A.4s, vU44A.4s, vW33A.4s\n" + "fmla vV23A.4s, vU44A.4s, vW32A.4s\n" + "fmla vV32A.4s, vU44A.4s, vW23A.4s\n" + "fmla vV33A.4s, vU44A.4s, vW22A.4s\n" + "ldr qU42A, [uptr3, u_col_stride1]\n" + "fmla vV21A.4s, vU43A.4s, vW33A.4s\n" + "fmla vV22A.4s, vU43A.4s, vW32A.4s\n" + "fmla vV23A.4s, vU43A.4s, vW31A.4s\n" + "str qV23A, [vptr1, v_col_stride2]\n" + "fmla vV31A.4s, vU43A.4s, vW23A.4s\n" + "ldr qW23B, [wptr1, w_col_stride2]\n" + "fmla vV32A.4s, vU43A.4s, vW22A.4s\n" + "fmla vV33A.4s, vU43A.4s, vW21A.4s\n" + "ldr qU52A, [uptr4, u_col_stride1]\n" + "fmla vV33A.4s, vU55A.4s, vW33A.4s\n" + "ldr qU11A, [%x[uptr0]], #0x10\n" + "fmla vV32A.4s, vU54A.4s, vW33A.4s\n" + "fmla vV33A.4s, vU54A.4s, vW32A.4s\n" + "ldr qU21A, [uptr1], #0x10\n" + "fmla vV31A.4s, vU53A.4s, vW33A.4s\n" + "ldr qW33B, [wptr2, w_col_stride2]\n" + "fmla vV32A.4s, vU53A.4s, vW32A.4s\n" + "fmla vV33A.4s, vU53A.4s, vW31A.4s\n" + "str qV33A, [vptr2, v_col_stride2]\n" + "fmla vV11A.4s, vU12A.4s, vW12A.4s\n" + "ldr qU31A, [uptr2], #0x10\n" + "fmla vV12A.4s, vU12A.4s, vW11A.4s\n" + "ldr qU41A, [uptr3], #0x10\n" + "fmla vV11A.4s, vU22A.4s, vW22A.4s\n" + "ldr qU51A, [uptr4], #0x10\n" + "fmla vV12A.4s, vU22A.4s, vW21A.4s\n" + "ldr qW12B, [%x[wptr0], w_col_stride1]\n" + "fmla vV21A.4s, vU22A.4s, vW12A.4s\n" + "ldr qU15B, [%x[uptr0], u_col_stride4]\n" + "fmla vV22A.4s, vU22A.4s, vW11A.4s\n" + "ldr qW22B, [wptr1, w_col_stride1]\n" + "fmla vV11A.4s, vU32A.4s, vW32A.4s\n" + "ldr qU14B, [%x[uptr0], u_col_stride3]\n" + "fmla vV12A.4s, vU32A.4s, vW31A.4s\n" + "str qV12A, [%x[vptr0], v_col_stride1]\n" + "fmla vV21A.4s, vU32A.4s, vW22A.4s\n" + "ldr qW32B, [wptr2, w_col_stride1]\n" + "fmla vV22A.4s, vU32A.4s, vW21A.4s\n" + "ldr qU13B, [%x[uptr0], u_col_stride2]\n" + "fmla vV31A.4s, vU32A.4s, vW12A.4s\n" + "ldr qU25B, [uptr1, u_col_stride4]\n" + "fmla vV32A.4s, vU32A.4s, vW11A.4s\n" + "ldr qU24B, [uptr1, u_col_stride3]\n" + "fmla vV21A.4s, vU42A.4s, vW32A.4s\n" + "fmla vV22A.4s, vU42A.4s, vW31A.4s\n" + "str qV22A, [vptr1, v_col_stride1]\n" + "fmla vV31A.4s, vU42A.4s, vW22A.4s\n" + "fmla vV32A.4s, vU42A.4s, vW21A.4s\n" + "fmla vV31A.4s, vU52A.4s, vW32A.4s\n" + "fmla vV32A.4s, vU52A.4s, vW31A.4s\n" + "str qV32A, [vptr2, v_col_stride1]\n" + "fmla vV11A.4s, vU11A.4s, vW11A.4s\n" + "ldr qW11B, [%x[wptr0]], #0x10\n" + "fmla vV11A.4s, vU21A.4s, vW21A.4s\n" + "ldr qU23B, [uptr1, u_col_stride2]\n" + "fmla vV21A.4s, vU21A.4s, vW11A.4s\n" + "ldr qW21B, [wptr1], #0x10\n" + "fmla vV11A.4s, vU31A.4s, vW31A.4s\n" + "str qV11A, [%x[vptr0]], #0x10\n" + "fmla vV21A.4s, vU31A.4s, vW21A.4s\n" + "ldr qW31B, [wptr2], #0x10\n" + "fmla vV31A.4s, vU31A.4s, vW11A.4s\n" + "ldr qU34B, [uptr2, u_col_stride3]\n" + "fmla vV21A.4s, vU41A.4s, vW31A.4s\n" + "str qV21A, [vptr1], #0x10\n" + "fmla vV31A.4s, vU41A.4s, vW21A.4s\n" + "ldr qU35B, [uptr2, u_col_stride4]\n" + "fmla vV31A.4s, vU51A.4s, vW31A.4s\n" + "str qV31A, [vptr2], #0x10\n" + + // B Part + "fmul vV13B.4s, vU15B.4s, vW13B.4s\n" + "ldr qU33B, [uptr2, u_col_stride2]\n" + "fmul vV12B.4s, vU14B.4s, vW13B.4s\n" + "fmla vV13B.4s, vU14B.4s, vW12B.4s\n" + "ldr qU45B, [uptr3, u_col_stride4]\n" + "fmul vV11B.4s, vU13B.4s, vW13B.4s\n" + "fmla vV12B.4s, vU13B.4s, vW12B.4s\n" + "fmla vV13B.4s, vU13B.4s, vW11B.4s\n" + "ldr qU44B, [uptr3, u_col_stride3]\n" + "fmla vV13B.4s, vU25B.4s, vW23B.4s\n" + "fmul vV23B.4s, vU25B.4s, vW13B.4s\n" + "ldr qU43B, [uptr3, u_col_stride2]\n" + "fmla vV12B.4s, vU24B.4s, vW23B.4s\n" + "fmla vV13B.4s, vU24B.4s, vW22B.4s\n" + "fmul vV22B.4s, vU24B.4s, vW13B.4s\n" + "fmla vV23B.4s, vU24B.4s, vW12B.4s\n" + "ldr qU55B, [uptr4, u_col_stride4]\n" + "fmla vV11B.4s, vU23B.4s, vW23B.4s\n" + "fmla vV12B.4s, vU23B.4s, vW22B.4s\n" + "fmla vV13B.4s, vU23B.4s, vW21B.4s\n" + "fmul vV21B.4s, vU23B.4s, vW13B.4s\n" + "fmla vV22B.4s, vU23B.4s, vW12B.4s\n" + "fmla vV23B.4s, vU23B.4s, vW11B.4s\n" + "ldr qU54B, [uptr4, u_col_stride3]\n" + "fmla vV13B.4s, vU35B.4s, vW33B.4s\n" + "fmla vV23B.4s, vU35B.4s, vW23B.4s\n" + "fmul vV33B.4s, vU35B.4s, vW13B.4s\n" + "ldr qU53B, [uptr4, u_col_stride2]\n" + "fmla vV12B.4s, vU34B.4s, vW33B.4s\n" + "fmla vV13B.4s, vU34B.4s, vW32B.4s\n" + "fmla vV22B.4s, vU34B.4s, vW23B.4s\n" + "fmla vV23B.4s, vU34B.4s, vW22B.4s\n" + "fmul vV32B.4s, vU34B.4s, vW13B.4s\n" + "fmla vV33B.4s, vU34B.4s, vW12B.4s\n" + "ldr qU12B, [%x[uptr0], u_col_stride1]\n" + "fmla vV11B.4s, vU33B.4s, vW33B.4s\n" + "fmla vV12B.4s, vU33B.4s, vW32B.4s\n" + "fmla vV13B.4s, vU33B.4s, vW31B.4s\n" + "str qV13B, [%x[vptr0], v_col_stride2]\n" + "fmla vV21B.4s, vU33B.4s, vW23B.4s\n" + "fmla vV22B.4s, vU33B.4s, vW22B.4s\n" + "fmla vV23B.4s, vU33B.4s, vW21B.4s\n" + "fmul vV31B.4s, vU33B.4s, vW13B.4s\n" + "fmla vV32B.4s, vU33B.4s, vW12B.4s\n" + "fmla vV33B.4s, vU33B.4s, vW11B.4s\n" + "ldr qU22B, [uptr1, u_col_stride1]\n" + "fmla vV23B.4s, vU45B.4s, vW33B.4s\n" + "fmla vV33B.4s, vU45B.4s, vW23B.4s\n" + "ldr qU32B, [uptr2, u_col_stride1]\n" + "fmla vV22B.4s, vU44B.4s, vW33B.4s\n" + "fmla vV23B.4s, vU44B.4s, vW32B.4s\n" + "fmla vV32B.4s, vU44B.4s, vW23B.4s\n" + "fmla vV33B.4s, vU44B.4s, vW22B.4s\n" + "ldr qU42B, [uptr3, u_col_stride1]\n" + "fmla vV21B.4s, vU43B.4s, vW33B.4s\n" + "fmla vV22B.4s, vU43B.4s, vW32B.4s\n" + "fmla vV23B.4s, vU43B.4s, vW31B.4s\n" + "str qV23B, [vptr1, v_col_stride2]\n" + "fmla vV31B.4s, vU43B.4s, vW23B.4s\n" + "fmla vV32B.4s, vU43B.4s, vW22B.4s\n" + "fmla vV33B.4s, vU43B.4s, vW21B.4s\n" + "ldr qU52B, [uptr4, u_col_stride1]\n" + "fmla vV33B.4s, vU55B.4s, vW33B.4s\n" + "ldr qU11B, [%x[uptr0]], #0x10\n" + "fmla vV32B.4s, vU54B.4s, vW33B.4s\n" + "fmla vV33B.4s, vU54B.4s, vW32B.4s\n" + "ldr qU21B, [uptr1], #0x10\n" + "fmla vV31B.4s, vU53B.4s, vW33B.4s\n" + "fmla vV32B.4s, vU53B.4s, vW32B.4s\n" + "fmla vV33B.4s, vU53B.4s, vW31B.4s\n" + "str qV33B, [vptr2, v_col_stride2]\n" + "fmla vV11B.4s, vU12B.4s, vW12B.4s\n" + "ldr qU31B, [uptr2], #0x10\n" + "fmla vV12B.4s, vU12B.4s, vW11B.4s\n" + "ldr qU41B, [uptr3], #0x10\n" + "fmla vV11B.4s, vU22B.4s, vW22B.4s\n" + "ldr qU51B, [uptr4], #0x10\n" + "fmla vV12B.4s, vU22B.4s, vW21B.4s\n" + "fmla vV21B.4s, vU22B.4s, vW12B.4s\n" + "fmla vV22B.4s, vU22B.4s, vW11B.4s\n" + "fmla vV11B.4s, vU32B.4s, vW32B.4s\n" + "fmla vV12B.4s, vU32B.4s, vW31B.4s\n" + "str qV12B, [%x[vptr0], v_col_stride1]\n" + "fmla vV21B.4s, vU32B.4s, vW22B.4s\n" + "fmla vV22B.4s, vU32B.4s, vW21B.4s\n" + "fmla vV31B.4s, vU32B.4s, vW12B.4s\n" + "fmla vV32B.4s, vU32B.4s, vW11B.4s\n" + "fmla vV21B.4s, vU42B.4s, vW32B.4s\n" + "fmla vV22B.4s, vU42B.4s, vW31B.4s\n" + "str qV22B, [vptr1, v_col_stride1]\n" + "fmla vV31B.4s, vU42B.4s, vW22B.4s\n" + "fmla vV32B.4s, vU42B.4s, vW21B.4s\n" + "fmla vV31B.4s, vU52B.4s, vW32B.4s\n" + "subs %x[n_iters], %x[n_iters], #1\n" + "fmla vV32B.4s, vU52B.4s, vW31B.4s\n" + "str qV32B, [vptr2, v_col_stride1]\n" + "fmla vV11B.4s, vU11B.4s, vW11B.4s\n" + "fmla vV11B.4s, vU21B.4s, vW21B.4s\n" + "fmla vV21B.4s, vU21B.4s, vW11B.4s\n" + "fmla vV11B.4s, vU31B.4s, vW31B.4s\n" + "str qV11B, [%x[vptr0]], #0x10\n" + "fmla vV21B.4s, vU31B.4s, vW21B.4s\n" + "fmla vV31B.4s, vU31B.4s, vW11B.4s\n" + "fmla vV21B.4s, vU41B.4s, vW31B.4s\n" + "str qV21B, [vptr1], #0x10\n" + "fmla vV31B.4s, vU41B.4s, vW21B.4s\n" + "fmla vV31B.4s, vU51B.4s, vW31B.4s\n" + "str qV31B, [vptr2], #0x10\n" + + "b 4f\n" // Branch to end of method + + "3:" // Odd tail, finish off A + "fmla vV13A.4s, vU14A.4s, vW12A.4s\n" + "ldr qU45A, [uptr3, u_col_stride4]\n" + "fmul vV11A.4s, vU13A.4s, vW13A.4s\n" + "fmla vV12A.4s, vU13A.4s, vW12A.4s\n" + "fmla vV13A.4s, vU13A.4s, vW11A.4s\n" + "ldr qU44A, [uptr3, u_col_stride3]\n" + "fmla vV13A.4s, vU25A.4s, vW23A.4s\n" + "fmul vV23A.4s, vU25A.4s, vW13A.4s\n" + "ldr qU43A, [uptr3, u_col_stride2]\n" + "fmla vV12A.4s, vU24A.4s, vW23A.4s\n" + "fmla vV13A.4s, vU24A.4s, vW22A.4s\n" + "fmul vV22A.4s, vU24A.4s, vW13A.4s\n" + "fmla vV23A.4s, vU24A.4s, vW12A.4s\n" + "ldr qU55A, [uptr4, u_col_stride4]\n" + "fmla vV11A.4s, vU23A.4s, vW23A.4s\n" + "fmla vV12A.4s, vU23A.4s, vW22A.4s\n" + "fmla vV13A.4s, vU23A.4s, vW21A.4s\n" + "fmul vV21A.4s, vU23A.4s, vW13A.4s\n" + "fmla vV22A.4s, vU23A.4s, vW12A.4s\n" + "fmla vV23A.4s, vU23A.4s, vW11A.4s\n" + "ldr qU54A, [uptr4, u_col_stride3]\n" + "fmla vV13A.4s, vU35A.4s, vW33A.4s\n" + "fmla vV23A.4s, vU35A.4s, vW23A.4s\n" + "fmul vV33A.4s, vU35A.4s, vW13A.4s\n" + "ldr qU53A, [uptr4, u_col_stride2]\n" + "fmla vV12A.4s, vU34A.4s, vW33A.4s\n" + "fmla vV13A.4s, vU34A.4s, vW32A.4s\n" + "fmla vV22A.4s, vU34A.4s, vW23A.4s\n" + "fmla vV23A.4s, vU34A.4s, vW22A.4s\n" + "fmul vV32A.4s, vU34A.4s, vW13A.4s\n" + "fmla vV33A.4s, vU34A.4s, vW12A.4s\n" + "ldr qU12A, [%x[uptr0], u_col_stride1]\n" + "fmla vV11A.4s, vU33A.4s, vW33A.4s\n" + "fmla vV12A.4s, vU33A.4s, vW32A.4s\n" + "fmla vV13A.4s, vU33A.4s, vW31A.4s\n" + "str qV13A, [%x[vptr0], v_col_stride2]\n" + "fmla vV21A.4s, vU33A.4s, vW23A.4s\n" + "fmla vV22A.4s, vU33A.4s, vW22A.4s\n" + "fmla vV23A.4s, vU33A.4s, vW21A.4s\n" + "fmul vV31A.4s, vU33A.4s, vW13A.4s\n" + "fmla vV32A.4s, vU33A.4s, vW12A.4s\n" + "fmla vV33A.4s, vU33A.4s, vW11A.4s\n" + "ldr qU22A, [uptr1, u_col_stride1]\n" + "fmla vV23A.4s, vU45A.4s, vW33A.4s\n" + "fmla vV33A.4s, vU45A.4s, vW23A.4s\n" + "ldr qU32A, [uptr2, u_col_stride1]\n" + "fmla vV22A.4s, vU44A.4s, vW33A.4s\n" + "fmla vV23A.4s, vU44A.4s, vW32A.4s\n" + "fmla vV32A.4s, vU44A.4s, vW23A.4s\n" + "fmla vV33A.4s, vU44A.4s, vW22A.4s\n" + "ldr qU42A, [uptr3, u_col_stride1]\n" + "fmla vV21A.4s, vU43A.4s, vW33A.4s\n" + "fmla vV22A.4s, vU43A.4s, vW32A.4s\n" + "fmla vV23A.4s, vU43A.4s, vW31A.4s\n" + "str qV23A, [vptr1, v_col_stride2]\n" + "fmla vV31A.4s, vU43A.4s, vW23A.4s\n" + "fmla vV32A.4s, vU43A.4s, vW22A.4s\n" + "fmla vV33A.4s, vU43A.4s, vW21A.4s\n" + "ldr qU52A, [uptr4, u_col_stride1]\n" + "fmla vV33A.4s, vU55A.4s, vW33A.4s\n" + "ldr qU11A, [%x[uptr0]], #0x10\n" + "fmla vV32A.4s, vU54A.4s, vW33A.4s\n" + "fmla vV33A.4s, vU54A.4s, vW32A.4s\n" + "ldr qU21A, [uptr1], #0x10\n" + "fmla vV31A.4s, vU53A.4s, vW33A.4s\n" + "fmla vV32A.4s, vU53A.4s, vW32A.4s\n" + "fmla vV33A.4s, vU53A.4s, vW31A.4s\n" + "str qV33A, [vptr2, v_col_stride2]\n" + "fmla vV11A.4s, vU12A.4s, vW12A.4s\n" + "ldr qU31A, [uptr2], #0x10\n" + "fmla vV12A.4s, vU12A.4s, vW11A.4s\n" + "ldr qU41A, [uptr3], #0x10\n" + "fmla vV11A.4s, vU22A.4s, vW22A.4s\n" + "ldr qU51A, [uptr4], #0x10\n" + "fmla vV12A.4s, vU22A.4s, vW21A.4s\n" + "fmla vV21A.4s, vU22A.4s, vW12A.4s\n" + "fmla vV22A.4s, vU22A.4s, vW11A.4s\n" + "fmla vV11A.4s, vU32A.4s, vW32A.4s\n" + "fmla vV12A.4s, vU32A.4s, vW31A.4s\n" + "str qV12A, [%x[vptr0], v_col_stride1]\n" + "fmla vV21A.4s, vU32A.4s, vW22A.4s\n" + "fmla vV22A.4s, vU32A.4s, vW21A.4s\n" + "fmla vV31A.4s, vU32A.4s, vW12A.4s\n" + "fmla vV32A.4s, vU32A.4s, vW11A.4s\n" + "fmla vV21A.4s, vU42A.4s, vW32A.4s\n" + "fmla vV22A.4s, vU42A.4s, vW31A.4s\n" + "str qV22A, [vptr1, v_col_stride1]\n" + "fmla vV31A.4s, vU42A.4s, vW22A.4s\n" + "fmla vV32A.4s, vU42A.4s, vW21A.4s\n" + "fmla vV31A.4s, vU52A.4s, vW32A.4s\n" + "fmla vV32A.4s, vU52A.4s, vW31A.4s\n" + "str qV32A, [vptr2, v_col_stride1]\n" + "fmla vV11A.4s, vU11A.4s, vW11A.4s\n" + "fmla vV11A.4s, vU21A.4s, vW21A.4s\n" + "fmla vV21A.4s, vU21A.4s, vW11A.4s\n" + "fmla vV11A.4s, vU31A.4s, vW31A.4s\n" + "str qV11A, [%x[vptr0]], #0x10\n" + "fmla vV21A.4s, vU31A.4s, vW21A.4s\n" + "fmla vV31A.4s, vU31A.4s, vW11A.4s\n" + "fmla vV21A.4s, vU41A.4s, vW31A.4s\n" + "str qV21A, [vptr1], #0x10\n" + "fmla vV31A.4s, vU41A.4s, vW21A.4s\n" + "fmla vV31A.4s, vU51A.4s, vW31A.4s\n" + "str qV31A, [vptr2], #0x10\n" + + "4:" // End of method + ".unreq uptr1\n" ".unreq uptr2\n" ".unreq uptr3\n" ".unreq uptr4\n" + ".unreq u_col_stride1\n" ".unreq u_col_stride2\n" + ".unreq u_col_stride3\n" ".unreq u_col_stride4\n" + ".unreq wptr1\n" ".unreq wptr2\n" + ".unreq w_col_stride1\n" ".unreq w_col_stride2\n" + ".unreq vptr1\n" ".unreq vptr2\n" + ".unreq v_col_stride1\n" ".unreq v_col_stride2\n" + + ".unreq qU22B\n" ".unreq qW13B\n" ".unreq qW13A\n" ".unreq qU51B\n" + ".unreq qU54B\n" ".unreq qU45A\n" ".unreq qU15A\n" ".unreq qU41B\n" + ".unreq qU24B\n" ".unreq qU21A\n" + ".unreq qV11B\n" ".unreq qU51A\n" ".unreq qU35A\n" ".unreq qU12A\n" + ".unreq qU42B\n" ".unreq qU44B\n" ".unreq qU13B\n" ".unreq qW33A\n" + ".unreq qV31B\n" ".unreq qV23A\n" ".unreq qU31A\n" ".unreq qU35B\n" ".unreq qU13A\n" + ".unreq qV23B\n" ".unreq qU11A\n" ".unreq qU25A\n" ".unreq qU43A\n" ".unreq qU52B\n" + ".unreq qU24A\n" ".unreq qU23B\n" ".unreq qV21A\n" ".unreq qV32B\n" + ".unreq qV33B\n" ".unreq qW11A\n" ".unreq qU31B\n" + ".unreq qW12B\n" ".unreq qU33A\n" ".unreq qU14A\n" ".unreq qU22A\n" + ".unreq qU25B\n" ".unreq qU53B\n" ".unreq qU42A\n" ".unreq qU44A\n" + ".unreq qU43B\n" ".unreq qW31A\n" ".unreq qU11B\n" + ".unreq qW11B\n" ".unreq qW32A\n" + ".unreq qU12B\n" ".unreq qU34B\n" ".unreq qW21A\n" + ".unreq qU14B\n" ".unreq qV21B\n" ".unreq qW22A\n" + ".unreq qW23B\n" ".unreq qW23A\n" ".unreq qU21B\n" + ".unreq qU32B\n" ".unreq qU34A\n" ".unreq qU45B\n" ".unreq qV31A\n" + ".unreq qW12A\n" ".unreq qU33B\n" ".unreq qU15B\n" + ".unreq qW33B\n" ".unreq qU54A\n" ".unreq qU23A\n" + ".unreq qW32B\n" ".unreq qV33A\n" ".unreq qW31B\n" ".unreq qV12A\n" + ".unreq qV12B\n" ".unreq qU41A\n" ".unreq qU53A\n" + ".unreq qV13A\n" ".unreq qU32A\n" ".unreq qW22B\n" + ".unreq qV22B\n" ".unreq qU52A\n" ".unreq qV13B\n" ".unreq qV32A\n" + ".unreq qU55A\n" ".unreq qU55B\n" ".unreq