From be0ae93c50bfa3e588111585025278daa8cb0694 Mon Sep 17 00:00:00 2001 From: Georgios Pinitas Date: Tue, 13 Mar 2018 13:08:12 +0000 Subject: COMPMID-1005: Update Depthwise Convolution form RSH Change-Id: I3033ddb8de183661010d6c71a83f71132037b139 Reviewed-on: https://eu-gerrit-1.euhpc.arm.com/124338 Tested-by: Jenkins Reviewed-by: Pablo Tello --- .../depthwise/depthwise_3x3_3x3_1x1_fp32_fp32.cpp | 2058 +++++++++----------- 1 file changed, 919 insertions(+), 1139 deletions(-) (limited to 'src/core/NEON/kernels/convolution/depthwise/depthwise_3x3_3x3_1x1_fp32_fp32.cpp') 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( + 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( + 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; + +template <> +const Conv::TileFn Conv::tilefn_top[n_in_pad_top_fns] = { + ConvImpl::template process_tile, }; +template <> +const Conv::TileFn Conv::tilefn_left[n_in_pad_left_fns] = { + ConvImpl::template process_tile, +}; + +template <> +const Conv::TileFn Conv::tilefn_bottom[n_in_pad_bottom_fns][n_out_pad_bottom_fns] = { + { + ConvImpl::template process_tile, + ConvImpl::template process_tile, + ConvImpl::template process_tile, + }, + { + ConvImpl::template process_tile, + ConvImpl::template process_tile, + ConvImpl::template process_tile, + }, + { + ConvImpl::template process_tile, + ConvImpl::template process_tile, + ConvImpl::template process_tile, + }, + { + ConvImpl::template process_tile, + ConvImpl::template process_tile, + ConvImpl::template process_tile, + }, + { + ConvImpl::template process_tile, + ConvImpl::template process_tile, + ConvImpl::template process_tile, + }, +}; + +template <> +const Conv::TileFn Conv::tilefn_right[n_in_pad_right_fns][n_out_pad_right_fns] = { + { + ConvImpl::template process_tile, + ConvImpl::template process_tile, + ConvImpl::template process_tile, + }, + { + ConvImpl::template process_tile, + ConvImpl::template process_tile, + ConvImpl::template process_tile, + }, + { + ConvImpl::template process_tile, + ConvImpl::template process_tile, + ConvImpl::template process_tile, + }, + { + ConvImpl::template process_tile, + ConvImpl::template process_tile, + ConvImpl::template process_tile, + }, + { + ConvImpl::template process_tile, + ConvImpl::template process_tile, + ConvImpl::template process_tile, + }, +}; + +template <> +const Conv::TileFn Conv::tilefn_generic = ConvImpl::template process_tile; template class DepthwiseConvolution<3, 3, 3, 3, 1, 1, float, float>; } // namespace depthwise -- cgit v1.2.1