qV22A\n" ".unreq qW21B\n" + ".unreq qV11A\n" + ".unreq vU22B\n" ".unreq vW13B\n" ".unreq vW13A\n" ".unreq vU51B\n" + ".unreq vU54B\n" ".unreq vU45A\n" ".unreq vU15A\n" ".unreq vU41B\n" + ".unreq vU24B\n" ".unreq vU21A\n" + ".unreq vV11B\n" ".unreq vU51A\n" ".unreq vU35A\n" ".unreq vU12A\n" + ".unreq vU42B\n" ".unreq vU44B\n" ".unreq vU13B\n" ".unreq vW33A\n" + ".unreq vV31B\n" ".unreq vV23A\n" ".unreq vU31A\n" ".unreq vU35B\n" ".unreq vU13A\n" + ".unreq vV23B\n" ".unreq vU11A\n" ".unreq vU25A\n" ".unreq vU43A\n" ".unreq vU52B\n" + ".unreq vU24A\n" ".unreq vU23B\n" ".unreq vV21A\n" ".unreq vV32B\n" + ".unreq vV33B\n" ".unreq vW11A\n" ".unreq vU31B\n" + ".unreq vW12B\n" ".unreq vU33A\n" ".unreq vU14A\n" ".unreq vU22A\n" + ".unreq vU25B\n" ".unreq vU53B\n" ".unreq vU42A\n" ".unreq vU44A\n" + ".unreq vU43B\n" ".unreq vW31A\n" ".unreq vU11B\n" + ".unreq vW11B\n" ".unreq vW32A\n" + ".unreq vU12B\n" ".unreq vU34B\n" ".unreq vW21A\n" + ".unreq vU14B\n" ".unreq vV21B\n" ".unreq vW22A\n" + ".unreq vW23B\n" ".unreq vW23A\n" ".unreq vU21B\n" + ".unreq vU32B\n" ".unreq vU34A\n" ".unreq vU45B\n" ".unreq vV31A\n" + ".unreq vW12A\n" ".unreq vU33B\n" ".unreq vU15B\n" + ".unreq vW33B\n" ".unreq vU54A\n" ".unreq vU23A\n" + ".unreq vW32B\n" ".unreq vV33A\n" ".unreq vW31B\n" ".unreq vV12A\n" + ".unreq vV12B\n" ".unreq vU41A\n" ".unreq vU53A\n" + ".unreq vV13A\n" ".unreq vU32A\n" ".unreq vW22B\n" + ".unreq vV22B\n" ".unreq vU52A\n" ".unreq vV13B\n" ".unreq vV32A\n" + ".unreq vU55A\n" ".unreq vU55B\n" ".unreq vV22A\n" ".unreq vW21B\n" + ".unreq vV11A\n" + : [uptr0] "+r" (uptr0), [wptr0] "+r" (wptr0), [vptr0] "+r" (vptr0), + [n_iters] "+r" (n_iters) + : [u_row_stride] "r" (in_row_stride * sizeof(float)), + [u_col_stride] "r" (in_col_stride * sizeof(float)), + [w_row_stride] "r" (weight_row_stride * sizeof(float)), + [w_col_stride] "r" (weight_col_stride * sizeof(float)), + [v_row_stride] "r" (out_row_stride * sizeof(float)), + [v_col_stride] "r" (out_col_stride * sizeof(float)), + [odd_tail] "r" (odd_tail) + : "v0", "v1", "v2", "v3", "v4", "v5", "v6", "v7", "v8", "v9", "v10", "v11", + "v12", "v13", "v14", "v15", "v16", "v17", "v18", "v19", "v20", "v21", + "v22", "v23", "v24", "v25", "v26", "v27", "v28", "v29", "v30", "x0", + "x1", "x2", "x3", "x4", "x5", "x6", "x7", "x8", "x9", "x10", "x11", + "x12", "cc", "memory" + ); + } + if (channels_remaining) + { + // Fall back on the unoptimised version to clean up the tail + ConvImpl::process_tile<false>( + channels_remaining, + wptr0, weight_row_stride, weight_col_stride, + uptr0, in_row_stride, in_col_stride, + vptr0, out_row_stride, out_col_stride, + 0, 0, 0, 0, 0, 0 + ); + } +} + +#endif // __aarch64__ + +template <> +const Conv::TileFn Conv::tilefn_unpadded = ConvImpl::template process_tile<true, 0, 0, 0, 0, 0, 0>; + +template <> +const Conv::TileFn Conv::tilefn_top[n_in_pad_top_fns] = { + ConvImpl::template process_tile<true, 1, 0, 0, 0, 0, 0>, }; +template <> +const Conv::TileFn Conv::tilefn_left[n_in_pad_left_fns] = { + ConvImpl::template process_tile<true, 0, 1, 0, 0, 0, 0>, +}; + +template <> +const Conv::TileFn Conv::tilefn_bottom[n_in_pad_bottom_fns][n_out_pad_bottom_fns] = { + { + ConvImpl::template process_tile<true, 0, 0, 0, 0, 0, 0>, + ConvImpl::template process_tile<true, 0, 0, 0, 0, 1, 0>, + ConvImpl::template process_tile<true, 0, 0, 0, 0, 2, 0>, + }, + { + ConvImpl::template process_tile<true, 0, 0, 1, 0, 0, 0>, + ConvImpl::template process_tile<true, 0, 0, 1, 0, 1, 0>, + ConvImpl::template process_tile<true, 0, 0, 1, 0, 2, 0>, + }, + { + ConvImpl::template process_tile<true, 0, 0, 2, 0, 0, 0>, + ConvImpl::template process_tile<true, 0, 0, 2, 0, 1, 0>, + ConvImpl::template process_tile<true, 0, 0, 2, 0, 2, 0>, + }, + { + ConvImpl::template process_tile<true, 0, 0, 3, 0, 0, 0>, + ConvImpl::template process_tile<true, 0, 0, 3, 0, 1, 0>, + ConvImpl::template process_tile<true, 0, 0, 3, 0, 2, 0>, + }, + { + ConvImpl::template process_tile<true, 0, 0, 4, 0, 0, 0>, + ConvImpl::template process_tile<true, 0, 0, 4, 0, 1, 0>, + ConvImpl::template process_tile<true, 0, 0, 4, 0, 2, 0>, + }, +}; + +template <> +const Conv::TileFn Conv::tilefn_right[n_in_pad_right_fns][n_out_pad_right_fns] = { + { + ConvImpl::template process_tile<true, 0, 0, 0, 0, 0, 0>, + ConvImpl::template process_tile<true, 0, 0, 0, 0, 0, 1>, + ConvImpl::template process_tile<true, 0, 0, 0, 0, 0, 2>, + }, + { + ConvImpl::template process_tile<true, 0, 0, 0, 1, 0, 0>, + ConvImpl::template process_tile<true, 0, 0, 0, 1, 0, 1>, + ConvImpl::template process_tile<true, 0, 0, 0, 1, 0, 2>, + }, + { + ConvImpl::template process_tile<true, 0, 0, 0, 2, 0, 0>, + ConvImpl::template process_tile<true, 0, 0, 0, 2, 0, 1>, + ConvImpl::template process_tile<true, 0, 0, 0, 2, 0, 2>, + }, + { + ConvImpl::template process_tile<true, 0, 0, 0, 3, 0, 0>, + ConvImpl::template process_tile<true, 0, 0, 0, 3, 0, 1>, + ConvImpl::template process_tile<true, 0, 0, 0, 3, 0, 2>, + }, + { + ConvImpl::template process_tile<true, 0, 0, 0, 4, 0, 0>, + ConvImpl::template process_tile<true, 0, 0, 0, 4, 0, 1>, + ConvImpl::template process_tile<true, 0, 0, 0, 4, 0, 2>, + }, +}; + +template <> +const Conv::TileFn Conv::tilefn_generic = ConvImpl::template process_tile<false>; 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 index 8d511b1a6c..2510941f35 100644 --- 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 @@ -28,3416 +28,596 @@ namespace depthwise using Conv = DepthwiseConvolution<3, 3, 3, 3, 2, 2, float, float>; using ConvImpl = DepthwiseConvolutionImpl<3, 3, 3, 3, 2, 2, float, float>; +#ifdef __aarch64__ + +template <> +template <> +void ConvImpl::process_tile<true, 0, 0, 0, 0, 0, 0>( + const int n_channels, + const float* const weights, + const int weight_row_stride, + const int weight_col_stride, + const float* const inptr, + const int in_row_stride, + const int in_col_stride, + float* const outptr, + const int out_row_stride, + const int out_col_stride, + const int, const int, const int, const int, const int, const int +) +{ + // Copy pointers + const float *uptr0 = inptr; + const float *wptr0 = weights; + float *vptr0 = outptr; + + int channels_remaining = n_channels; + if (channels_remaining >= 4) + { + // Process blocks of 4 channels at a time + int n_iters = channels_remaining / 4 - 1; + channels_remaining %= 4; + + asm volatile( + // Prepare aliases + "qW13 .req q0\n" "vW13 .req v0\n" + "qU15 .req q1\n" "qU73 .req q1\n" "qU45 .req q1\n" "qU14 .req q1\n" + "vU15 .req v1\n" "vU73 .req v1\n" "vU45 .req v1\n" "vU14 .req v1\n" + "qU62 .req q2\n" "qV12 .req q2\n" "vU62 .req v2\n" "vV12 .req v2\n" + "qU51 .req q3\n" "qU43 .req q3\n" "qU55 .req q3\n" + "vU51 .req v3\n" "vU43 .req v3\n" "vU55 .req v3\n" + "qU77 .req q4\n" "qV13 .req q4\n" "qV31 .req q4\n" "qU44 .req q4\n" + "vU77 .req v4\n" "vV13 .req v4\n" "vV31 .req v4\n" "vU44 .req v4\n" + "qV33 .req q5\n" "qU46 .req q5\n" "qU11 .req q5\n" "qU37 .req q5\n" + "vV33 .req v5\n" "vU46 .req v5\n" "vU11 .req v5\n" "vU37 .req v5\n" + "qU56 .req q6\n" "qU25 .req q6\n" "qU32 .req q6\n" + "vU56 .req v6\n" "vU25 .req v6\n" "vU32 .req v6\n" + "qU72 .req q7\n" "qV22 .req q7\n" "vU72 .req v7\n" "vV22 .req v7\n" + "qU67 .req q8\n" "qU61 .req q8\n" "qU13 .req q8\n" + "vU67 .req v8\n" "vU61 .req v8\n" "vU13 .req v8\n" + "qU74 .req q9\n" "qU34 .req q9\n" "qU17 .req q9\n" "qU66 .req q9\n" + "vU74 .req v9\n" "vU34 .req v9\n" "vU17 .req v9\n" "vU66 .req v9\n" + "qU33 .req q10\n" "qU57 .req q10\n" "qU21 .req q10\n" + "vU33 .req v10\n" "vU57 .req v10\n" "vU21 .req v10\n" "qW23 .req q11\n" + "vW23 .req v11\n" "qU42 .req q12\n" "qV23 .req q12\n" "qU23 .req q12\n" + "vU42 .req v12\n" "vV23 .req v12\n" "vU23 .req v12\n" + "qW33 .req q13\n" "vW33 .req v13\n" + "qU76 .req q14\n" "qU47 .req q14\n" "qU64 .req q14\n" "qU41 .req q14\n" + "vU76 .req v14\n" "vU47 .req v14\n" "vU64 .req v14\n" "vU41 .req v14\n" + "qU52 .req q15\n" "qU54 .req q15\n" "qU75 .req q15\n" "qU26 .req q15\n" + "vU52 .req v15\n" "vU54 .req v15\n" "vU75 .req v15\n" "vU26 .req v15\n" + "qU53 .req q16\n" "qU27 .req q16\n" "vU53 .req v16\n" "vU27 .req v16\n" + "qV21 .req q17\n" "qU65 .req q17\n" "vV21 .req v17\n" "vU65 .req v17\n" + "qU31 .req q18\n" "qU24 .req q18\n" "qU36 .req q18\n" + "vU31 .req v18\n" "vU24 .req v18\n" "vU36 .req v18\n" "qU22 .req q19\n" + "vU22 .req v19\n" "qU35 .req q20\n" "qU63 .req q20\n" + "vU35 .req v20\n" "vU63 .req v20\n" "qW12 .req q21\n" + "vW12 .req v21\n" "qV32 .req q22\n" "qU16 .req q22\n" + "vV32 .req v22\n" "vU16 .req v22\n" "qW11 .req q23\n" "vW11 .req v23\n" + "qU12 .req q24\n" "vU12 .req v24\n" "qW31 .req q25\n" "vW31 .req v25\n" + "qW22 .req q26\n" "vW22 .req v26\n" "qU71 .req q27\n" "vU71 .req v27\n" + "qV11 .req q28\n" "vV11 .req v28\n" "qW21 .req q29\n" "vW21 .req v29\n" + "qW32 .req q30\n" "vW32 .req v30\n" + + "uptr1 .req x0\n" + "uptr2 .req x1\n" + "uptr3 .req x2\n" + "uptr4 .req x3\n" + "uptr5 .req x4\n" + "uptr6 .req x5\n" + "u_col_stride1 .req %x[u_col_stride]\n" + "u_col_stride2 .req x6\n" + "u_col_stride3 .req x7\n" + "u_col_stride4 .req x8\n" + "u_col_stride5 .req x9\n" + "u_col_stride6 .req x10\n" + "wptr1 .req x11\n" + "wptr2 .req x12\n" + "w_col_stride1 .req %x[w_col_stride]\n" + "w_col_stride2 .req x13\n" + "vptr1 .req x14\n" + "vptr2 .req x15\n" + "v_col_stride1 .req %x[v_col_stride]\n" + "v_col_stride2 .req x16\n" + + // Prepare strides and pointers + "add uptr1, %x[uptr0], %x[u_row_stride]\n" + "add uptr2, uptr1 , %x[u_row_stride]\n" + "add uptr3, uptr2 , %x[u_row_stride]\n" + "add uptr4, uptr3 , %x[u_row_stride]\n" + "add uptr5, uptr4 , %x[u_row_stride]\n" + "add uptr6, uptr5 , %x[u_row_stride]\n" + "add u_col_stride2, u_col_stride1, u_col_stride1\n" + "add u_col_stride3, u_col_stride2, u_col_stride1\n" + "add u_col_stride4, u_col_stride3, u_col_stride1\n" + "add u_col_stride5, u_col_stride4, u_col_stride1\n" + "add u_col_stride6, u_col_stride5, u_col_stride1\n" + + "add wptr1, %x[wptr0], %x[w_row_stride]\n" + "add wptr2, wptr1 , %x[w_row_stride]\n" + "add w_col_stride2, w_col_stride1, w_col_stride1\n" + + "add vptr1, %x[vptr0], %x[v_row_stride]\n" + "add vptr2, vptr1 , %x[v_row_stride]\n" + "add v_col_stride2, v_col_stride1, v_col_stride1\n" + + // Prepare for first iteration + "ldr qW13, [%x[wptr0], w_col_stride2]\n" + "ldr qW23, [wptr1, w_col_stride2]\n" + "ldr qW33, [wptr2, w_col_stride2]\n" + "ldr qW12, [%x[wptr0], w_col_stride1]\n" + "ldr qW22, [wptr1, w_col_stride1]\n" + "ldr qW32, [wptr2, w_col_stride1]\n" + "ldr qW11, [%x[wptr0]], #0x10\n" + "ldr qW21, [wptr1], #0x10\n" + "ldr qU17, [%x[uptr0], u_col_stride6]\n" + "ldr qU15, [%x[uptr0], u_col_stride4]\n" + "ldr qU16, [%x[uptr0], u_col_stride5]\n" + "ldr qU37, [uptr2, u_col_stride6]\n" + "ldr qU35, [uptr2, u_col_stride4]\n" + "ldr qU36, [uptr2, u_col_stride5]\n" + "ldr qU27, [uptr1, u_col_stride6]\n" + "ldr qU25, [uptr1, u_col_stride4]\n" + "fmul vV13.4s, vU17.4s, vW13.4s\n" + "fmul vV12.4s, vU15.4s, vW13.4s\n" + "fmla vV13.4s, vU15.4s, vW11.4s\n" + "ldr qW31, [wptr2], #0x10\n" + "fmla vV13.4s, vU16.4s, vW12.4s\n" + "ldr qU26, [uptr1, u_col_stride5]\n" + "fmla vV13.4s, vU37.4s, vW33.4s\n" + "ldr qU47, [uptr3, u_col_stride6]\n" + "fmul vV23.4s, vU37.4s, vW13.4s\n" + "ldr qU45, [uptr3, u_col_stride4]\n" + "fmla vV12.4s, vU35.4s, vW33.4s\n" + "ldr qU46, [uptr3, u_col_stride5]\n" + "fmla vV13.4s, vU35.4s, vW31.4s\n" + "ldr qU67, [uptr5, u_col_stride6]\n" + "fmul vV22.4s, vU35.4s, vW13.4s\n" + "cbz %x[n_iters], 2f\n" // Jump to tail if no iterations + + "1:" // Loop body + "fmla vV23.4s, vU35.4s, vW11.4s\n" + "ldr qU65, [uptr5, u_col_stride4]\n" + "fmla vV13.4s, vU36.4s, vW32.4s\n" + "fmla vV23.4s, vU36.4s, vW12.4s\n" + "ldr qU66, [uptr5, u_col_stride5]\n" + "fmla vV13.4s, vU27.4s, vW23.4s\n" + "ldr qU57, [uptr4, u_col_stride6]\n" + "fmla vV12.4s, vU25.4s, vW23.4s\n" + "ldr qU55, [uptr4, u_col_stride4]\n" + "fmla vV13.4s, vU25.4s, vW21.4s\n" + "ldr qU56, [uptr4, u_col_stride5]\n" + "fmla vV13.4s, vU26.4s, vW22.4s\n" + "str qV13, [%x[vptr0], v_col_stride2]\n" + "fmla vV23.4s, vU47.4s, vW23.4s\n" + "ldr qU77, [uptr6, u_col_stride6]\n" + "fmla vV22.4s, vU45.4s, vW23.4s\n" + "fmla vV23.4s, vU45.4s, vW21.4s\n" + "ldr qU75, [uptr6, u_col_stride4]\n" + "fmla vV23.4s, vU46.4s, vW22.4s\n" + "ldr qU76, [uptr6, u_col_stride5]\n" + "fmul vV33.4s, vU67.4s, vW23.4s\n" + "ldr qU14, [%x[uptr0], u_col_stride3]\n" + "fmul vV32.4s, vU65.4s, vW23.4s\n" + "fmla vV33.4s, vU65.4s, vW21.4s\n" + "ldr qU13, [%x[uptr0], u_col_stride2]\n" + "fmla vV33.4s, vU66.4s, vW22.4s\n" + "ldr qU34, [uptr2, u_col_stride3]\n" + "fmla vV23.4s, vU57.4s, vW33.4s\n" + "fmla vV33.4s, vU57.4s, vW13.4s\n" + "ldr qU33, [uptr2, u_col_stride2]\n" + "fmla vV22.4s, vU55.4s, vW33.4s\n" + "fmla vV23.4s, vU55.4s, vW31.4s\n" + "fmla vV32.4s, vU55.4s, vW13.4s\n" + "fmla vV33.4s, vU55.4s, vW11.4s\n" + "ldr qU24, [uptr1, u_col_stride3]\n" + "fmla vV23.4s, vU56.4s, vW32.4s\n" + "str qV23, [vptr1, v_col_stride2]\n" + "fmla vV33.4s, vU56.4s, vW12.4s\n" + "ldr qU23, [uptr1, u_col_stride2]\n" + "fmla vV33.4s, vU77.4s, vW33.4s\n" + "ldr qU44, [uptr3, u_col_stride3]\n" + "fmla vV32.4s, vU75.4s, vW33.4s\n" + "fmla vV33.4s, vU75.4s, vW31.4s\n" + "ldr qU43, [uptr3, u_col_stride2]\n" + "fmla vV33.4s, vU76.4s, vW32.4s\n" + "str qV33, [vptr2, v_col_stride2]\n" + "ldr qU64, [uptr5, u_col_stride3]\n" + "fmla vV12.4s, vU14.4s, vW12.4s\n" + "ldr qU63, [uptr5, u_col_stride2]\n" + "fmul vV11.4s, vU13.4s, vW13.4s\n" + "fmla vV12.4s, vU13.4s, vW11.4s\n" + "ldr qU54, [uptr4, u_col_stride3]\n" + "fmla vV12.4s, vU34.4s, vW32.4s\n" + "fmla vV22.4s, vU34.4s, vW12.4s\n" + "ldr qU53, [uptr4, u_col_stride2]\n" + "fmla vV11.4s, vU33.4s, vW33.4s\n" + "ldr qU74, [uptr6, u_col_stride3]\n" + "fmla vV12.4s, vU33.4s, vW31.4s\n" + "ldr qU73, [uptr6, u_col_stride2]\n" + "fmul vV21.4s, vU33.4s, vW13.4s\n" + "ldr qU12, [%x[uptr0], u_col_stride1]\n" + "fmla vV22.4s, vU33.4s, vW11.4s\n" + "ldr qU11, [%x[uptr0]], #0x10\n" + "fmla vV12.4s, vU24.4s, vW22.4s\n" + "ldr qU32, [uptr2, u_col_stride1]\n" + "fmla vV11.4s, vU23.4s, vW23.4s\n" + "ldr qU31, [uptr2], #0x10\n" + "fmla vV12.4s, vU23.4s, vW21.4s\n" + "str qV12, [%x[vptr0], v_col_stride1]\n" + "fmla vV22.4s, vU44.4s, vW22.4s\n" + "ldr qU22, [uptr1, u_col_stride1]\n" + "fmla vV21.4s, vU43.4s, vW23.4s\n" + "ldr qU21, [uptr1], #0x10\n" + "fmla vV22.4s, vU43.4s, vW21.4s\n" + "ldr qU42, [uptr3, u_col_stride1]\n" + "fmla vV32.4s, vU64.4s, vW22.4s\n" + "ldr qU41, [uptr3], #0x10\n" + "fmul vV31.4s, vU63.4s, vW23.4s\n" + "ldr qW23, [wptr1, w_col_stride2]\n" + "fmla vV32.4s, vU63.4s, vW21.4s\n" + "ldr qU62, [uptr5, u_col_stride1]\n" + "fmla vV22.4s, vU54.4s, vW32.4s\n" + "ldr qU61, [uptr5], #0x10\n" + "fmla vV32.4s, vU54.4s, vW12.4s\n" + "ldr qU52, [uptr4, u_col_stride1]\n" + "fmla vV21.4s, vU53.4s, vW33.4s\n" + "ldr qU51, [uptr4], #0x10\n" + "fmla vV22.4s, vU53.4s, vW31.4s\n" + "str qV22, [vptr1, v_col_stride1]\n" + "fmla vV31.4s, vU53.4s, vW13.4s\n" + "ldr qW13, [%x[wptr0], w_col_stride2]\n" + "fmla vV32.4s, vU53.4s, vW11.4s\n" + "ldr qU72, [uptr6, u_col_stride1]\n" + "fmla vV32.4s, vU74.4s, vW32.4s\n" + "ldr qU71, [uptr6], #0x10\n" + "fmla vV31.4s, vU73.4s, vW33.4s\n" + "ldr qW33, [wptr2, w_col_stride2]\n" + "fmla vV32.4s, vU73.4s, vW31.4s\n" + "str qV32, [vptr2, v_col_stride1]\n" + "fmla vV11.4s, vU12.4s, vW12.4s\n" + "ldr qU17, [%x[uptr0], u_col_stride6]\n" + "fmla vV11.4s, vU11.4s, vW11.4s\n" + "ldr qU15, [%x[uptr0], u_col_stride4]\n" + "fmla vV11.4s, vU32.4s, vW32.4s\n" + "ldr qU16, [%x[uptr0], u_col_stride5]\n" + "fmla vV21.4s, vU32.4s, vW12.4s\n" + "ldr qU37, [uptr2, u_col_stride6]\n" + "fmla vV11.4s, vU31.4s, vW31.4s\n" + "ldr qU35, [uptr2, u_col_stride4]\n" + "fmla vV21.4s, vU31.4s, vW11.4s\n" + "ldr qU36, [uptr2, u_col_stride5]\n" + "fmla vV11.4s, vU22.4s, vW22.4s\n" + "ldr qU27, [uptr1, u_col_stride6]\n" + "fmla vV11.4s, vU21.4s, vW21.4s\n" + "str qV11, [%x[vptr0]], #0x10\n" + "fmla vV21.4s, vU42.4s, vW22.4s\n" + "ldr qU25, [uptr1, u_col_stride4]\n" + "fmla vV21.4s, vU41.4s, vW21.4s\n" + "fmla vV31.4s, vU62.4s, vW22.4s\n" + "ldr qW22, [wptr1, w_col_stride1]\n" + "fmla vV31.4s, vU61.4s, vW21.4s\n" + "ldr qW21, [wptr1], #0x10\n" + "fmla vV21.4s, vU52.4s, vW32.4s\n" + "fmla vV31.4s, vU52.4s, vW12.4s\n" + "ldr qW12, [%x[wptr0], w_col_stride1]\n" + "fmla vV21.4s, vU51.4s, vW31.4s\n" + "str qV21, [vptr1], #0x10\n" + "fmla vV31.4s, vU51.4s, vW11.4s\n" + "ldr qW11, [%x[wptr0]], #0x10\n" + "fmla vV31.4s, vU72.4s, vW32.4s\n" + "ldr qW32, [wptr2, w_col_stride1]\n" + "fmla vV31.4s, vU71.4s, vW31.4s\n" + "str qV31, [vptr2], #0x10\n" + "fmul vV13.4s, vU17.4s, vW13.4s\n" + "fmul vV12.4s, vU15.4s, vW13.4s\n" + "subs %x[n_iters], %x[n_iters], #1\n" + "fmla vV13.4s, vU15.4s, vW11.4s\n" + "ldr qW31, [wptr2], #0x10\n" + "fmla vV13.4s, vU16.4s, vW12.4s\n" + "ldr qU26, [uptr1, u_col_stride5]\n" + "fmla vV13.4s, vU37.4s, vW33.4s\n" + "ldr qU47, [uptr3, u_col_stride6]\n" + "fmul vV23.4s, vU37.4s, vW13.4s\n" + "ldr qU45, [uptr3, u_col_stride4]\n" + "fmla vV12.4s, vU35.4s, vW33.4s\n" + "ldr qU46, [uptr3, u_col_stride5]\n" + "fmla vV13.4s, vU35.4s, vW31.4s\n" + "ldr qU67, [uptr5, u_col_stride6]\n" + "fmul vV22.4s, vU35.4s, vW13.4s\n" + "bne 1b\n" + + "2:" // Tail iteration + "fmla vV23.4s, vU35.4s, vW11.4s\n" + "ldr qU65, [uptr5, u_col_stride4]\n" + "fmla vV13.4s, vU36.4s, vW32.4s\n" + "fmla vV23.4s, vU36.4s, vW12.4s\n" + "ldr qU66, [uptr5, u_col_stride5]\n" + "fmla vV13.4s, vU27.4s, vW23.4s\n" + "ldr qU57, [uptr4, u_col_stride6]\n" + "fmla vV12.4s, vU25.4s, vW23.4s\n" + "ldr qU55, [uptr4, u_col_stride4]\n" + "fmla vV13.4s, vU25.4s, vW21.4s\n" + "ldr qU56, [uptr4, u_col_stride5]\n" + "fmla vV13.4s, vU26.4s, vW22.4s\n" + "str qV13, [%x[vptr0], v_col_stride2]\n" + "fmla vV23.4s, vU47.4s, vW23.4s\n" + "ldr qU77, [uptr6, u_col_stride6]\n" + "fmla vV22.4s, vU45.4s, vW23.4s\n" + "fmla vV23.4s, vU45.4s, vW21.4s\n" + "ldr qU75, [uptr6, u_col_stride4]\n" + "fmla vV23.4s, vU46.4s, vW22.4s\n" + "ldr qU76, [uptr6, u_col_stride5]\n" + "fmul vV33.4s, vU67.4s, vW23.4s\n" + "ldr qU14, [%x[uptr0], u_col_stride3]\n" + "fmul vV32.4s, vU65.4s, vW23.4s\n" + "fmla vV33.4s, vU65.4s, vW21.4s\n" + "ldr qU13, [%x[uptr0], u_col_stride2]\n" + "fmla vV33.4s, vU66.4s, vW22.4s\n" + "ldr qU34, [uptr2, u_col_stride3]\n" + "fmla vV23.4s, vU57.4s, vW33.4s\n" + "fmla vV33.4s, vU57.4s, vW13.4s\n" + "ldr qU33, [uptr2, u_col_stride2]\n" + "fmla vV22.4s, vU55.4s, vW33.4s\n" + "fmla vV23.4s, vU55.4s, vW31.4s\n" + "fmla vV32.4s, vU55.4s, vW13.4s\n" + "fmla vV33.4s, vU55.4s, vW11.4s\n" + "ldr qU24, [uptr1, u_col_stride3]\n" + "fmla vV23.4s, vU56.4s, vW32.4s\n" + "str qV23, [vptr1, v_col_stride2]\n" + "fmla vV33.4s, vU56.4s, vW12.4s\n" + "ldr qU23, [uptr1, u_col_stride2]\n" + "fmla vV33.4s, vU77.4s, vW33.4s\n" + "ldr qU44, [uptr3, u_col_stride3]\n" + "fmla vV32.4s, vU75.4s, vW33.4s\n" + "fmla vV33.4s, vU75.4s, vW31.4s\n" + "ldr qU43, [uptr3, u_col_stride2]\n" + "fmla vV33.4s, vU76.4s, vW32.4s\n" + "str qV33, [vptr2, v_col_stride2]\n" + "ldr qU64, [uptr5, u_col_stride3]\n" + "fmla vV12.4s, vU14.4s, vW12.4s\n" + "ldr qU63, [uptr5, u_col_stride2]\n" + "fmul vV11.4s, vU13.4s, vW13.4s\n" + "fmla vV12.4s, vU13.4s, vW11.4s\n" + "ldr qU54, [uptr4, u_col_stride3]\n" + "fmla vV12.4s, vU34.4s, vW32.4s\n" + "fmla vV22.4s, vU34.4s, vW12.4s\n" + "ldr qU53, [uptr4, u_col_stride2]\n" + "fmla vV11.4s, vU33.4s, vW33.4s\n" + "ldr qU74, [uptr6, u_col_stride3]\n" + "fmla vV12.4s, vU33.4s, vW31.4s\n" + "ldr qU73, [uptr6, u_col_stride2]\n" + "fmul vV21.4s, vU33.4s, vW13.4s\n" + "ldr qU12, [%x[uptr0], u_col_stride1]\n" + "fmla vV22.4s, vU33.4s, vW11.4s\n" + "ldr qU11, [%x[uptr0]], #0x10\n" + "fmla vV12.4s, vU24.4s, vW22.4s\n" + "ldr qU32, [uptr2, u_col_stride1]\n" + "fmla vV11.4s, vU23.4s, vW23.4s\n" + "ldr qU31, [uptr2], #0x10\n" + "fmla vV12.4s, vU23.4s, vW21.4s\n" + "str qV12, [%x[vptr0], v_col_stride1]\n" + "fmla vV22.4s, vU44.4s, vW22.4s\n" + "ldr qU22, [uptr1, u_col_stride1]\n" + "fmla vV21.4s, vU43.4s, vW23.4s\n" + "ldr qU21, [uptr1], #0x10\n" + "fmla vV22.4s, vU43.4s, vW21.4s\n" + "ldr qU42, [uptr3, u_col_stride1]\n" + "fmla vV32.4s, vU64.4s, vW22.4s\n" + "ldr qU41, [uptr3], #0x10\n" + "fmul vV31.4s, vU63.4s, vW23.4s\n" + "fmla vV32.4s, vU63.4s, vW21.4s\n" + "ldr qU62, [uptr5, u_col_stride1]\n" + "fmla vV22.4s, vU54.4s, vW32.4s\n" + "ldr qU61, [uptr5], #0x10\n" + "fmla vV32.4s, vU54.4s, vW12.4s\n" + "ldr qU52, [uptr4, u_col_stride1]\n" + "fmla vV21.4s, vU53.4s, vW33.4s\n" + "ldr qU51, [uptr4], #0x10\n" + "fmla vV22.4s, vU53.4s, vW31.4s\n" + "str qV22, [vptr1, v_col_stride1]\n" + "fmla vV31.4s, vU53.4s, vW13.4s\n" + "fmla vV32.4s, vU53.4s, vW11.4s\n" + "ldr qU72, [uptr6, u_col_stride1]\n" + "fmla vV32.4s, vU74.4s, vW32.4s\n" + "ldr qU71, [uptr6], #0x10\n" + "fmla vV31.4s, vU73.4s, vW33.4s\n" + "fmla vV32.4s, vU73.4s, vW31.4s\n" + "str qV32, [vptr2, v_col_stride1]\n" + "fmla vV11.4s, vU12.4s, vW12.4s\n" + "fmla vV11.4s, vU11.4s, vW11.4s\n" + "fmla vV11.4s, vU32.4s, vW32.4s\n" + "fmla vV21.4s, vU32.4s, vW12.4s\n" + "fmla vV11.4s, vU31.4s, vW31.4s\n" + "fmla vV21.4s, vU31.4s, vW11.4s\n" + "fmla vV11.4s, vU22.4s, vW22.4s\n" + "fmla vV11.4s, vU21.4s, vW21.4s\n" + "str qV11, [%x[vptr0]], #0x10\n" + "fmla vV21.4s, vU42.4s, vW22.4s\n" + "fmla vV21.4s, vU41.4s, vW21.4s\n" + "fmla vV31.4s, vU62.4s, vW22.4s\n" + "fmla vV31.4s, vU61.4s, vW21.4s\n" + "fmla vV21.4s, vU52.4s, vW32.4s\n" + "fmla vV31.4s, vU52.4s, vW12.4s\n" + "fmla vV21.4s, vU51.4s, vW31.4s\n" + "str qV21, [vptr1], #0x10\n" + "fmla vV31.4s, vU51.4s, vW11.4s\n" + "fmla vV31.4s, vU72.4s, vW32.4s\n" + "fmla vV31.4s, vU71.4s, vW31.4s\n" + "str qV31, [vptr2], #0x10\n" + + // Clear aliases + ".unreq uptr1\n" ".unreq uptr2\n" ".unreq uptr3\n" ".unreq uptr4\n" + ".unreq uptr5\n" ".unreq uptr6\n" + ".unreq u_col_stride1\n" ".unreq u_col_stride2\n" ".unreq u_col_stride3\n" + ".unreq u_col_stride4\n" ".unreq u_col_stride5\n" ".unreq u_col_stride6\n" + ".unreq wptr1\n" ".unreq wptr2\n" + ".unreq w_col_stride1\n" ".unreq w_col_stride2\n" + ".unreq vptr1\n" ".unreq vptr2\n" + ".unreq v_col_stride1\n" ".unreq v_col_stride2\n" + ".unreq qU15\n" ".unreq qU73\n" ".unreq qU45\n" ".unreq qU14\n" + ".unreq qW13\n" ".unreq qU62\n" ".unreq qV12\n" + ".unreq qU51\n" ".unreq qU43\n" ".unreq qU55\n" + ".unreq qU77\n" ".unreq qV13\n" ".unreq qV31\n" ".unreq qU44\n" + ".unreq qV33\n" ".unreq qU46\n" ".unreq qU11\n" ".unreq qU37\n" + ".unreq qU56\n" ".unreq qU25\n" ".unreq qU32\n" + ".unreq qU72\n" ".unreq qV22\n" + ".unreq qU67\n" ".unreq qU61\n" ".unreq qU13\n" ".unreq qW33\n" + ".unreq qU74\n" ".unreq qU34\n" ".unreq qU17\n" ".unreq qU66\n" + ".unreq qU33\n" ".unreq qU57\n" ".unreq qU21\n" + ".unreq qW23\n" ".unreq qU42\n" ".unreq qV23\n" ".unreq qU23\n" + ".unreq qU76\n" ".unreq qU47\n" ".unreq qU64\n" ".unreq qU41\n" + ".unreq qU52\n" ".unreq qU54\n" ".unreq qU75\n" ".unreq qU26\n" + ".unreq qU53\n" ".unreq qU27\n" + ".unreq qV21\n" ".unreq qU65\n" + ".unreq qU31\n" ".unreq qU24\n" ".unreq qU36\n" ".unreq qU22\n" + ".unreq qU35\n" ".unreq qU63\n" ".unreq qW12\n" + ".unreq qV32\n" ".unreq qU16\n" ".unreq qW11\n" ".unreq qU12\n" + ".unreq qW31\n" ".unreq qW22\n" ".unreq qU71\n" ".unreq qV11\n" + ".unreq qW21\n" ".unreq qW32\n" ".unreq vW13\n" + ".unreq vU15\n" ".unreq vU73\n" ".unreq vU45\n" ".unreq vU14\n" + ".unreq vU62\n" ".unreq vV12\n" + ".unreq vU51\n" ".unreq vU43\n" ".unreq vU55\n" + ".unreq vU77\n" ".unreq vV13\n" ".unreq vV31\n" ".unreq vU44\n" + ".unreq vV33\n" ".unreq vU46\n" ".unreq vU11\n" ".unreq vU37\n" + ".unreq vU56\n" ".unreq vU25\n" ".unreq vU32\n" + ".unreq vU72\n" ".unreq vV22\n" ".unreq vW21\n" ".unreq vW32\n" + ".unreq vU67\n" ".unreq vU61\n" ".unreq vU13\n" + ".unreq vU74\n" ".unreq vU34\n" ".unreq vU17\n" ".unreq vU66\n" + ".unreq vU33\n" ".unreq vU57\n" ".unreq vU21\n" ".unreq vW23\n" + ".unreq vU42\n" ".unreq vV23\n" ".unreq vU23\n" ".unreq vW33\n" + ".unreq vU76\n" ".unreq vU47\n" ".unreq vU64\n" ".unreq vU41\n" + ".unreq vU52\n" ".unreq vU54\n" ".unreq vU75\n" ".unreq vU26\n" + ".unreq vU53\n" ".unreq vU27\n" ".unreq vV21\n" ".unreq vU65\n" + ".unreq vU31\n" ".unreq vU24\n" ".unreq vU36\n" ".unreq vU22\n" + ".unreq vU35\n" ".unreq vU63\n" ".unreq vW12\n" + ".unreq vV32\n" ".unreq vU16\n" ".unreq vW11\n" ".unreq vU12\n" + ".unreq vW31\n" ".unreq vW22\n" ".unreq vU71\n" ".unreq vV11\n" + : [uptr0] "+r" (uptr0), [wptr0] "+r" (wptr0), [vptr0] "+r" (vptr0), + [n_iters] "+r" (n_iters) + : [u_row_stride] "r" (in_row_stride * sizeof(float)), + [u_col_stride] "r" (in_col_stride * sizeof(float)), + [w_row_stride] "r" (weight_row_stride * sizeof(float)), + [w_col_stride] "r" (weight_col_stride * sizeof(float)), + [v_row_stride] "r" (out_row_stride * sizeof(float)), + [v_col_stride] "r" (out_col_stride * sizeof(float)) + : "v0", "v1", "v2", "v3", "v4", "v5", "v6", "v7", "v8", "v9", "v10", "v11", + "v12", "v13", "v14", "v15", "v16", "v17", "v18", "v19", "v20", "v21", + "v22", "v23", "v24", "v25", "v26", "v27", "v28", "v29", "v30", "x0", + "x1", "x2", "x3", "x4", "x5", "x6", "x7", "x8", "x9", "x10", "x11", + "x12", "x13", "x14", "x15", "x16", "cc", "memory" + ); + } + if (channels_remaining) + { + // Fall back on the unoptimised version to clean up the tail + ConvImpl::process_tile<false>( + channels_remaining, + wptr0, weight_row_stride, weight_col_stride, + uptr0, in_row_stride, in_col_stride, + vptr0, out_row_stride, out_col_stride, + 0, 0, 0, 0, 0, 0 + ); + } +} + +#endif // __aarch64__ + +template <> +const Conv::TileFn Conv::tilefn_unpadded = ConvImpl::template process_tile<true, 0, 0, 0, 0, 0, 0>; + +template <> +const Conv::TileFn Conv::tilefn_top[n_in_pad_top_fns] = { + ConvImpl::template process_tile<true, 0, 0, 0, 0, 0, 0>, + ConvImpl::template process_tile<true, 1, 0, 0, 0, 0, 0>, +}; + 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 +const Conv::TileFn Conv::tilefn_left[n_in_pad_left_fns] = { + ConvImpl::template process_tile<true, 0, 0, 0, 0, 0, 0>, + ConvImpl::template process_tile<true, 0, 1, 0, 0, 0, 0>, }; +template <> +const Conv::TileFn Conv::tilefn_bottom[n_in_pad_bottom_fns][n_out_pad_bottom_fns] = { + { + ConvImpl::template process_tile<true, 0, 0, 0, 0, 0, 0>, + ConvImpl::template process_tile<true, 0, 0, 0, 0, 1, 0>, + ConvImpl::template process_tile<true, 0, 0, 0, 0, 2, 0>, + }, + { + ConvImpl::template process_tile<true, 0, 0, 1, 0, 0, 0>, + ConvImpl::template process_tile<true, 0, 0, 1, 0, 1, 0>, + ConvImpl::template process_tile<true, 0, 0, 1, 0, 2, 0>, + }, + { + ConvImpl::template process_tile<true, 0, 0, 2, 0, 0, 0>, + ConvImpl::template process_tile<true, 0, 0, 2, 0, 1, 0>, + ConvImpl::template process_tile<true, 0, 0, 2, 0, 2, 0>, + }, + { + ConvImpl::template process_tile<true, 0, 0, 3, 0, 0, 0>, + ConvImpl::template process_tile<true, 0, 0, 3, 0, 1, 0>, + ConvImpl::template process_tile<true, 0, 0, 3, 0, 2, 0>, + }, + { + ConvImpl::template process_tile<true, 0, 0, 4, 0, 0, 0>, + ConvImpl::template process_tile<true, 0, 0, 4, 0, 1, 0>, + ConvImpl::template process_tile<true, 0, 0, 4, 0, 2, 0>, + }, + { + ConvImpl::template process_tile<true, 0, 0, 5, 0, 0, 0>, + ConvImpl::template process_tile<true, 0, 0, 5, 0, 1, 0>, + ConvImpl::template process_tile<true, 0, 0, 5, 0, 2, 0>, + }, + { + ConvImpl::template process_tile<true, 0, 0, 6, 0, 0, 0>, + ConvImpl::template process_tile<true, 0, 0, 6, 0, 1, 0>, + ConvImpl::template process_tile<true, 0, 0, 6, 0, 2, 0>, + }, +}; + +template <> +const Conv::TileFn Conv::tilefn_right[n_in_pad_right_fns][n_out_pad_right_fns] = { + { + ConvImpl::template process_tile<true, 0, 0, 0, 0, 0, 0>, + ConvImpl::template process_tile<true, 0, 0, 0, 0, 0, 1>, + ConvImpl::template process_tile<true, 0, 0, 0, 0, 0, 2>, + }, + { + ConvImpl::template process_tile<true, 0, 0, 0, 1, 0, 0>, + ConvImpl::template process_tile<true, 0, 0, 0, 1, 0, 1>, + ConvImpl::template process_tile<true, 0, 0, 0, 1, 0, 2>, + }, + { + ConvImpl::template process_tile<true, 0, 0, 0, 2, 0, 0>, + ConvImpl::template process_tile<true, 0, 0, 0, 2, 0, 1>, + ConvImpl::template process_tile<true, 0, 0, 0, 2, 0, 2>, + }, + { + ConvImpl::template process_tile<true, 0, 0, 0, 3, 0, 0>, + ConvImpl::template process_tile<true, 0, 0, 0, 3, 0, 1>, + ConvImpl::template process_tile<true, 0, 0, 0, 3, 0, 2>, + }, + { + ConvImpl::template process_tile<true, 0, 0, 0, 4, 0, 0>, + ConvImpl::template process_tile<true, 0, 0, 0, 4, 0, 1>, + ConvImpl::template process_tile<true, 0, 0, 0, 4, 0, 2>, + }, + { + ConvImpl::template process_tile<true, 0, 0, 0, 5, 0, 0>, + ConvImpl::template process_tile<true, 0, 0, 0, 5, 0, 1>, + ConvImpl::template process_tile<true, 0, 0, 0, 5, 0, 2>, + }, + { + ConvImpl::template process_tile<true, 0, 0, 0, 6, 0, 0>, + ConvImpl::template process_tile<true, 0, 0, 0, 6, 0, 1>, + ConvImpl::template process_tile<true, 0, 0, 0, 6, 0, 2>, + }, +}; + +template <> +const Conv::TileFn Conv::tilefn_generic = ConvImpl::template process_tile<false>; 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 index a1aaaa078c..44b93a12d6 100644 --- 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 @@ -28,2668 +28,1465 @@ namespace depthwise using Conv = DepthwiseConvolution<4, 4, 3, 3, 1, 1, float, float>; using ConvImpl = DepthwiseConvolutionImpl<4, 4, 3, 3, 1, 1, float, float>; +#ifdef __aarch64__ + +template <> 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 +void ConvImpl::process_tile<true, 0, 0, 0, 0, 0, 0>( + const int n_channels, + const float* const weights, + const int weight_row_stride, + const int weight_col_stride, + const float* const inptr, + const int in_row_stride, + const int in_col_stride, + float* const outptr, + const int out_row_stride, + const int out_col_stride, + const int, const int, const int, const int, const int, const int +) +{ + constexpr auto inner_tile_rows = DWC::inner_tile_rows; + constexpr auto inner_tile_cols = DWC::inner_tile_cols; + constexpr auto kernel_rows = DWC::kernel_rows; + constexpr auto kernel_cols = DWC::kernel_cols; + constexpr auto output_tile_rows = DWC::output_tile_rows; + constexpr auto output_tile_cols = DWC::output_tile_cols; + constexpr auto stride_rows = DWC::stride_rows; + constexpr auto stride_cols = DWC::stride_cols; + + // Extract parameters + const int in_pad_top = 0; + const int in_pad_left = 0; + const int in_pad_bottom = 0; + const int in_pad_right = 0; + const int out_pad_bottom = 0; + const int out_pad_right = 0; + + // Compute valid ranges of the tile + const int in_cells_i = inner_tile_rows - in_pad_bottom; + const int in_cells_j = inner_tile_cols - in_pad_right; + const int out_cells_i = output_tile_rows - out_pad_bottom; + const int out_cells_j = output_tile_cols - out_pad_right; + + // Copy pointers + const float *uptr0 = inptr; + const float *wptr0 = weights; + float *vptr0 = outptr; + const bool same_strides = ( + weight_col_stride == in_col_stride && + weight_col_stride == out_col_stride + ); + + int channels_remaining = n_channels; + if (channels_remaining >= 4 && same_strides) + { + int c4_rem = channels_remaining / 4; + channels_remaining %= 4; + const int prefetch_depth = 8; + + asm volatile ( + "qW22 .req q0\n" "vW22 .req v0\n" + "qU64 .req q1\n" "qU35 .req q1\n" "qV41 .req q1\n" + "vU64 .req v1\n" "vU35 .req v1\n" "vV41 .req v1\n" + "qU34 .req q2\n" "qU21 .req q2\n" "qV43 .req q2\n" + "vU34 .req v2\n" "vU21 .req v2\n" "vV43 .req v2\n" + "qW21 .req q3\n" "vW21 .req v3\n" + "qU24 .req q4\n" "qU54 .req q4\n" "qV31 .req q4\n" + "vU24 .req v4\n" "vU54 .req v4\n" "vV31 .req v4\n" + "qV12 .req q5\n" "qU61 .req q5\n" "vV12 .req v5\n" "vU61 .req v5\n" + "qU26 .req q6\n" "qV32 .req q6\n" "vU26 .req v6\n" "vV32 .req v6\n" + "qU36 .req q7\n" "qU51 .req q7\n" "qU66 .req q7\n" "qU12 .req q7\n" + "vU36 .req v7\n" "vU51 .req v7\n" "vU66 .req v7\n" "vU12 .req v7\n" + "qV14 .req q8\n" "qV11 .req q8\n" "qU65 .req q8\n" + "vV14 .req v8\n" "vV11 .req v8\n" "vU65 .req v8\n" + "qU15 .req q9\n" "qU22 .req q9\n" "qU45 .req q9\n" + "vU15 .req v9\n" "vU22 .req v9\n" "vU45 .req v9\n" + "qV22 .req q10\n" "qU14 .req q10\n" "vV22 .req v10\n" "vU14 .req v10\n" + "qU44 .req q11\n" "qU43 .req q11\n" "qU11 .req q11\n" + "vU44 .req v11\n" "vU43 .req v11\n" "vU11 .req v11\n" + "qV24 .req q12\n" "qV42 .req q12\n" "vV24 .req v12\n" "vV42 .req v12\n" + "qW31 .req q13\n" "vW31 .req v13\n" "qW13 .req q14\n" "vW13 .req v14\n" + "qU33 .req q15\n" "qU62 .req q15\n" "qU25 .req q15\n" "qU56 .req q15\n" + "vU33 .req v15\n" "vU62 .req v15\n" "vU25 .req v15\n" "vU56 .req v15\n" + "qW33 .req q16\n" "vW33 .req v16\n" + "qU42 .req q17\n" "qU16 .req q17\n" "qV44 .req q17\n" + "vU42 .req v17\n" "vU16 .req v17\n" "vV44 .req v17\n" + "qU63 .req q18\n" "qU31 .req q18\n" "qV34 .req q18\n" + "vU63 .req v18\n" "vU31 .req v18\n" "vV34 .req v18\n" + "qW11 .req q19\n" "vW11 .req v19\n" "qU41 .req q20\n" "qV13 .req q20\n" + "vU41 .req v20\n" "vV13 .req v20\n" "qV33 .req q21\n" "vV33 .req v21\n" + "qU46 .req q22\n" "qU32 .req q22\n" "qU13 .req q22\n" + "vU46 .req v22\n" "vU32 .req v22\n" "vU13 .req v22\n" "qW23 .req q23\n" + "vW23 .req v23\n" "qV23 .req q24\n" "vV23 .req v24\n" + "qV21 .req q25\n" "qU55 .req q25\n" "vV21 .req v25\n" "vU55 .req v25\n" + "qW12 .req q26\n" "vW12 .req v26\n" "qW32 .req q27\n" "vW32 .req v27\n" + "qU23 .req q28\n" "qU52 .req q28\n" + "vU23 .req v28\n" "vU52 .req v28\n" "qU53 .req q29\n" "vU53 .req v29\n" + + "uptr1 .req x0\n" + "uptr2 .req x1\n" + "uptr3 .req x2\n" + "uptr4 .req x3\n" + "uptr5 .req x4\n" + + "vptr1 .req x5\n" + "vptr2 .req x6\n" + "vptr3 .req x7\n" + + "wptr1 .req x8\n" + "wptr2 .req x9\n" + + // Prepare pointers and strides + "add uptr1, %x[uptr0], %x[u_row_stride]\n" + "add uptr2, uptr1 , %x[u_row_stride]\n" + "add uptr3, uptr2 , %x[u_row_stride]\n" + "add uptr4, uptr3 , %x[u_row_stride]\n" + "add uptr5, uptr4 , %x[u_row_stride]\n" + + "add vptr1, %x[vptr0], %x[v_row_stride]\n" + "add vptr2, vptr1 , %x[v_row_stride]\n" + "add vptr3, vptr2 , %x[v_row_stride]\n" + + "add wptr1, %x[wptr0], %x[w_row_stride]\n" + "add wptr2, wptr1 , %x[w_row_stride]\n" + + // Load initial operands + "ldr qU16, [%x[uptr0], %x[uvw_col_stride5]]\n" + "ldr qW13, [%x[wptr0], %x[uvw_col_stride2]]\n" + "subs %x[c4_rem], %x[c4_rem], #1\n" + "ldr qU15, [%x[uptr0], %x[uvw_col_stride4]]\n" + "ldr qW23, [wptr1, %x[uvw_col_stride2]]\n" + "ldr qU14, [%x[uptr0], %x[uvw_col_stride3]]\n" + "ldr qW33, [wptr2, %x[uvw_col_stride2]]\n" + "ldr qU26, [uptr1, %x[uvw_col_stride5]]\n" + "ldr qW12, [%x[wptr0], %x[uvw_col_stride1]]\n" + "ldr qU25, [uptr1, %x[uvw_col_stride4]]\n" + "ldr qW22, [wptr1, %x[uvw_col_stride1]]\n" + "ldr qU36, [uptr2, %x[uvw_col_stride5]]\n" + "ldr qW32, [wptr2, %x[uvw_col_stride1]]\n" + "ldr qW11, [%x[wptr0]], #0x10\n" + "fmul vV14.4s, vU16.4s, vW13.4s\n" + "ldr qU24, [uptr1, %x[uvw_col_stride3]]\n" + "fmul vV13.4s, vU15.4s, vW13.4s\n" + "ldr qW31, [wptr2], #0x10\n" + "fmla vV14.4s, vU15.4s, vW12.4s\n" + "ldr qW21, [wptr1], #0x10\n" + "fmul vV12.4s, vU14.4s, vW13.4s\n" + "ldr qU34, [uptr2, %x[uvw_col_stride3]]\n" + "fmla vV13.4s, vU14.4s, vW12.4s\n" + "ldr qU46, [uptr3, %x[uvw_col_stride5]]\n" + "fmla vV14.4s, vU14.4s, vW11.4s\n" + "ldr qU45, [uptr3, %x[uvw_col_stride4]]\n" + "fmla vV14.4s, vU26.4s, vW23.4s\n" + "ldr qU35, [uptr2, %x[uvw_col_stride4]]\n" + "fmul vV24.4s, vU26.4s, vW13.4s\n" + "ldr qU44, [uptr3, %x[uvw_col_stride3]]\n" + "fmla vV13.4s, vU25.4s, vW23.4s\n" + "beq 2f\n" // Single iteration only + + "1:" // Loop body + "fmla vV14.4s, vU25.4s, vW22.4s\n" + "prfm pldl1keep, [%x[wptr0], %[prftch]]\n" + "fmul vV23.4s, vU25.4s, vW13.4s\n" + "prfm pldl1keep, [%x[wptr0], %x[prftch_uvw_col_stride1]]\n" + "fmla vV24.4s, vU25.4s, vW12.4s\n" + "ldr qU56, [uptr4, %x[uvw_col_stride5]]\n" + "fmla vV12.4s, vU24.4s, vW23.4s\n" + "prfm pldl1keep, [%x[wptr0], %x[prftch_uvw_col_stride2] ]\n" + "fmla vV13.4s, vU24.4s, vW22.4s\n" + "prfm pldl1keep, [ wptr1 , %[prftch]]\n" + "fmla vV14.4s, vU24.4s, vW21.4s\n" + "prfm pldl1keep, [ wptr1 , %x[prftch_uvw_col_stride1]]\n" + "fmul vV22.4s, vU24.4s, vW13.4s\n" + "prfm pldl1keep, [ wptr1 , %x[prftch_uvw_col_stride2] ]\n" + "fmla vV23.4s, vU24.4s, vW12.4s\n" + "prfm pldl1keep, [ wptr2 , %x[prftch]]\n" + "fmla vV24.4s, vU24.4s, vW11.4s\n" + "ldr qU55, [uptr4, %x[uvw_col_stride4]]\n" + "fmla vV14.4s, vU36.4s, vW33.4s\n" + "prfm pldl1keep, [ wptr2 , %x[prftch_uvw_col_stride1]]\n" + "fmla vV24.4s, vU36.4s, vW23.4s\n" + "prfm pldl1keep, [ wptr2 , %x[prftch_uvw_col_stride2] ]\n" + "fmul vV34.4s, vU36.4s, vW13.4s\n" + "ldr qU54, [uptr4, %x[uvw_col_stride3]]\n" + "fmla vV13.4s, vU35.4s, vW33.4s\n" + "prfm pldl1keep, [ uptr2 , %x[prftch_uvw_col_stride1]]\n" + "fmla vV14.4s, vU35.4s, vW32.4s\n" + "prfm pldl1keep, [ uptr2 , %x[prftch_uvw_col_stride2] ]\n" + "fmla vV23.4s, vU35.4s, vW23.4s\n" + "prfm pldl1keep, [ uptr2 , %x[prftch_uvw_col_stride3] ]\n" + "fmla vV24.4s, vU35.4s, vW22.4s\n" + "prfm pldl1keep, [ uptr2 , %x[prftch_uvw_col_stride4] ]\n" + "fmul vV33.4s, vU35.4s, vW13.4s\n" + "prfm pldl1keep, [ uptr2 , %x[prftch_uvw_col_stride5] ]\n" + "fmla vV34.4s, vU35.4s, vW12.4s\n" + "ldr qU66, [uptr5, %x[uvw_col_stride5]]\n" + "fmla vV12.4s, vU34.4s, vW33.4s\n" + "prfm pldl1keep, [ uptr3 , %[prftch]]\n" + "fmla vV13.4s, vU34.4s, vW32.4s\n" + "prfm pldl1keep, [ uptr3 , %x[prftch_uvw_col_stride1]]\n" + "fmla vV14.4s, vU34.4s, vW31.4s\n" + "str qV14, [%x[vptr0], %x[uvw_col_stride3]]\n" + "fmla vV22.4s, vU34.4s, vW23.4s\n" + "prfm pldl1keep, [ uptr3 , %x[prftch_uvw_col_stride2] ]\n" + "fmla vV23.4s, vU34.4s, vW22.4s\n" + "prfm pldl1keep, [ uptr3 , %x[prftch_uvw_col_stride3] ]\n" + "fmla vV24.4s, vU34.4s, vW21.4s\n" + "prfm pldl1keep, [ uptr3 , %x[prftch_uvw_col_stride4] ]\n" + "fmul vV32.4s, vU34.4s, vW13.4s\n" + "prfm pldl1keep, [ uptr3 , %x[prftch_uvw_col_stride5] ]\n" + "fmla vV33.4s, vU34.4s, vW12.4s\n" + "prfm pldl1keep, [ uptr4 , %[prftch]]\n" + "fmla vV34.4s, vU34.4s, vW11.4s\n" + "ldr qU65, [uptr5, %x[uvw_col_stride4]]\n" + "fmla vV24.4s, vU46.4s, vW33.4s\n" + "prfm pldl1keep, [ uptr4 , %x[prftch_uvw_col_stride1]]\n" + "fmla vV34.4s, vU46.4s, vW23.4s\n" + "prfm pldl1keep, [ uptr4 , %x[prftch_uvw_col_stride2] ]\n" + "fmul vV44.4s, vU46.4s, vW13.4s\n" + "ldr qU64, [uptr5, %x[uvw_col_stride3]]\n" + "fmla vV23.4s, vU45.4s, vW33.4s\n" + "prfm pldl1keep, [ uptr4 , %x[prftch_uvw_col_stride3] ]\n" + "fmla vV24.4s, vU45.4s, vW32.4s\n" + "prfm pldl1keep, [ uptr4 , %x[prftch_uvw_col_stride4] ]\n" + "fmla vV33.4s, vU45.4s, vW23.4s\n" + "prfm pldl1keep, [ uptr4 , %x[prftch_uvw_col_stride5] ]\n" + "fmla vV34.4s, vU45.4s, vW22.4s\n" + "prfm pldl1keep, [ uptr5 , %[prftch]]\n" + "fmul vV43.4s, vU45.4s, vW13.4s\n" + "prfm pldl1keep, [ uptr5 , %x[prftch_uvw_col_stride1]]\n" + "fmla vV44.4s, vU45.4s, vW12.4s\n" + "ldr qU13, [%x[uptr0], %x[uvw_col_stride2]]\n" + "fmla vV22.4s, vU44.4s, vW33.4s\n" + "prfm pldl1keep, [ uptr5 , %x[prftch_uvw_col_stride2] ]\n" + "fmla vV23.4s, vU44.4s, vW32.4s\n" + "prfm pldl1keep, [ uptr5 , %x[prftch_uvw_col_stride3] ]\n" + "fmla vV24.4s, vU44.4s, vW31.4s\n" + "str qV24, [vptr1, %x[uvw_col_stride3]]\n" + "fmla vV32.4s, vU44.4s, vW23.4s\n" + "prfm pldl1keep, [ uptr5 , %x[prftch_uvw_col_stride4] ]\n" + "fmla vV33.4s, vU44.4s, vW22.4s\n" + "prfm pldl1keep, [ uptr5 , %x[prftch_uvw_col_stride5] ]\n" + "fmla vV34.4s, vU44.4s, vW21.4s\n" + "prfm pstl1keep, [%x[vptr0], %[prftch]]\n" + "fmul vV42.4s, vU44.4s, vW13.4s\n" + "prfm pstl1keep, [%x[vptr0], %x[prftch_uvw_col_stride1]]\n" + "fmla vV43.4s, vU44.4s, vW12.4s\n" + "prfm pstl1keep, [%x[vptr0], %x[prftch_uvw_col_stride2] ]\n" + "fmla vV44.4s, vU44.4s, vW11.4s\n" + "ldr qU23, [uptr1, %x[uvw_col_stride2]]\n" + "fmla vV34.4s, vU56.4s, vW33.4s\n" + "prfm pstl1keep, [%x[vptr0], %x[prftch_uvw_col_stride3] ]\n" + "fmla vV44.4s, vU56.4s, vW23.4s\n" + "ldr qU33, [uptr2, %x[uvw_col_stride2]]\n" + "fmla vV33.4s, vU55.4s, vW33.4s\n" + "prfm pstl1keep, [ vptr1 , %[prftch]]\n" + "fmla vV34.4s, vU55.4s, vW32.4s\n" + "prfm pstl1keep, [ vptr1 , %x[prftch_uvw_col_stride1]]\n" + "fmla vV43.4s, vU55.4s, vW23.4s\n" + "prfm pstl1keep, [ vptr1 , %x[prftch_uvw_col_stride2] ]\n" + "fmla vV44.4s, vU55.4s, vW22.4s\n" + "ldr qU43, [uptr3, %x[uvw_col_stride2]]\n" + "fmla vV32.4s, vU54.4s, vW33.4s\n" + "prfm pstl1keep, [ vptr1 , %x[prftch_uvw_col_stride3] ]\n" + "fmla vV33.4s, vU54.4s, vW32.4s\n" + "prfm pstl1keep, [ vptr2 , %[prftch]]\n" + "fmla vV34.4s, vU54.4s, vW31.4s\n" + "str qV34, [vptr2, %x[uvw_col_stride3]]\n" + "fmla vV42.4s, vU54.4s, vW23.4s\n" + "prfm pstl1keep, [ vptr2 , %x[prftch_uvw_col_stride1]]\n" + "fmla vV43.4s, vU54.4s, vW22.4s\n" + "prfm pstl1keep, [ vptr2 , %x[prftch_uvw_col_stride2] ]\n" + "fmla vV44.4s, vU54.4s, vW21.4s\n" + "ldr qU53, [uptr4, %x[uvw_col_stride2]]\n" + "fmla vV44.4s, vU66.4s, vW33.4s\n" + "ldr qU63, [uptr5, %x[uvw_col_stride2]]\n" + "fmla vV43.4s, vU65.4s, vW33.4s\n" + "prfm pstl1keep, [ vptr2 , %x[prftch_uvw_col_stride3] ]\n" + "fmla vV44.4s, vU65.4s, vW32.4s\n" + "ldr qU12, [%x[uptr0], %x[uvw_col_stride1]]\n" + "fmla vV42.4s, vU64.4s, vW33.4s\n" + "prfm pstl1keep, [ vptr3 , %[prftch]]\n" + "fmla vV43.4s, vU64.4s, vW32.4s\n" + "prfm pstl1keep, [ vptr3 , %x[prftch_uvw_col_stride1]]\n" + "fmla vV44.4s, vU64.4s, vW31.4s\n" + "str qV44, [vptr3, %x[uvw_col_stride3]]\n" + "fmul vV11.4s, vU13.4s, vW13.4s\n" + "ldr qU22, [uptr1, %x[uvw_col_stride1]]\n" + "fmla vV12.4s, vU13.4s, vW12.4s\n" + "prfm pstl1keep, [ vptr3 , %x[prftch_uvw_col_stride2] ]\n" + "fmla vV13.4s, vU13.4s, vW11.4s\n" + "ldr qU32, [uptr2, %x[uvw_col_stride1]]\n" + "fmla vV11.4s, vU23.4s, vW23.4s\n" + "prfm pstl1keep, [ vptr3 , %x[prftch_uvw_col_stride3] ]\n" + "fmla vV12.4s, vU23.4s, vW22.4s\n" + "fmla vV13.4s, vU23.4s, vW21.4s\n" + "fmul vV21.4s, vU23.4s, vW13.4s\n" + "fmla vV22.4s, vU23.4s, vW12.4s\n" + "fmla vV23.4s, vU23.4s, vW11.4s\n" + "ldr qU42, [uptr3, %x[uvw_col_stride1]]\n" + "fmla vV11.4s, vU33.4s, vW33.4s\n" + "fmla vV12.4s, vU33.4s, vW32.4s\n" + "fmla vV13.4s, vU33.4s, vW31.4s\n" + "str qV13, [%x[vptr0], %x[uvw_col_stride2]]\n" + "fmla vV21.4s, vU33.4s, vW23.4s\n" + "fmla vV22.4s, vU33.4s, vW22.4s\n" + "fmla vV23.4s, vU33.4s, vW21.4s\n" + "fmul vV31.4s, vU33.4s, vW13.4s\n" + "fmla vV32.4s, vU33.4s, vW12.4s\n" + "fmla vV33.4s, vU33.4s, vW11.4s\n" + "ldr qU52, [uptr4, %x[uvw_col_stride1]]\n" + "fmla vV21.4s, vU43.4s, vW33.4s\n" + "fmla vV22.4s, vU43.4s, vW32.4s\n" + "fmla vV23.4s, vU43.4s, vW31.4s\n" + "str qV23, [vptr1, %x[uvw_col_stride2]]\n" + "fmla vV31.4s, vU43.4s, vW23.4s\n" + "fmla vV32.4s, vU43.4s, vW22.4s\n" + "fmla vV33.4s, vU43.4s, vW21.4s\n" + "fmul vV41.4s, vU43.4s, vW13.4s\n" + "ldr qW13, [%x[wptr0], %x[uvw_col_stride2]]\n" + "fmla vV42.4s, vU43.4s, vW12.4s\n" + "fmla vV43.4s, vU43.4s, vW11.4s\n" + "ldr qU62, [uptr5, %x[uvw_col_stride1]]\n" + "fmla vV31.4s, vU53.4s, vW33.4s\n" + "fmla vV32.4s, vU53.4s, vW32.4s\n" + "fmla vV33.4s, vU53.4s, vW31.4s\n" + "str qV33, [vptr2, %x[uvw_col_stride2]]\n" + "fmla vV41.4s, vU53.4s, vW23.4s\n" + "ldr qW23, [wptr1, %x[uvw_col_stride2]]\n" + "fmla vV42.4s, vU53.4s, vW22.4s\n" + "fmla vV43.4s, vU53.4s, vW21.4s\n" + "ldr qU11, [%x[uptr0]], #0x10\n" + "fmla vV41.4s, vU63.4s, vW33.4s\n" + "ldr qW33, [wptr2, %x[uvw_col_stride2]]\n" + "fmla vV42.4s, vU63.4s, vW32.4s\n" + "prfm pldl1keep, [%x[uptr0], %[prftch]]\n" + "fmla vV43.4s, vU63.4s, vW31.4s\n" + "str qV43, [vptr3, %x[uvw_col_stride2]]\n" + "fmla vV11.4s, vU12.4s, vW12.4s\n" + "ldr qU21, [uptr1], #0x10\n" + "fmla vV12.4s, vU12.4s, vW11.4s\n" + "ldr qU31, [uptr2], #0x10\n" + "fmla vV11.4s, vU22.4s, vW22.4s\n" + "prfm pldl1keep, [%x[uptr0], %x[prftch_uvw_col_stride1]]\n" + "fmla vV12.4s, vU22.4s, vW21.4s\n" + "prfm pldl1keep, [%x[uptr0], %x[prftch_uvw_col_stride2] ]\n" + "fmla vV21.4s, vU22.4s, vW12.4s\n" + "prfm pldl1keep, [%x[uptr0], %x[prftch_uvw_col_stride3] ]\n" + "fmla vV22.4s, vU22.4s, vW11.4s\n" + "ldr qU41, [uptr3], #0x10\n" + "fmla vV11.4s, vU32.4s, vW32.4s\n" + "prfm pldl1keep, [%x[uptr0], %x[prftch_uvw_col_stride4] ]\n" + "fmla vV12.4s, vU32.4s, vW31.4s\n" + "str qV12, [%x[vptr0], %x[uvw_col_stride1]]\n" + "fmla vV21.4s, vU32.4s, vW22.4s\n" + "prfm pldl1keep, [%x[uptr0], %x[prftch_uvw_col_stride5] ]\n" + "fmla vV22.4s, vU32.4s, vW21.4s\n" + "prfm pldl1keep, [ uptr1 , %[prftch]]\n" + "fmla vV31.4s, vU32.4s, vW12.4s\n" + "prfm pldl1keep, [ uptr1 , %x[prftch_uvw_col_stride1]]\n" + "fmla vV32.4s, vU32.4s, vW11.4s\n" + "ldr qU51, [uptr4], #0x10\n" + "fmla vV21.4s, vU42.4s, vW32.4s\n" + "prfm pldl1keep, [ uptr1 , %x[prftch_uvw_col_stride2] ]\n" + "fmla vV22.4s, vU42.4s, vW31.4s\n" + "str qV22, [vptr1, %x[uvw_col_stride1]]\n" + "fmla vV31.4s, vU42.4s, vW22.4s\n" + "prfm pldl1keep, [ uptr1 , %x[prftch_uvw_col_stride3] ]\n" + "fmla vV32.4s, vU42.4s, vW21.4s\n" + "subs %x[c4_rem], %x[c4_rem], #1\n" + "fmla vV41.4s, vU42.4s, vW12.4s\n" + "ldr qW12, [%x[wptr0], %x[uvw_col_stride1]]\n" + "fmla vV42.4s, vU42.4s, vW11.4s\n" + "ldr qU61, [uptr5], #0x10\n" + "fmla vV31.4s, vU52.4s, vW32.4s\n" + "prfm pldl1keep, [ uptr1 , %x[prftch_uvw_col_stride4] ]\n" + "fmla vV32.4s, vU52.4s, vW31.4s\n" + "str qV32, [vptr2, %x[uvw_col_stride1]]\n" + "fmla vV41.4s, vU52.4s, vW22.4s\n" + "ldr qW22, [wptr1, %x[uvw_col_stride1]]\n" + "fmla vV42.4s, vU52.4s, vW21.4s\n" + "ldr qU16, [%x[uptr0], %x[uvw_col_stride5]]\n" + "fmla vV41.4s, vU62.4s, vW32.4s\n" + "ldr qW32, [wptr2, %x[uvw_col_stride1]]\n" + "fmla vV42.4s, vU62.4s, vW31.4s\n" + "str qV42, [vptr3, %x[uvw_col_stride1]]\n" + "fmla vV11.4s, vU11.4s, vW11.4s\n" + "ldr qU15, [%x[uptr0], %x[uvw_col_stride4]]\n" + "fmla vV11.4s, vU21.4s, vW21.4s\n" + "ldr qU14, [%x[uptr0], %x[uvw_col_stride3]]\n" + "fmla vV21.4s, vU21.4s, vW11.4s\n" + "ldr qU26, [uptr1, %x[uvw_col_stride5]]\n" + "fmla vV11.4s, vU31.4s, vW31.4s\n" + "str qV11, [%x[vptr0]], #0x10\n" + "fmla vV21.4s, vU31.4s, vW21.4s\n" + "prfm pldl1keep, [ uptr1 , %x[prftch_uvw_col_stride5] ]\n" + "fmla vV31.4s, vU31.4s, vW11.4s\n" + "ldr qU25, [uptr1, %x[uvw_col_stride4]]\n" + "fmla vV21.4s, vU41.4s, vW31.4s\n" + "str qV21, [vptr1], #0x10\n" + "fmla vV31.4s, vU41.4s, vW21.4s\n" + "prfm pldl1keep, [ uptr2 , %[prftch]]\n" + "fmla vV41.4s, vU41.4s, vW11.4s\n" + "ldr qW11, [%x[wptr0]], #0x10\n" + "fmla vV31.4s, vU51.4s, vW31.4s\n" + "str qV31, [vptr2], #0x10\n" + "fmla vV41.4s, vU51.4s, vW21.4s\n" + "ldr qU36, [uptr2, %x[uvw_col_stride5]]\n" + "fmla vV41.4s, vU61.4s, vW31.4s\n" + "str qV41, [vptr3], #0x10\n" + "fmul vV14.4s, vU16.4s, vW13.4s\n" + "ldr qU24, [uptr1, %x[uvw_col_stride3]]\n" + "fmul vV13.4s, vU15.4s, vW13.4s\n" + "ldr qW31, [wptr2], #0x10\n" + "fmla vV14.4s, vU15.4s, vW12.4s\n" + "ldr qW21, [wptr1], #0x10\n" + "fmul vV12.4s, vU14.4s, vW13.4s\n" + "ldr qU34, [uptr2, %x[uvw_col_stride3]]\n" + "fmla vV13.4s, vU14.4s, vW12.4s\n" + "ldr qU46, [uptr3, %x[uvw_col_stride5]]\n" + "fmla vV14.4s, vU14.4s, vW11.4s\n" + "ldr qU45, [uptr3, %x[uvw_col_stride4]]\n" + "fmla vV14.4s, vU26.4s, vW23.4s\n" + "ldr qU35, [uptr2, %x[uvw_col_stride4]]\n" + "fmul vV24.4s, vU26.4s, vW13.4s\n" + "ldr qU44, [uptr3, %x[uvw_col_stride3]]\n" + "fmla vV13.4s, vU25.4s, vW23.4s\n" + "bne 1b\n" + + "2:" // Final iteration + "fmla vV14.4s, vU25.4s, vW22.4s\n" + "fmul vV23.4s, vU25.4s, vW13.4s\n" + "fmla vV24.4s, vU25.4s, vW12.4s\n" + "ldr qU56, [uptr4, %x[uvw_col_stride5]]\n" + "fmla vV12.4s, vU24.4s, vW23.4s\n" + "fmla vV13.4s, vU24.4s, vW22.4s\n" + "fmla vV14.4s, vU24.4s, vW21.4s\n" + "fmul vV22.4s, vU24.4s, vW13.4s\n" + "fmla vV23.4s, vU24.4s, vW12.4s\n" + "fmla vV24.4s, vU24.4s, vW11.4s\n" + "ldr qU55, [uptr4, %x[uvw_col_stride4]]\n" + "fmla vV14.4s, vU36.4s, vW33.4s\n" + "fmla vV24.4s, vU36.4s, vW23.4s\n" + "fmul vV34.4s, vU36.4s, vW13.4s\n" + "ldr qU54, [uptr4, %x[uvw_col_stride3]]\n" + "fmla vV13.4s, vU35.4s, vW33.4s\n" + "fmla vV14.4s, vU35.4s, vW32.4s\n" + "fmla vV23.4s, vU35.4s, vW23.4s\n" + "fmla vV24.4s, vU35.4s, vW22.4s\n" + "fmul vV33.4s, vU35.4s, vW13.4s\n" + "fmla vV34.4s, vU35.4s, vW12.4s\n" + "ldr qU66, [uptr5, %x[uvw_col_stride5]]\n" + "fmla vV12.4s, vU34.4s, vW33.4s\n" + "fmla vV13.4s, vU34.4s, vW32.4s\n" + "fmla vV14.4s, vU34.4s, vW31.4s\n" + "str qV14, [%x[vptr0], %x[uvw_col_stride3]]\n" + "fmla vV22.4s, vU34.4s, vW23.4s\n" + "fmla vV23.4s, vU34.4s, vW22.4s\n" + "fmla vV24.4s, vU34.4s, vW21.4s\n" + "fmul vV32.4s, vU34.4s, vW13.4s\n" + "fmla vV33.4s, vU34.4s, vW12.4s\n" + "fmla vV34.4s, vU34.4s, vW11.4s\n" + "ldr qU65, [uptr5, %x[uvw_col_stride4]]\n" + "fmla vV24.4s, vU46.4s, vW33.4s\n" + "fmla vV34.4s, vU46.4s, vW23.4s\n" + "fmul vV44.4s, vU46.4s, vW13.4s\n" + "ldr qU64, [uptr5, %x[uvw_col_stride3]]\n" + "fmla vV23.4s, vU45.4s, vW33.4s\n" + "fmla vV24.4s, vU45.4s, vW32.4s\n" + "fmla vV33.4s, vU45.4s, vW23.4s\n" + "fmla vV34.4s, vU45.4s, vW22.4s\n" + "fmul vV43.4s, vU45.4s, vW13.4s\n" + "fmla vV44.4s, vU45.4s, vW12.4s\n" + "ldr qU13, [%x[uptr0], %x[uvw_col_stride2]]\n" + "fmla vV22.4s, vU44.4s, vW33.4s\n" + "fmla vV23.4s, vU44.4s, vW32.4s\n" + "fmla vV24.4s, vU44.4s, vW31.4s\n" + "str qV24, [vptr1, %x[uvw_col_stride3]]\n" + "fmla vV32.4s, vU44.4s, vW23.4s\n" + "fmla vV33.4s, vU44.4s, vW22.4s\n" + "fmla vV34.4s, vU44.4s, vW21.4s\n" + "fmul vV42.4s, vU44.4s, vW13.4s\n" + "fmla vV43.4s, vU44.4s, vW12.4s\n" + "fmla vV44.4s, vU44.4s, vW11.4s\n" + "ldr qU23, [uptr1, %x[uvw_col_stride2]]\n" + "fmla vV34.4s, vU56.4s, vW33.4s\n" + "fmla vV44.4s, vU56.4s, vW23.4s\n" + "ldr qU33, [uptr2, %x[uvw_col_stride2]]\n" + "fmla vV33.4s, vU55.4s, vW33.4s\n" + "fmla vV34.4s, vU55.4s, vW32.4s\n" + "fmla vV43.4s, vU55.4s, vW23.4s\n" + "fmla vV44.4s, vU55.4s, vW22.4s\n" + "ldr qU43, [uptr3, %x[uvw_col_stride2]]\n" + "fmla vV32.4s, vU54.4s, vW33.4s\n" + "fmla vV33.4s, vU54.4s, vW32.4s\n" + "fmla vV34.4s, vU54.4s, vW31.4s\n" + "str qV34, [vptr2, %x[uvw_col_stride3]]\n" + "fmla vV42.4s, vU54.4s, vW23.4s\n" + "fmla vV43.4s, vU54.4s, vW22.4s\n" + "fmla vV44.4s, vU54.4s, vW21.4s\n" + "ldr qU53, [uptr4, %x[uvw_col_stride2]]\n" + "fmla vV44.4s, vU66.4s, vW33.4s\n" + "ldr qU63, [uptr5, %x[uvw_col_stride2]]\n" + "fmla vV43.4s, vU65.4s, vW33.4s\n" + "fmla vV44.4s, vU65.4s, vW32.4s\n" + "ldr qU12, [%x[uptr0], %x[uvw_col_stride1]]\n" + "fmla vV42.4s, vU64.4s, vW33.4s\n" + "fmla vV43.4s, vU64.4s, vW32.4s\n" + "fmla vV44.4s, vU64.4s, vW31.4s\n" + "str qV44, [vptr3, %x[uvw_col_stride3]]\n" + "fmul vV11.4s, vU13.4s, vW13.4s\n" + "ldr qU22, [uptr1, %x[uvw_col_stride1]]\n" + "fmla vV12.4s, vU13.4s, vW12.4s\n" + "fmla vV13.4s, vU13.4s, vW11.4s\n" + "ldr qU32, [uptr2, %x[uvw_col_stride1]]\n" + "fmla vV11.4s, vU23.4s, vW23.4s\n" + "fmla vV12.4s, vU23.4s, vW22.4s\n" + "fmla vV13.4s, vU23.4s, vW21.4s\n" + "fmul vV21.4s, vU23.4s, vW13.4s\n" + "fmla vV22.4s, vU23.4s, vW12.4s\n" + "fmla vV23.4s, vU23.4s, vW11.4s\n" + "ldr qU42, [uptr3, %x[uvw_col_stride1]]\n" + "fmla vV11.4s, vU33.4s, vW33.4s\n" + "fmla vV12.4s, vU33.4s, vW32.4s\n" + "fmla vV13.4s, vU33.4s, vW31.4s\n" + "str qV13, [%x[vptr0], %x[uvw_col_stride2]]\n" + "fmla vV21.4s, vU33.4s, vW23.4s\n" + "fmla vV22.4s, vU33.4s, vW22.4s\n" + "fmla vV23.4s, vU33.4s, vW21.4s\n" + "fmul vV31.4s, vU33.4s, vW13.4s\n" + "fmla vV32.4s, vU33.4s, vW12.4s\n" + "fmla vV33.4s, vU33.4s, vW11.4s\n" + "ldr qU52, [uptr4, %x[uvw_col_stride1]]\n" + "fmla vV21.4s, vU43.4s, vW33.4s\n" + "fmla vV22.4s, vU43.4s, vW32.4s\n" + "fmla vV23.4s, vU43.4s, vW31.4s\n" + "str qV23, [vptr1, %x[uvw_col_stride2]]\n" + "fmla vV31.4s, vU43.4s, vW23.4s\n" + "fmla vV32.4s, vU43.4s, vW22.4s\n" + "fmla vV33.4s, vU43.4s, vW21.4s\n" + "fmul vV41.4s, vU43.4s, vW13.4s\n" + "fmla vV42.4s, vU43.4s, vW12.4s\n" + "fmla vV43.4s, vU43.4s, vW11.4s\n" + "ldr qU62, [uptr5, %x[uvw_col_stride1]]\n" + "fmla vV31.4s, vU53.4s, vW33.4s\n" + "fmla vV32.4s, vU53.4s, vW32.4s\n" + "fmla vV33.4s, vU53.4s, vW31.4s\n" + "str qV33, [vptr2, %x[uvw_col_stride2]]\n" + "fmla vV41.4s, vU53.4s, vW23.4s\n" + "fmla vV42.4s, vU53.4s, vW22.4s\n" + "fmla vV43.4s, vU53.4s, vW21.4s\n" + "ldr qU11, [%x[uptr0]], #0x10\n" + "fmla vV41.4s, vU63.4s, vW33.4s\n" + "fmla vV42.4s, vU63.4s, vW32.4s\n" + "fmla vV43.4s, vU63.4s, vW31.4s\n" + "str qV43, [vptr3, %x[uvw_col_stride2]]\n" + "fmla vV11.4s, vU12.4s, vW12.4s\n" + "ldr qU21, [uptr1], #0x10\n" + "fmla vV12.4s, vU12.4s, vW11.4s\n" + "ldr qU31, [uptr2], #0x10\n" + "fmla vV11.4s, vU22.4s, vW22.4s\n" + "fmla vV12.4s, vU22.4s, vW21.4s\n" + "fmla vV21.4s, vU22.4s, vW12.4s\n" + "fmla vV22.4s, vU22.4s, vW11.4s\n" + "ldr qU41, [uptr3], #0x10\n" + "fmla vV11.4s, vU32.4s, vW32.4s\n" + "fmla vV12.4s, vU32.4s, vW31.4s\n" + "str qV12, [%x[vptr0], %x[uvw_col_stride1]]\n" + "fmla vV21.4s, vU32.4s, vW22.4s\n" + "fmla vV22.4s, vU32.4s, vW21.4s\n" + "fmla vV31.4s, vU32.4s, vW12.4s\n" + "fmla vV32.4s, vU32.4s, vW11.4s\n" + "ldr qU51, [uptr4], #0x10\n" + "fmla vV21.4s, vU42.4s, vW32.4s\n" + "fmla vV22.4s, vU42.4s, vW31.4s\n" + "str qV22, [vptr1, %x[uvw_col_stride1]]\n" + "fmla vV31.4s, vU42.4s, vW22.4s\n" + "fmla vV32.4s, vU42.4s, vW21.4s\n" + "subs %x[c4_rem], %x[c4_rem], #1\n" + "fmla vV41.4s, vU42.4s, vW12.4s\n" + "fmla vV42.4s, vU42.4s, vW11.4s\n" + "ldr qU61, [uptr5], #0x10\n" + "fmla vV31.4s, vU52.4s, vW32.4s\n" + "fmla vV32.4s, vU52.4s, vW31.4s\n" + "str qV32, [vptr2, %x[uvw_col_stride1]]\n" + "fmla vV41.4s, vU52.4s, vW22.4s\n" + "fmla vV42.4s, vU52.4s, vW21.4s\n" + "fmla vV41.4s, vU62.4s, vW32.4s\n" + "fmla vV42.4s, vU62.4s, vW31.4s\n" + "str qV42, [vptr3, %x[uvw_col_stride1]]\n" + "fmla vV11.4s, vU11.4s, vW11.4s\n" + "fmla vV11.4s, vU21.4s, vW21.4s\n" + "fmla vV21.4s, vU21.4s, vW11.4s\n" + "fmla vV11.4s, vU31.4s, vW31.4s\n" + "str qV11, [%x[vptr0]], #0x10\n" + "fmla vV21.4s, vU31.4s, vW21.4s\n" + "fmla vV31.4s, vU31.4s, vW11.4s\n" + "fmla vV21.4s, vU41.4s, vW31.4s\n" + "str qV21, [vptr1], #0x10\n" + "fmla vV31.4s, vU41.4s, vW21.4s\n" + "fmla vV41.4s, vU41.4s, vW11.4s\n" + "fmla vV31.4s, vU51.4s, vW31.4s\n" + "str qV31, [vptr2], #0x10\n" + "fmla vV41.4s, vU51.4s, vW21.4s\n" + "fmla vV41.4s, vU61.4s, vW31.4s\n" + "str qV41, [vptr3], #0x10\n" + + ".unreq qW22\n" ".unreq qU64\n" ".unreq qU35\n" ".unreq qV41\n" + ".unreq qU34\n" ".unreq qU21\n" ".unreq qV43\n" ".unreq qW21\n" + ".unreq qU24\n" ".unreq qU54\n" ".unreq qV31\n" ".unreq qV12\n" + ".unreq qU61\n" ".unreq qU26\n" ".unreq qV32\n" + ".unreq qU36\n" ".unreq qU51\n" ".unreq qU66\n" ".unreq qU12\n" + ".unreq qV14\n" ".unreq qV11\n" ".unreq qU65\n" + ".unreq qU15\n" ".unreq qU22\n" ".unreq qU45\n" + ".unreq qV22\n" ".unreq qU14\n" + ".unreq qU44\n" ".unreq qU43\n" ".unreq qU11\n" + ".unreq qV24\n" ".unreq qV42\n" ".unreq qW31\n" ".unreq qW13\n" + ".unreq qU33\n" ".unreq qU62\n" ".unreq qU25\n" ".unreq qU56\n" + ".unreq qW33\n" + ".unreq qU42\n" ".unreq qU16\n" ".unreq qV44\n" + ".unreq qU63\n" ".unreq qU31\n" ".unreq qV34\n" + ".unreq qW11\n" ".unreq qU41\n" ".unreq qV13\n" ".unreq qV33\n" + ".unreq qU46\n" ".unreq qU32\n" ".unreq qU13\n" + ".unreq qW23\n" ".unreq qV23\n" ".unreq qV21\n" ".unreq qU55\n" + ".unreq qW12\n" ".unreq qW32\n" ".unreq qU23\n" ".unreq qU52\n" + ".unreq qU53\n" ".unreq vW22\n" + ".unreq vU64\n" ".unreq vU35\n" ".unreq vV41\n" + ".unreq vU34\n" ".unreq vU21\n" ".unreq vV43\n" ".unreq vW21\n" + ".unreq vU24\n" ".unreq vU54\n" ".unreq vV31\n" + ".unreq vV12\n" ".unreq vU61\n" + ".unreq vU26\n" ".unreq vV32\n" + ".unreq vU36\n" ".unreq vU51\n" ".unreq vU66\n" ".unreq vU12\n" + ".unreq vV14\n" ".unreq vV11\n" ".unreq vU65\n" + ".unreq vU15\n" ".unreq vU22\n" ".unreq vU45\n" + ".unreq vV22\n" ".unreq vU14\n" + ".unreq vU44\n" ".unreq vU43\n" ".unreq vU11\n" + ".unreq vV24\n" ".unreq vV42\n" ".unreq vW31\n" ".unreq vW13\n" + ".unreq vU33\n" ".unreq vU62\n" ".unreq vU25\n" ".unreq vU56\n" + ".unreq vW33\n" ".unreq vU42\n" ".unreq vU16\n" ".unreq vV44\n" + ".unreq vU63\n" ".unreq vU31\n" ".unreq vV34\n" ".unreq vW11\n" + ".unreq vU41\n" ".unreq vV13\n" ".unreq vV33\n" + ".unreq vU46\n" ".unreq vU32\n" ".unreq vU13\n" ".unreq vW23\n" + ".unreq vV23\n" ".unreq vV21\n" ".unreq vU55\n" ".unreq vW12\n" + ".unreq vW32\n" ".unreq vU23\n" ".unreq vU52\n" ".unreq vU53\n" + : [uptr0] "+r" (uptr0), [vptr0] "+r" (vptr0), [wptr0] "+r" (wptr0), + [c4_rem] "+r" (c4_rem) + : [u_row_stride] "r" (in_row_stride * sizeof(float)), + [v_row_stride] "r" (out_row_stride * sizeof(float)), + [w_row_stride] "r" (weight_row_stride * sizeof(float)), + [uvw_col_stride1] "r" (1 * in_col_stride * sizeof(float)), + [uvw_col_stride2] "r" (2 * in_col_stride * sizeof(float)), + [uvw_col_stride3] "r" (3 * in_col_stride * sizeof(float)), + [uvw_col_stride4] "r" (4 * in_col_stride * sizeof(float)), + [uvw_col_stride5] "r" (5 * in_col_stride * sizeof(float)), + [prftch] "i" (prefetch_depth * sizeof(float)), + [prftch_uvw_col_stride1] "r" ((prefetch_depth + 1 * in_col_stride) * sizeof(float)), + [prftch_uvw_col_stride2] "r" ((prefetch_depth + 2 * in_col_stride) * sizeof(float)), + [prftch_uvw_col_stride3] "r" ((prefetch_depth + 3 * in_col_stride) * sizeof(float)), + [prftch_uvw_col_stride4] "r" ((prefetch_depth + 4 * in_col_stride) * sizeof(float)), + [prftch_uvw_col_stride5] "r" ((prefetch_depth + 5 * in_col_stride) * sizeof(float)) + : "v0", "v1", "v2", "v3", "v4", "v5", "v6", "v7", "v8", "v9", "v10", + "v11", "v12", "v13", "v14", "v15", "v16", "v17", "v18", "v19", "v20", + "v21", "v22", "v23", "v24", "v25", "v26", "v27", "v28", "v29", "x0", + "x1", "x2", "x3", "x4", "x5", "x6", "x7", "x8", "x9", "cc", "memory" + ); + } + else if (channels_remaining >= 4) + { + int c4_rem = channels_remaining / 4; + channels_remaining %= 4; + + asm volatile ( + "qW22 .req q0\n" "vW22 .req v0\n" + "qU64 .req q1\n" "qU35 .req q1\n" "qV41 .req q1\n" + "vU64 .req v1\n" "vU35 .req v1\n" "vV41 .req v1\n" + "qU34 .req q2\n" "qU21 .req q2\n" "qV43 .req q2\n" + "vU34 .req v2\n" "vU21 .req v2\n" "vV43 .req v2\n" + "qW21 .req q3\n" "vW21 .req v3\n" + "qU24 .req q4\n" "qU54 .req q4\n" "qV31 .req q4\n" + "vU24 .req v4\n" "vU54 .req v4\n" "vV31 .req v4\n" + "qV12 .req q5\n" "qU61 .req q5\n" "vV12 .req v5\n" "vU61 .req v5\n" + "qU26 .req q6\n" "qV32 .req q6\n" "vU26 .req v6\n" "vV32 .req v6\n" + "qU36 .req q7\n" "qU51 .req q7\n" "qU66 .req q7\n" "qU12 .req q7\n" + "vU36 .req v7\n" "vU51 .req v7\n" "vU66 .req v7\n" "vU12 .req v7\n" + "qV14 .req q8\n" "qV11 .req q8\n" "qU65 .req q8\n" + "vV14 .req v8\n" "vV11 .req v8\n" "vU65 .req v8\n" + "qU15 .req q9\n" "qU22 .req q9\n" "qU45 .req q9\n" + "vU15 .req v9\n" "vU22 .req v9\n" "vU45 .req v9\n" + "qV22 .req q10\n" "qU14 .req q10\n" "vV22 .req v10\n" "vU14 .req v10\n" + "qU44 .req q11\n" "qU43 .req q11\n" "qU11 .req q11\n" + "vU44 .req v11\n" "vU43 .req v11\n" "vU11 .req v11\n" + "qV24 .req q12\n" "qV42 .req q12\n" "vV24 .req v12\n" "vV42 .req v12\n" + "qW31 .req q13\n" "vW31 .req v13\n" "qW13 .req q14\n" "vW13 .req v14\n" + "qU33 .req q15\n" "qU62 .req q15\n" "qU25 .req q15\n" "qU56 .req q15\n" + "vU33 .req v15\n" "vU62 .req v15\n" "vU25 .req v15\n" "vU56 .req v15\n" + "qW33 .req q16\n" "vW33 .req v16\n" + "qU42 .req q17\n" "qU16 .req q17\n" "qV44 .req q17\n" + "vU42 .req v17\n" "vU16 .req v17\n" "vV44 .req v17\n" + "qU63 .req q18\n" "qU31 .req q18\n" "qV34 .req q18\n" + "vU63 .req v18\n" "vU31 .req v18\n" "vV34 .req v18\n" + "qW11 .req q19\n" "vW11 .req v19\n" "qU41 .req q20\n" "qV13 .req q20\n" + "vU41 .req v20\n" "vV13 .req v20\n" "qV33 .req q21\n" "vV33 .req v21\n" + "qU46 .req q22\n" "qU32 .req q22\n" "qU13 .req q22\n" + "vU46 .req v22\n" "vU32 .req v22\n" "vU13 .req v22\n" "qW23 .req q23\n" + "vW23 .req v23\n" "qV23 .req q24\n" "vV23 .req v24\n" + "qV21 .req q25\n" "qU55 .req q25\n" "vV21 .req v25\n" "vU55 .req v25\n" + "qW12 .req q26\n" "vW12 .req v26\n" "qW32 .req q27\n" "vW32 .req v27\n" + "qU23 .req q28\n" "qU52 .req q28\n" + "vU23 .req v28\n" "vU52 .req v28\n" "qU53 .req q29\n" "vU53 .req v29\n" + + "uptr1 .req x0\n" + "uptr2 .req x1\n" + "uptr3 .req x2\n" + "uptr4 .req x3\n" + "uptr5 .req x4\n" + + "vptr1 .req x5\n" + "vptr2 .req x6\n" + "vptr3 .req x7\n" + + "wptr1 .req x8\n" + "wptr2 .req x9\n" + + "u_col_stride2 .req x10\n" + "u_col_stride3 .req x11\n" + "u_col_stride4 .req x12\n" + "u_col_stride5 .req x13\n" + + "v_col_stride2 .req x14\n" + "v_col_stride3 .req x15\n" + + "w_col_stride2 .req x16\n" + + // Prepare pointers and strides + "add uptr1, %x[uptr0], %x[u_row_stride]\n" + "add uptr2, uptr1 , %x[u_row_stride]\n" + "add uptr3, uptr2 , %x[u_row_stride]\n" + "add uptr4, uptr3 , %x[u_row_stride]\n" + "add uptr5, uptr4 , %x[u_row_stride]\n" + + "add vptr1, %x[vptr0], %x[v_row_stride]\n" + "add vptr2, vptr1 , %x[v_row_stride]\n" + "add vptr3, vptr2 , %x[v_row_stride]\n" + + "add wptr1, %x[wptr0], %x[w_row_stride]\n" + "add wptr2, wptr1 , %x[w_row_stride]\n" + + "add u_col_stride2, %x[u_col_stride1], %x[u_col_stride1]\n" + "add u_col_stride3, u_col_stride2 , %x[u_col_stride1]\n" + "add u_col_stride4, u_col_stride3 , %x[u_col_stride1]\n" + "add u_col_stride5, u_col_stride4 , %x[u_col_stride1]\n" + + "add v_col_stride2, %x[v_col_stride1], %x[v_col_stride1]\n" + "add v_col_stride3, v_col_stride2 , %x[v_col_stride1]\n" + + "add w_col_stride2, %x[w_col_stride1], %x[w_col_stride1]\n" + + // Load initial operands + "ldr qU16, [%x[uptr0], u_col_stride5]\n" + "ldr qW13, [%x[wptr0], w_col_stride2]\n" + "subs %x[c4_rem], %x[c4_rem], #1\n" + "ldr qU15, [%x[uptr0], u_col_stride4]\n" + "ldr qW23, [wptr1, w_col_stride2]\n" + "ldr qU14, [%x[uptr0], u_col_stride3]\n" + "ldr qW33, [wptr2, w_col_stride2]\n" + "ldr qU26, [uptr1, u_col_stride5]\n" + "ldr qW12, [%x[wptr0], %x[w_col_stride1]]\n" + "ldr qU25, [uptr1, u_col_stride4]\n" + "ldr qW22, [wptr1, %x[w_col_stride1]]\n" + "ldr qU36, [uptr2, u_col_stride5]\n" + "ldr qW32, [wptr2, %x[w_col_stride1]]\n" + "ldr qW11, [%x[wptr0]], #0x10\n" + "fmul vV14.4s, vU16.4s, vW13.4s\n" + "ldr qU24, [uptr1, u_col_stride3]\n" + "fmul vV13.4s, vU15.4s, vW13.4s\n" + "ldr qW31, [wptr2], #0x10\n" + "fmla vV14.4s, vU15.4s, vW12.4s\n" + "ldr qW21, [wptr1], #0x10\n" + "fmul vV12.4s, vU14.4s, vW13.4s\n" + "ldr qU34, [uptr2, u_col_stride3]\n" + "fmla vV13.4s, vU14.4s, vW12.4s\n" + "ldr qU46, [uptr3, u_col_stride5]\n" + "fmla vV14.4s, vU14.4s, vW11.4s\n" + "ldr qU45, [uptr3, u_col_stride4]\n" + "fmla vV14.4s, vU26.4s, vW23.4s\n" + "ldr qU35, [uptr2, u_col_stride4]\n" + "fmul vV24.4s, vU26.4s, vW13.4s\n" + "ldr qU44, [uptr3, u_col_stride3]\n" + "fmla vV13.4s, vU25.4s, vW23.4s\n" + "beq 2f\n" // Single iteration only + + "1:" // Loop body + "fmla vV14.4s, vU25.4s, vW22.4s\n" + "prfm pldl1keep, [%x[wptr0]]\n" + "fmul vV23.4s, vU25.4s, vW13.4s\n" + "prfm pldl1keep, [%x[wptr0], %x[w_col_stride1]]\n" + "fmla vV24.4s, vU25.4s, vW12.4s\n" + "ldr qU56, [uptr4, u_col_stride5]\n" + "fmla vV12.4s, vU24.4s, vW23.4s\n" + "prfm pldl1keep, [%x[wptr0], w_col_stride2 ]\n" + "fmla vV13.4s, vU24.4s, vW22.4s\n" + "prfm pldl1keep, [ wptr1 ]\n" + "fmla vV14.4s, vU24.4s, vW21.4s\n" + "prfm pldl1keep, [ wptr1 , %x[w_col_stride1]]\n" + "fmul vV22.4s, vU24.4s, vW13.4s\n" + "prfm pldl1keep, [ wptr1 , w_col_stride2 ]\n" + "fmla vV23.4s, vU24.4s, vW12.4s\n" + "prfm pldl1keep, [ wptr2 ]\n" + "fmla vV24.4s, vU24.4s, vW11.4s\n" + "ldr qU55, [uptr4, u_col_stride4]\n" + "fmla vV14.4s, vU36.4s, vW33.4s\n" + "prfm pldl1keep, [ wptr2 , %x[w_col_stride1]]\n" + "fmla vV24.4s, vU36.4s, vW23.4s\n" + "prfm pldl1keep, [ wptr2 , w_col_stride2 ]\n" + "fmul vV34.4s, vU36.4s, vW13.4s\n" + "ldr qU54, [uptr4, u_col_stride3]\n" + "fmla vV13.4s, vU35.4s, vW33.4s\n" + "prfm pldl1keep, [ uptr2 , %x[u_col_stride1]]\n" + "fmla vV14.4s, vU35.4s, vW32.4s\n" + "prfm pldl1keep, [ uptr2 , u_col_stride2 ]\n" + "fmla vV23.4s, vU35.4s, vW23.4s\n" + "prfm pldl1keep, [ uptr2 , u_col_stride3 ]\n" + "fmla vV24.4s, vU35.4s, vW22.4s\n" + "prfm pldl1keep, [ uptr2 , u_col_stride4 ]\n" + "fmul vV33.4s, vU35.4s, vW13.4s\n" + "prfm pldl1keep, [ uptr2 , u_col_stride5 ]\n" + "fmla vV34.4s, vU35.4s, vW12.4s\n" + "ldr qU66, [uptr5, u_col_stride5]\n" + "fmla vV12.4s, vU34.4s, vW33.4s\n" + "prfm pldl1keep, [ uptr3 ]\n" + "fmla vV13.4s, vU34.4s, vW32.4s\n" + "prfm pldl1keep, [ uptr3 , %x[u_col_stride1]]\n" + "fmla vV14.4s, vU34.4s, vW31.4s\n" + "str qV14, [%x[vptr0], v_col_stride3]\n" + "fmla vV22.4s, vU34.4s, vW23.4s\n" + "prfm pldl1keep, [ uptr3 , u_col_stride2 ]\n" + "fmla vV23.4s, vU34.4s, vW22.4s\n" + "prfm pldl1keep, [ uptr3 , u_col_stride3 ]\n" + "fmla vV24.4s, vU34.4s, vW21.4s\n" + "prfm pldl1keep, [ uptr3 , u_col_stride4 ]\n" + "fmul vV32.4s, vU34.4s, vW13.4s\n" + "prfm pldl1keep, [ uptr3 , u_col_stride5 ]\n" + "fmla vV33.4s, vU34.4s, vW12.4s\n" + "prfm pldl1keep, [ uptr4 ]\n" + "fmla vV34.4s, vU34.4s, vW11.4s\n" + "ldr qU65, [uptr5, u_col_stride4]\n" + "fmla vV24.4s, vU46.4s, vW33.4s\n" + "prfm pldl1keep, [ uptr4 , %x[u_col_stride1]]\n" + "fmla vV34.4s, vU46.4s, vW23.4s\n" + "prfm pldl1keep, [ uptr4 , u_col_stride2 ]\n" + "fmul vV44.4s, vU46.4s, vW13.4s\n" + "ldr qU64, [uptr5, u_col_stride3]\n" + "fmla vV23.4s, vU45.4s, vW33.4s\n" + "prfm pldl1keep, [ uptr4 , u_col_stride3 ]\n" + "fmla vV24.4s, vU45.4s, vW32.4s\n" + "prfm pldl1keep, [ uptr4 , u_col_stride4 ]\n" + "fmla vV33.4s, vU45.4s, vW23.4s\n" + "prfm pldl1keep, [ uptr4 , u_col_stride5 ]\n" + "fmla vV34.4s, vU45.4s, vW22.4s\n" + "prfm pldl1keep, [ uptr5 ]\n" + "fmul vV43.4s, vU45.4s, vW13.4s\n" + "prfm pldl1keep, [ uptr5 , %x[u_col_stride1]]\n" + "fmla vV44.4s, vU45.4s, vW12.4s\n" + "ldr qU13, [%x[uptr0], u_col_stride2]\n" + "fmla vV22.4s, vU44.4s, vW33.4s\n" + "prfm pldl1keep, [ uptr5 , u_col_stride2 ]\n" + "fmla vV23.4s, vU44.4s, vW32.4s\n" + "prfm pldl1keep, [ uptr5 , u_col_stride3 ]\n" + "fmla vV24.4s, vU44.4s, vW31.4s\n" + "str qV24, [vptr1, v_col_stride3]\n" + "fmla vV32.4s, vU44.4s, vW23.4s\n" + "prfm pldl1keep, [ uptr5 , u_col_stride4 ]\n" + "fmla vV33.4s, vU44.4s, vW22.4s\n" + "prfm pldl1keep, [ uptr5 , u_col_stride5 ]\n" + "fmla vV34.4s, vU44.4s, vW21.4s\n" + "prfm pstl1keep, [%x[vptr0]]\n" + "fmul vV42.4s, vU44.4s, vW13.4s\n" + "prfm pstl1keep, [%x[vptr0], %x[v_col_stride1]]\n" + "fmla vV43.4s, vU44.4s, vW12.4s\n" + "prfm pstl1keep, [%x[vptr0], v_col_stride2 ]\n" + "fmla vV44.4s, vU44.4s, vW11.4s\n" + "ldr qU23, [uptr1, u_col_stride2]\n" + "fmla vV34.4s, vU56.4s, vW33.4s\n" + "prfm pstl1keep, [%x[vptr0], v_col_stride3 ]\n" + "fmla vV44.4s, vU56.4s, vW23.4s\n" + "ldr qU33, [uptr2, u_col_stride2]\n" + "fmla vV33.4s, vU55.4s, vW33.4s\n" + "prfm pstl1keep, [ vptr1 ]\n" + "fmla vV34.4s, vU55.4s, vW32.4s\n" + "prfm pstl1keep, [ vptr1 , %x[v_col_stride1]]\n" + "fmla vV43.4s, vU55.4s, vW23.4s\n" + "prfm pstl1keep, [ vptr1 , v_col_stride2 ]\n" + "fmla vV44.4s, vU55.4s, vW22.4s\n" + "ldr qU43, [uptr3, u_col_stride2]\n" + "fmla vV32.4s, vU54.4s, vW33.4s\n" + "prfm pstl1keep, [ vptr1 , v_col_stride3 ]\n" + "fmla vV33.4s, vU54.4s, vW32.4s\n" + "prfm pstl1keep, [ vptr2 ]\n" + "fmla vV34.4s, vU54.4s, vW31.4s\n" + "str qV34, [vptr2, v_col_stride3]\n" + "fmla vV42.4s, vU54.4s, vW23.4s\n" + "prfm pstl1keep, [ vptr2 , %x[v_col_stride1]]\n" + "fmla vV43.4s, vU54.4s, vW22.4s\n" + "prfm pstl1keep, [ vptr2 , v_col_stride2 ]\n" + "fmla vV44.4s, vU54.4s, vW21.4s\n" + "ldr qU53, [uptr4, u_col_stride2]\n" + "fmla vV44.4s, vU66.4s, vW33.4s\n" + "ldr qU63, [uptr5, u_col_stride2]\n" + "fmla vV43.4s, vU65.4s, vW33.4s\n" + "prfm pstl1keep, [ vptr2 , v_col_stride3 ]\n" + "fmla vV44.4s, vU65.4s, vW32.4s\n" + "ldr qU12, [%x[uptr0], %x[u_col_stride1]]\n" + "fmla vV42.4s, vU64.4s, vW33.4s\n" + "prfm pstl1keep, [ vptr3 ]\n" + "fmla vV43.4s, vU64.4s, vW32.4s\n" + "prfm pstl1keep, [ vptr3 , %x[v_col_stride1]]\n" + "fmla vV44.4s, vU64.4s, vW31.4s\n" + "str qV44, [vptr3, v_col_stride3]\n" + "fmul vV11.4s, vU13.4s, vW13.4s\n" + "ldr qU22, [uptr1, %x[u_col_stride1]]\n" + "fmla vV12.4s, vU13.4s, vW12.4s\n" + "prfm pstl1keep, [ vptr3 , v_col_stride2 ]\n" + "fmla vV13.4s, vU13.4s, vW11.4s\n" + "ldr qU32, [uptr2, %x[u_col_stride1]]\n" + "fmla vV11.4s, vU23.4s, vW23.4s\n" + "prfm pstl1keep, [ vptr3 , v_col_stride3 ]\n" + "fmla vV12.4s, vU23.4s, vW22.4s\n" + "fmla vV13.4s, vU23.4s, vW21.4s\n" + "fmul vV21.4s, vU23.4s, vW13.4s\n" + "fmla vV22.4s, vU23.4s, vW12.4s\n" + "fmla vV23.4s, vU23.4s, vW11.4s\n" + "ldr qU42, [uptr3, %x[u_col_stride1]]\n" + "fmla vV11.4s, vU33.4s, vW33.4s\n" + "fmla vV12.4s, vU33.4s, vW32.4s\n" + "fmla vV13.4s, vU33.4s, vW31.4s\n" + "str qV13, [%x[vptr0], v_col_stride2]\n" + "fmla vV21.4s, vU33.4s, vW23.4s\n" + "fmla vV22.4s, vU33.4s, vW22.4s\n" + "fmla vV23.4s, vU33.4s, vW21.4s\n" + "fmul vV31.4s, vU33.4s, vW13.4s\n" + "fmla vV32.4s, vU33.4s, vW12.4s\n" + "fmla vV33.4s, vU33.4s, vW11.4s\n" + "ldr qU52, [uptr4, %x[u_col_stride1]]\n" + "fmla vV21.4s, vU43.4s, vW33.4s\n" + "fmla vV22.4s, vU43.4s, vW32.4s\n" + "fmla vV23.4s, vU43.4s, vW31.4s\n" + "str qV23, [vptr1, v_col_stride2]\n" + "fmla vV31.4s, vU43.4s, vW23.4s\n" + "fmla vV32.4s, vU43.4s, vW22.4s\n" + "fmla vV33.4s, vU43.4s, vW21.4s\n" + "fmul vV41.4s, vU43.4s, vW13.4s\n" + "ldr qW13, [%x[wptr0], w_col_stride2]\n" + "fmla vV42.4s, vU43.4s, vW12.4s\n" + "fmla vV43.4s, vU43.4s, vW11.4s\n" + "ldr qU62, [uptr5, %x[u_col_stride1]]\n" + "fmla vV31.4s, vU53.4s, vW33.4s\n" + "fmla vV32.4s, vU53.4s, vW32.4s\n" + "fmla vV33.4s, vU53.4s, vW31.4s\n" + "str qV33, [vptr2, v_col_stride2]\n" + "fmla vV41.4s, vU53.4s, vW23.4s\n" + "ldr qW23, [wptr1, w_col_stride2]\n" + "fmla vV42.4s, vU53.4s, vW22.4s\n" + "fmla vV43.4s, vU53.4s, vW21.4s\n" + "ldr qU11, [%x[uptr0]], #0x10\n" + "fmla vV41.4s, vU63.4s, vW33.4s\n" + "ldr qW33, [wptr2, w_col_stride2]\n" + "fmla vV42.4s, vU63.4s, vW32.4s\n" + "prfm pldl1keep, [%x[uptr0]]\n" + "fmla vV43.4s, vU63.4s, vW31.4s\n" + "str qV43, [vptr3, v_col_stride2]\n" + "fmla vV11.4s, vU12.4s, vW12.4s\n" + "ldr qU21, [uptr1], #0x10\n" + "fmla vV12.4s, vU12.4s, vW11.4s\n" + "ldr qU31, [uptr2], #0x10\n" + "fmla vV11.4s, vU22.4s, vW22.4s\n" + "prfm pldl1keep, [%x[uptr0], %x[u_col_stride1]]\n" + "fmla vV12.4s, vU22.4s, vW21.4s\n" + "prfm pldl1keep, [%x[uptr0], u_col_stride2 ]\n" + "fmla vV21.4s, vU22.4s, vW12.4s\n" + "prfm pldl1keep, [%x[uptr0], u_col_stride3 ]\n" + "fmla vV22.4s, vU22.4s, vW11.4s\n" + "ldr qU41, [uptr3], #0x10\n" + "fmla vV11.4s, vU32.4s, vW32.4s\n" + "prfm pldl1keep, [%x[uptr0], u_col_stride4 ]\n" + "fmla vV12.4s, vU32.4s, vW31.4s\n" + "str qV12, [%x[vptr0], %x[v_col_stride1]]\n" + "fmla vV21.4s, vU32.4s, vW22.4s\n" + "prfm pldl1keep, [%x[uptr0], u_col_stride5 ]\n" + "fmla vV22.4s, vU32.4s, vW21.4s\n" + "prfm pldl1keep, [ uptr1 ]\n" + "fmla vV31.4s, vU32.4s, vW12.4s\n" + "prfm pldl1keep, [ uptr1 , %x[u_col_stride1]]\n" + "fmla vV32.4s, vU32.4s, vW11.4s\n" + "ldr qU51, [uptr4], #0x10\n" + "fmla vV21.4s, vU42.4s, vW32.4s\n" + "prfm pldl1keep, [ uptr1 , u_col_stride2 ]\n" + "fmla vV22.4s, vU42.4s, vW31.4s\n" + "str qV22, [vptr1, %x[v_col_stride1]]\n" + "fmla vV31.4s, vU42.4s, vW22.4s\n" + "prfm pldl1keep, [ uptr1 , u_col_stride3 ]\n" + "fmla vV32.4s, vU42.4s, vW21.4s\n" + "subs %x[c4_rem], %x[c4_rem], #1\n" + "fmla vV41.4s, vU42.4s, vW12.4s\n" + "ldr qW12, [%x[wptr0], %x[w_col_stride1]]\n" + "fmla vV42.4s, vU42.4s, vW11.4s\n" + "ldr qU61, [uptr5], #0x10\n" + "fmla vV31.4s, vU52.4s, vW32.4s\n" + "prfm pldl1keep, [ uptr1 , u_col_stride4 ]\n" + "fmla vV32.4s, vU52.4s, vW31.4s\n" + "str qV32, [vptr2, %x[v_col_stride1]]\n" + "fmla vV41.4s, vU52.4s, vW22.4s\n" + "ldr qW22, [wptr1, %x[w_col_stride1]]\n" + "fmla vV42.4s, vU52.4s, vW21.4s\n" + "ldr qU16, [%x[uptr0], u_col_stride5]\n" + "fmla vV41.4s, vU62.4s, vW32.4s\n" + "ldr qW32, [wptr2, %x[w_col_stride1]]\n" + "fmla vV42.4s, vU62.4s, vW31.4s\n" + "str qV42, [vptr3, %x[v_col_stride1]]\n" + "fmla vV11.4s, vU11.4s, vW11.4s\n" + "ldr qU15, [%x[uptr0], u_col_stride4]\n" + "fmla vV11.4s, vU21.4s, vW21.4s\n" + "ldr qU14, [%x[uptr0], u_col_stride3]\n" + "fmla vV21.4s, vU21.4s, vW11.4s\n" + "ldr qU26, [uptr1, u_col_stride5]\n" + "fmla vV11.4s, vU31.4s, vW31.4s\n" + "str qV11, [%x[vptr0]], #0x10\n" + "fmla vV21.4s, vU31.4s, vW21.4s\n" + "prfm pldl1keep, [ uptr1 , u_col_stride5 ]\n" + "fmla vV31.4s, vU31.4s, vW11.4s\n" + "ldr qU25, [uptr1, u_col_stride4]\n" + "fmla vV21.4s, vU41.4s, vW31.4s\n" + "str qV21, [vptr1], #0x10\n" + "fmla vV31.4s, vU41.4s, vW21.4s\n" + "prfm pldl1keep, [ uptr2 ]\n" + "fmla vV41.4s, vU41.4s, vW11.4s\n" + "ldr qW11, [%x[wptr0]], #0x10\n" + "fmla vV31.4s, vU51.4s, vW31.4s\n" + "str qV31, [vptr2], #0x10\n" + "fmla vV41.4s, vU51.4s, vW21.4s\n" + "ldr qU36, [uptr2, u_col_stride5]\n" + "fmla vV41.4s, vU61.4s, vW31.4s\n" + "str qV41, [vptr3], #0x10\n" + "fmul vV14.4s, vU16.4s, vW13.4s\n" + "ldr qU24, [uptr1, u_col_stride3]\n" + "fmul vV13.4s, vU15.4s, vW13.4s\n" + "ldr qW31, [wptr2], #0x10\n" + "fmla vV14.4s, vU15.4s, vW12.4s\n" + "ldr qW21, [wptr1], #0x10\n" + "fmul vV12.4s, vU14.4s, vW13.4s\n" + "ldr qU34, [uptr2, u_col_stride3]\n" + "fmla vV13.4s, vU14.4s, vW12.4s\n" + "ldr qU46, [uptr3, u_col_stride5]\n" + "fmla vV14.4s, vU14.4s, vW11.4s\n" + "ldr qU45, [uptr3, u_col_stride4]\n" + "fmla vV14.4s, vU26.4s, vW23.4s\n" + "ldr qU35, [uptr2, u_col_stride4]\n" + "fmul vV24.4s, vU26.4s, vW13.4s\n" + "ldr qU44, [uptr3, u_col_stride3]\n" + "fmla vV13.4s, vU25.4s, vW23.4s\n" + "bne 1b\n" + + "2:" // Final iteration + "fmla vV14.4s, vU25.4s, vW22.4s\n" + "fmul vV23.4s, vU25.4s, vW13.4s\n" + "fmla vV24.4s, vU25.4s, vW12.4s\n" + "ldr qU56, [uptr4, u_col_stride5]\n" + "fmla vV12.4s, vU24.4s, vW23.4s\n" + "fmla vV13.4s, vU24.4s, vW22.4s\n" + "fmla vV14.4s, vU24.4s, vW21.4s\n" + "fmul vV22.4s, vU24.4s, vW13.4s\n" + "fmla vV23.4s, vU24.4s, vW12.4s\n" + "fmla vV24.4s, vU24.4s, vW11.4s\n" + "ldr qU55, [uptr4, u_col_stride4]\n" + "fmla vV14.4s, vU36.4s, vW33.4s\n" + "fmla vV24.4s, vU36.4s, vW23.4s\n" + "fmul vV34.4s, vU36.4s, vW13.4s\n" + "ldr qU54, [uptr4, u_col_stride3]\n" + "fmla vV13.4s, vU35.4s, vW33.4s\n" + "fmla vV14.4s, vU35.4s, vW32.4s\n" + "fmla vV23.4s, vU35.4s, vW23.4s\n" + "fmla vV24.4s, vU35.4s, vW22.4s\n" + "fmul vV33.4s, vU35.4s, vW13.4s\n" + "fmla vV34.4s, vU35.4s, vW12.4s\n" + "ldr qU66, [uptr5, u_col_stride5]\n" + "fmla vV12.4s, vU34.4s, vW33.4s\n" + "fmla vV13.4s, vU34.4s, vW32.4s\n" + "fmla vV14.4s, vU34.4s, vW31.4s\n" + "str qV14, [%x[vptr0], v_col_stride3]\n" + "fmla vV22.4s, vU34.4s, vW23.4s\n" + "fmla vV23.4s, vU34.4s, vW22.4s\n" + "fmla vV24.4s, vU34.4s, vW21.4s\n" + "fmul vV32.4s, vU34.4s, vW13.4s\n" + "fmla vV33.4s, vU34.4s, vW12.4s\n" + "fmla vV34.4s, vU34.4s, vW11.4s\n" + "ldr qU65, [uptr5, u_col_stride4]\n" + "fmla vV24.4s, vU46.4s, vW33.4s\n" + "fmla vV34.4s, vU46.4s, vW23.4s\n" + "fmul vV44.4s, vU46.4s, vW13.4s\n" + "ldr qU64, [uptr5, u_col_stride3]\n" + "fmla vV23.4s, vU45.4s, vW33.4s\n" + "fmla vV24.4s, vU45.4s, vW32.4s\n" + "fmla vV33.4s, vU45.4s, vW23.4s\n" + "fmla vV34.4s, vU45.4s, vW22.4s\n" + "fmul vV43.4s, vU45.4s, vW13.4s\n" + "fmla vV44.4s, vU45.4s, vW12.4s\n" + "ldr qU13, [%x[uptr0], u_col_stride2]\n" + "fmla vV22.4s, vU44.4s, vW33.4s\n" + "fmla vV23.4s, vU44.4s, vW32.4s\n" + "fmla vV24.4s, vU44.4s, vW31.4s\n" + "str qV24, [vptr1, v_col_stride3]\n" + "fmla vV32.4s, vU44.4s, vW23.4s\n" + "fmla vV33.4s, vU44.4s, vW22.4s\n" + "fmla vV34.4s, vU44.4s, vW21.4s\n" + "fmul vV42.4s, vU44.4s, vW13.4s\n" + "fmla vV43.4s, vU44.4s, vW12.4s\n" + "fmla vV44.4s, vU44.4s, vW11.4s\n" + "ldr qU23, [uptr1, u_col_stride2]\n" + "fmla vV34.4s, vU56.4s, vW33.4s\n" + "fmla vV44.4s, vU56.4s, vW23.4s\n" + "ldr qU33, [uptr2, u_col_stride2]\n" + "fmla vV33.4s, vU55.4s, vW33.4s\n" + "fmla vV34.4s, vU55.4s, vW32.4s\n" + "fmla vV43.4s, vU55.4s, vW23.4s\n" + "fmla vV44.4s, vU55.4s, vW22.4s\n" + "ldr qU43, [uptr3, u_col_stride2]\n" + "fmla vV32.4s, vU54.4s, vW33.4s\n" + "fmla vV33.4s, vU54.4s, vW32.4s\n" + "fmla vV34.4s, vU54.4s, vW31.4s\n" + "str qV34, [vptr2, v_col_stride3]\n" + "fmla vV42.4s, vU54.4s, vW23.4s\n" + "fmla vV43.4s, vU54.4s, vW22.4s\n" + "fmla vV44.4s, vU54.4s, vW21.4s\n" + "ldr qU53, [uptr4, u_col_stride2]\n" + "fmla vV44.4s, vU66.4s, vW33.4s\n" + "ldr qU63, [uptr5, u_col_stride2]\n" + "fmla vV43.4s, vU65.4s, vW33.4s\n" + "fmla vV44.4s, vU65.4s, vW32.4s\n" + "ldr qU12, [%x[uptr0], %x[u_col_stride1]]\n" + "fmla vV42.4s, vU64.4s, vW33.4s\n" + "fmla vV43.4s, vU64.4s, vW32.4s\n" + "fmla vV44.4s, vU64.4s, vW31.4s\n" + "str qV44, [vptr3, v_col_stride3]\n" + "fmul vV11.4s, vU13.4s, vW13.4s\n" + "ldr qU22, [uptr1, %x[u_col_stride1]]\n" + "fmla vV12.4s, vU13.4s, vW12.4s\n" + "fmla vV13.4s, vU13.4s, vW11.4s\n" + "ldr qU32, [uptr2, %x[u_col_stride1]]\n" + "fmla vV11.4s, vU23.4s, vW23.4s\n" + "fmla vV12.4s, vU23.4s, vW22.4s\n" + "fmla vV13.4s, vU23.4s, vW21.4s\n" + "fmul vV21.4s, vU23.4s, vW13.4s\n" + "fmla vV22.4s, vU23.4s, vW12.4s\n" + "fmla vV23.4s, vU23.4s, vW11.4s\n" + "ldr qU42, [uptr3, %x[u_col_stride1]]\n" + "fmla vV11.4s, vU33.4s, vW33.4s\n" + "fmla vV12.4s, vU33.4s, vW32.4s\n" + "fmla vV13.4s, vU33.4s, vW31.4s\n" + "str qV13, [%x[vptr0], v_col_stride2]\n" + "fmla vV21.4s, vU33.4s, vW23.4s\n" + "fmla vV22.4s, vU33.4s, vW22.4s\n" + "fmla vV23.4s, vU33.4s, vW21.4s\n" + "fmul vV31.4s, vU33.4s, vW13.4s\n" + "fmla vV32.4s, vU33.4s, vW12.4s\n" + "fmla vV33.4s, vU33.4s, vW11.4s\n" + "ldr qU52, [uptr4, %x[u_col_stride1]]\n" + "fmla vV21.4s, vU43.4s, vW33.4s\n" + "fmla vV22.4s, vU43.4s, vW32.4s\n" + "fmla vV23.4s, vU43.4s, vW31.4s\n" + "str qV23, [vptr1, v_col_stride2]\n" + "fmla vV31.4s, vU43.4s, vW23.4s\n" + "fmla vV32.4s, vU43.4s, vW22.4s\n" + "fmla vV33.4s, vU43.4s, vW21.4s\n" + "fmul vV41.4s, vU43.4s, vW13.4s\n" + "fmla vV42.4s, vU43.4s, vW12.4s\n" + "fmla vV43.4s, vU43.4s, vW11.4s\n" + "ldr qU62, [uptr5, %x[u_col_stride1]]\n" + "fmla vV31.4s, vU53.4s, vW33.4s\n" + "fmla vV32.4s, vU53.4s, vW32.4s\n" + "fmla vV33.4s, vU53.4s, vW31.4s\n" + "str qV33, [vptr2, v_col_stride2]\n" + "fmla vV41.4s, vU53.4s, vW23.4s\n" + "fmla vV42.4s, vU53.4s, vW22.4s\n" + "fmla vV43.4s, vU53.4s, vW21.4s\n" + "ldr qU11, [%x[uptr0]], #0x10\n" + "fmla vV41.4s, vU63.4s, vW33.4s\n" + "fmla vV42.4s, vU63.4s, vW32.4s\n" + "fmla vV43.4s, vU63.4s, vW31.4s\n" + "str qV43, [vptr3, v_col_stride2]\n" + "fmla vV11.4s, vU12.4s, vW12.4s\n" + "ldr qU21, [uptr1], #0x10\n" + "fmla vV12.4s, vU12.4s, vW11.4s\n" + "ldr qU31, [uptr2], #0x10\n" + "fmla vV11.4s, vU22.4s, vW22.4s\n" + "fmla vV12.4s, vU22.4s, vW21.4s\n" + "fmla vV21.4s, vU22.4s, vW12.4s\n" + "fmla vV22.4s, vU22.4s, vW11.4s\n" + "ldr qU41, [uptr3], #0x10\n" + "fmla vV11.4s, vU32.4s, vW32.4s\n" + "fmla vV12.4s, vU32.4s, vW31.4s\n" + "str qV12, [%x[vptr0], %x[v_col_stride1]]\n" + "fmla vV21.4s, vU32.4s, vW22.4s\n" + "fmla vV22.4s, vU32.4s, vW21.4s\n" + "fmla vV31.4s, vU32.4s, vW12.4s\n" + "fmla vV32.4s, vU32.4s, vW11.4s\n" + "ldr qU51, [uptr4], #0x10\n" + "fmla vV21.4s, vU42.4s, vW32.4s\n" + "fmla vV22.4s, vU42.4s, vW31.4s\n" + "str qV22, [vptr1, %x[v_col_stride1]]\n" + "fmla vV31.4s, vU42.4s, vW22.4s\n" + "fmla vV32.4s, vU42.4s, vW21.4s\n" + "subs %x[c4_rem], %x[c4_rem], #1\n" + "fmla vV41.4s, vU42.4s, vW12.4s\n" + "fmla vV42.4s, vU42.4s, vW11.4s\n" + "ldr qU61, [uptr5], #0x10\n" + "fmla vV31.4s, vU52.4s, vW32.4s\n" + "fmla vV32.4s, vU52.4s, vW31.4s\n" + "str qV32, [vptr2, %x[v_col_stride1]]\n" + "fmla vV41.4s, vU52.4s, vW22.4s\n" + "fmla vV42.4s, vU52.4s, vW21.4s\n" + "fmla vV41.4s, vU62.4s, vW32.4s\n" + "fmla vV42.4s, vU62.4s, vW31.4s\n" + "str qV42, [vptr3, %x[v_col_stride1]]\n" + "fmla vV11.4s, vU11.4s, vW11.4s\n" + "fmla vV11.4s, vU21.4s, vW21.4s\n" + "fmla vV21.4s, vU21.4s, vW11.4s\n" + "fmla vV11.4s, vU31.4s, vW31.4s\n" + "str qV11, [%x[vptr0]], #0x10\n" + "fmla vV21.4s, vU31.4s, vW21.4s\n" + "fmla vV31.4s, vU31.4s, vW11.4s\n" + "fmla vV21.4s, vU41.4s, vW31.4s\n" + "str qV21, [vptr1], #0x10\n" + "fmla vV31.4s, vU41.4s, vW21.4s\n" + "fmla vV41.4s, vU41.4s, vW11.4s\n" + "fmla vV31.4s, vU51.4s, vW31.4s\n" + "str qV31, [vptr2], #0x10\n" + "fmla vV41.4s, vU51.4s, vW21.4s\n" + "fmla vV41.4s, vU61.4s, vW31.4s\n" + "str qV41, [vptr3], #0x10\n" + + ".unreq qW22\n" ".unreq qU64\n" ".unreq qU35\n" ".unreq qV41\n" + ".unreq qU34\n" ".unreq qU21\n" ".unreq qV43\n" ".unreq qW21\n" + ".unreq qU24\n" ".unreq qU54\n" ".unreq qV31\n" ".unreq qV12\n" + ".unreq qU61\n" ".unreq qU26\n" ".unreq qV32\n" + ".unreq qU36\n" ".unreq qU51\n" ".unreq qU66\n" ".unreq qU12\n" + ".unreq qV14\n" ".unreq qV11\n" ".unreq qU65\n" + ".unreq qU15\n" ".unreq qU22\n" ".unreq qU45\n" + ".unreq qV22\n" ".unreq qU14\n" + ".unreq qU44\n" ".unreq qU43\n" ".unreq qU11\n" + ".unreq qV24\n" ".unreq qV42\n" ".unreq qW31\n" ".unreq qW13\n" + ".unreq qU33\n" ".unreq qU62\n" ".unreq qU25\n" ".unreq qU56\n" + ".unreq qW33\n" + ".unreq qU42\n" ".unreq qU16\n" ".unreq qV44\n" + ".unreq qU63\n" ".unreq qU31\n" ".unreq qV34\n" + ".unreq qW11\n" ".unreq qU41\n" ".unreq qV13\n" ".unreq qV33\n" + ".unreq qU46\n" ".unreq qU32\n" ".unreq qU13\n" + ".unreq qW23\n" ".unreq qV23\n" ".unreq qV21\n" ".unreq qU55\n" + ".unreq qW12\n" ".unreq qW32\n" ".unreq qU23\n" ".unreq qU52\n" + ".unreq qU53\n" ".unreq vW22\n" + ".unreq vU64\n" ".unreq vU35\n" ".unreq vV41\n" + ".unreq vU34\n" ".unreq vU21\n" ".unreq vV43\n" ".unreq vW21\n" + ".unreq vU24\n" ".unreq vU54\n" ".unreq vV31\n" + ".unreq vV12\n" ".unreq vU61\n" + ".unreq vU26\n" ".unreq vV32\n" + ".unreq vU36\n" ".unreq vU51\n" ".unreq vU66\n" ".unreq vU12\n" + ".unreq vV14\n" ".unreq vV11\n" ".unreq vU65\n" + ".unreq vU15\n" ".unreq vU22\n" ".unreq vU45\n" + ".unreq vV22\n" ".unreq vU14\n" + ".unreq vU44\n" ".unreq vU43\n" ".unreq vU11\n" + ".unreq vV24\n" ".unreq vV42\n" ".unreq vW31\n" ".unreq vW13\n" + ".unreq vU33\n" ".unreq vU62\n" ".unreq vU25\n" ".unreq vU56\n" + ".unreq vW33\n" ".unreq vU42\n" ".unreq vU16\n" ".unreq vV44\n" + ".unreq vU63\n" ".unreq vU31\n" ".unreq vV34\n" ".unreq vW11\n" + ".unreq vU41\n" ".unreq vV13\n" ".unreq vV33\n" + ".unreq vU46\n" ".unreq vU32\n" ".unreq vU13\n" ".unreq vW23\n" + ".unreq vV23\n" ".unreq vV21\n" ".unreq vU55\n" ".unreq vW12\n" + ".unreq vW32\n" ".unreq vU23\n" ".unreq vU52\n" ".unreq vU53\n" + : [uptr0] "+r" (uptr0), [vptr0] "+r" (vptr0), [wptr0] "+r" (wptr0), + [c4_rem] "+r" (c4_rem) + : [u_row_stride] "r" (in_row_stride * sizeof(float)), + [u_col_stride1] "r" (in_col_stride * sizeof(float)), + [v_row_stride] "r" (out_row_stride * sizeof(float)), + [v_col_stride1] "r" (out_col_stride * sizeof(float)), + [w_row_stride] "r" (weight_row_stride * sizeof(float)), + [w_col_stride1] "r" (weight_col_stride * sizeof(float)) + : "v0", "v1", "v2", "v3", "v4", "v5", "v6", "v7", "v8", "v9", "v10", + "v11", "v12", "v13", "v14", "v15", "v16", "v17", "v18", "v19", "v20", + "v21", "v22", "v23", "v24", "v25", "v26", "v27", "v28", "v29", "x0", + "x1", "x2", "x3", "x4", "x5", "x6", "x7", "x8", "x9", "x10", "x11", + "x12", "x13", "x14", "x15", "x16", "cc", "memory" + ); + } + for (; channels_remaining; channels_remaining--) + { + // Load input tile + float u[inner_tile_rows][inner_tile_cols]; + for (int i = 0; i < inner_tile_rows; i++) + { + const float* const inptr_row = uptr0 + (i - in_pad_top)*in_row_stride; + for (int j = 0; j < inner_tile_cols; j++) + { + if (i < in_pad_top || in_cells_i <= i || + j < in_pad_left || in_cells_j <= j) + { + u[i][j] = static_cast<float>(0); + } + else + { + u[i][j] = *(inptr_row + (j - in_pad_left)*in_col_stride); + } + } + } + uptr0++; + + // Load weights tile + float w[kernel_rows][kernel_cols]; + for (int i = 0; i < kernel_rows; i++) + { + const float* const wptr_row = wptr0 + i*weight_row_stride; + for (int j = 0; j < kernel_cols; j++) + { + w[i][j] = *(wptr_row + j*weight_col_stride); + } + } + wptr0++; + + // Perform the convolution + float v[output_tile_rows][output_tile_cols]; + for (int out_i = 0; out_i < out_cells_i; out_i++) + { + for (int out_j = 0; out_j < out_cells_j; out_j++) + { + // Clear the accumulator + v[out_i][out_j] = static_cast<float>(0); + + // Base co-ordinate + const int base_i = out_i * stride_rows; + const int base_j = out_j * stride_cols; + + // Fill the accumulator + for (int in_i = 0; in_i < kernel_rows; in_i++) + { + const int i = base_i + in_i; + for (int in_j = 0; in_j < kernel_cols; in_j++) + { + const int j = base_j + in_j; + v[out_i][out_j] += w[in_i][in_j] * u[i][j]; + } + } + } + } + + // Store the output tile + for (int i = 0; i < out_cells_i; i++) + { + float* const outptr_row = vptr0 + i*out_row_stride; + for (int j = 0; j < out_cells_j; j++) + { + *(outptr_row + j*out_col_stride) = v[i][j]; + } + } + vptr0++; + } +} + +#endif // __aarch64__ + +template <> +const Conv::TileFn Conv::tilefn_unpadded = ConvImpl::template process_tile<true, 0, 0, 0, 0, 0, 0>; + +template <> +const Conv::TileFn Conv::tilefn_top[n_in_pad_top_fns] = { + ConvImpl::template process_tile<true, 1, 0, 0, 0, 0, 0>, }; +template <> +const Conv::TileFn Conv::tilefn_left[n_in_pad_left_fns] = { + ConvImpl::template process_tile<true, 0, 1, 0, 0, 0, 0>, +}; + +template <> +const Conv::TileFn Conv::tilefn_bottom[n_in_pad_bottom_fns][n_out_pad_bottom_fns] = { + { + ConvImpl::template process_tile<true, 0, 0, 0, 0, 0, 0>, + ConvImpl::template process_tile<true, 0, 0, 0, 0, 1, 0>, + ConvImpl::template process_tile<true, 0, 0, 0, 0, 2, 0>, + ConvImpl::template process_tile<true, 0, 0, 0, 0, 3, 0>, + }, + { + ConvImpl::template process_tile<true, 0, 0, 1, 0, 0, 0>, + ConvImpl::template process_tile<true, 0, 0, 1, 0, 1, 0>, + ConvImpl::template process_tile<true, 0, 0, 1, 0, 2, 0>, + ConvImpl::template process_tile<true, 0, 0, 1, 0, 3, 0>, + }, + { + ConvImpl::template process_tile<true, 0, 0, 2, 0, 0, 0>, + ConvImpl::template process_tile<true, 0, 0, 2, 0, 1, 0>, + ConvImpl::template process_tile<true, 0, 0, 2, 0, 2, 0>, + ConvImpl::template process_tile<true, 0, 0, 2, 0, 3, 0>, + }, + { + ConvImpl::template process_tile<true, 0, 0, 3, 0, 0, 0>, + ConvImpl::template process_tile<true, 0, 0, 3, 0, 1, 0>, + ConvImpl::template process_tile<true, 0, 0, 3, 0, 2, 0>, + ConvImpl::template process_tile<true, 0, 0, 3, 0, 3, 0>, + }, + { + ConvImpl::template process_tile<true, 0, 0, 4, 0, 0, 0>, + ConvImpl::template process_tile<true, 0, 0, 4, 0, 1, 0>, + ConvImpl::template process_tile<true, 0, 0, 4, 0, 2, 0>, + ConvImpl::template process_tile<true, 0, 0, 4, 0, 3, 0>, + }, + { + ConvImpl::template process_tile<true, 0, 0, 5, 0, 0, 0>, + ConvImpl::template process_tile<true, 0, 0, 5, 0, 1, 0>, + ConvImpl::template process_tile<true, 0, 0, 5, 0, 2, 0>, + ConvImpl::template process_tile<true, 0, 0, 5, 0, 3, 0>, + }, +}; + +template <> +const Conv::TileFn Conv::tilefn_right[n_in_pad_right_fns][n_out_pad_right_fns] = { + { + ConvImpl::template process_tile<true, 0, 0, 0, 0, 0, 0>, + ConvImpl::template process_tile<true, 0, 0, 0, 0, 0, 1>, + ConvImpl::template process_tile<true, 0, 0, 0, 0, 0, 2>, + ConvImpl::template process_tile<true, 0, 0, 0, 0, 0, 3>, + }, + { + ConvImpl::template process_tile<true, 0, 0, 0, 1, 0, 0>, + ConvImpl::template process_tile<true, 0, 0, 0, 1, 0, 1>, + ConvImpl::template process_tile<true, 0, 0, 0, 1, 0, 2>, + ConvImpl::template process_tile<true, 0, 0, 0, 1, 0, 3>, + }, + { + ConvImpl::template process_tile<true, 0, 0, 0, 2, 0, 0>, + ConvImpl::template process_tile<true, 0, 0, 0, 2, 0, 1>, + ConvImpl::template process_tile<true, 0, 0, 0, 2, 0, 2>, + ConvImpl::template process_tile<true, 0, 0, 0, 2, 0, 3>, + }, + { + ConvImpl::template process_tile<true, 0, 0, 0, 3, 0, 0>, + ConvImpl::template process_tile<true, 0, 0, 0, 3, 0, 1>, + ConvImpl::template process_tile<true, 0, 0, 0, 3, 0, 2>, + ConvImpl::template process_tile<true, 0, 0, 0, 3, 0, 3>, + }, + { + ConvImpl::template process_tile<true, 0, 0, 0, 4, 0, 0>, + ConvImpl::template process_tile<true, 0, 0, 0, 4, 0, 1>, + ConvImpl::template process_tile<true, 0, 0, 0, 4, 0, 2>, + ConvImpl::template process_tile<true, 0, 0, 0, 4, 0, 3>, + }, + { + ConvImpl::template process_tile<true, 0, 0, 0, 5, 0, 0>, + ConvImpl::template process_tile<true, 0, 0, 0, 5, 0, 1>, + ConvImpl::template process_tile<true, 0, 0, 0, 5, 0, 2>, + ConvImpl::template process_tile<true, 0, 0, 0, 5, 0, 3>, + }, +}; + +template <> +const Conv::TileFn Conv::tilefn_generic = ConvImpl::template process_tile<false>; 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 index 2104c0bbf7..8eb53a66b4 100644 --- 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 @@ -29,5179 +29,138 @@ 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 +const Conv::TileFn Conv::tilefn_unpadded = ConvImpl::template process_tile<true, 0, 0, 0, 0, 0, 0>; + +template <> +const Conv::TileFn Conv::tilefn_top[n_in_pad_top_fns] = { + ConvImpl::template process_tile<true, 0, 0, 0, 0, 0, 0>, + ConvImpl::template process_tile<true, 1, 0, 0, 0, 0, 0>, +}; + +template <> +const Conv::TileFn Conv::tilefn_left[n_in_pad_left_fns] = { + ConvImpl::template process_tile<true, 0, 0, 0, 0, 0, 0>, + ConvImpl::template process_tile<true, 0, 1, 0, 0, 0, 0>, +}; + +template <> +const Conv::TileFn Conv::tilefn_bottom[n_in_pad_bottom_fns][n_out_pad_bottom_fns] = { + { + ConvImpl::template process_tile<true, 0, 0, 0, 0, 0, 0>, + ConvImpl::template process_tile<true, 0, 0, 0, 0, 1, 0>, + ConvImpl::template process_tile<true, 0, 0, 0, 0, 2, 0>, + ConvImpl::template process_tile<true, 0, 0, 0, 0, 3, 0>, + }, + { + ConvImpl::template process_tile<true, 0, 0, 1, 0, 0, 0>, + ConvImpl::template process_tile<true, 0, 0, 1, 0, 1, 0>, + ConvImpl::template process_tile<true, 0, 0, 1, 0, 2, 0>, + ConvImpl::template process_tile<true, 0, 0, 1, 0, 3, 0>, + }, + { + ConvImpl::template process_tile<true, 0, 0, 2, 0, 0, 0>, + ConvImpl::template process_tile<true, 0, 0, 2, 0, 1, 0>, + ConvImpl::template process_tile<true, 0, 0, 2, 0, 2, 0>, + ConvImpl::template process_tile<true, 0, 0, 2, 0, 3, 0>, + }, + { + ConvImpl::template process_tile<true, 0, 0, 3, 0, 0, 0>, + ConvImpl::template process_tile<true, 0, 0, 3, 0, 1, 0>, + ConvImpl::template process_tile<true, 0, 0, 3, 0, 2, 0>, + ConvImpl::template process_tile<true, 0, 0, 3, 0, 3, 0>, + }, + { + ConvImpl::template process_tile<true, 0, 0, 4, 0, 0, 0>, + ConvImpl::template process_tile<true, 0, 0, 4, 0, 1, 0>, + ConvImpl::template process_tile<true, 0, 0, 4, 0, 2, 0>, + ConvImpl::template process_tile<true, 0, 0, 4, 0, 3, 0>, + }, + { + ConvImpl::template process_tile<true, 0, 0, 5, 0, 0, 0>, + ConvImpl::template process_tile<true, 0, 0, 5, 0, 1, 0>, + ConvImpl::template process_tile<true, 0, 0, 5, 0, 2, 0>, + ConvImpl::template process_tile<true, 0, 0, 5, 0, 3, 0>, + }, + { + ConvImpl::template process_tile<true, 0, 0, 6, 0, 0, 0>, + ConvImpl::template process_tile<true, 0, 0, 6, 0, 1, 0>, + ConvImpl::template process_tile<true, 0, 0, 6, 0, 2, 0>, + ConvImpl::template process_tile<true, 0, 0, 6, 0, 3, 0>, + }, + { + ConvImpl::template process_tile<true, 0, 0, 7, 0, 0, 0>, + ConvImpl::template process_tile<true, 0, 0, 7, 0, 1, 0>, + ConvImpl::template process_tile<true, 0, 0, 7, 0, 2, 0>, + ConvImpl::template process_tile<true, 0, 0, 7, 0, 3, 0>, + }, + { + ConvImpl::template process_tile<true, 0, 0, 8, 0, 0, 0>, + ConvImpl::template process_tile<true, 0, 0, 8, 0, 1, 0>, + ConvImpl::template process_tile<true, 0, 0, 8, 0, 2, 0>, + ConvImpl::template process_tile<true, 0, 0, 8, 0, 3, 0>, + }, +}; + +template <> +const Conv::TileFn Conv::tilefn_right[n_in_pad_right_fns][n_out_pad_right_fns] = { + { + ConvImpl::template process_tile<true, 0, 0, 0, 0, 0, 0>, + ConvImpl::template process_tile<true, 0, 0, 0, 0, 0, 1>, + ConvImpl::template process_tile<true, 0, 0, 0, 0, 0, 2>, + ConvImpl::template process_tile<true, 0, 0, 0, 0, 0, 3>, + }, + { + ConvImpl::template process_tile<true, 0, 0, 0, 1, 0, 0>, + ConvImpl::template process_tile<true, 0, 0, 0, 1, 0, 1>, + ConvImpl::template process_tile<true, 0, 0, 0, 1, 0, 2>, + ConvImpl::template process_tile<true, 0, 0, 0, 1, 0, 3>, + }, + { + ConvImpl::template process_tile<true, 0, 0, 0, 2, 0, 0>, + ConvImpl::template process_tile<true, 0, 0, 0, 2, 0, 1>, + ConvImpl::template process_tile<true, 0, 0, 0, 2, 0, 2>, + ConvImpl::template process_tile<true, 0, 0, 0, 2, 0, 3>, + }, + { + ConvImpl::template process_tile<true, 0, 0, 0, 3, 0, 0>, + ConvImpl::template process_tile<true, 0, 0, 0, 3, 0, 1>, + ConvImpl::template process_tile<true, 0, 0, 0, 3, 0, 2>, + ConvImpl::template process_tile<true, 0, 0, 0, 3, 0, 3>, + }, + { + ConvImpl::template process_tile<true, 0, 0, 0, 4, 0, 0>, + ConvImpl::template process_tile<true, 0, 0, 0, 4, 0, 1>, + ConvImpl::template process_tile<true, 0, 0, 0, 4, 0, 2>, + ConvImpl::template process_tile<true, 0, 0, 0, 4, 0, 3>, + }, + { + ConvImpl::template process_tile<true, 0, 0, 0, 5, 0, 0>, + ConvImpl::template process_tile<true, 0, 0, 0, 5, 0, 1>, + ConvImpl::template process_tile<true, 0, 0, 0, 5, 0, 2>, + ConvImpl::template process_tile<true, 0, 0, 0, 5, 0, 3>, + }, + { + ConvImpl::template process_tile<true, 0, 0, 0, 6, 0, 0>, + ConvImpl::template process_tile<true, 0, 0, 0, 6, 0, 1>, + ConvImpl::template process_tile<true, 0, 0, 0, 6, 0, 2>, + ConvImpl::template process_tile<true, 0, 0, 0, 6, 0, 3>, + }, + { + ConvImpl::template process_tile<true, 0, 0, 0, 7, 0, 0>, + ConvImpl::template process_tile<true, 0, 0, 0, 7, 0, 1>, + ConvImpl::template process_tile<true, 0, 0, 0, 7, 0, 2>, + ConvImpl::template process_tile<true, 0, 0, 0, 7, 0, 3>, + }, + { + ConvImpl::template process_tile<true, 0, 0, 0, 8, 0, 0>, + ConvImpl::template process_tile<true, 0, 0, 0, 8, 0, 1>, + ConvImpl::template process_tile<true, 0, 0, 0, 8, 0, 2>, + ConvImpl::template process_tile<true, 0, 0, 0, 8, 0, 3>, + }, }; +template <> +const Conv::TileFn Conv::tilefn_generic = ConvImpl::template process_tile<false>; template class DepthwiseConvolution<4, 4, 3, 3, 2, 2, float, float>; } // namespace depthwise |