|  | /* | 
|  | * Copyright (c) 2021, Alliance for Open Media. All rights reserved | 
|  | * | 
|  | * This source code is subject to the terms of the BSD 3-Clause Clear License | 
|  | * and the Alliance for Open Media Patent License 1.0. If the BSD 3-Clause Clear | 
|  | * License was not distributed with this source code in the LICENSE file, you | 
|  | * can obtain it at aomedia.org/license/software-license/bsd-3-c-c/.  If the | 
|  | * Alliance for Open Media Patent License 1.0 was not distributed with this | 
|  | * source code in the PATENTS file, you can obtain it at | 
|  | * aomedia.org/license/patent-license/. | 
|  | */ | 
|  |  | 
|  | #include <immintrin.h>  // AVX2 | 
|  | #include "aom_dsp/x86/mem_sse2.h" | 
|  | #include "aom_dsp/x86/synonyms.h" | 
|  | #include "aom_dsp/x86/synonyms_avx2.h" | 
|  | #include "aom_dsp/x86/transpose_sse2.h" | 
|  |  | 
|  | #include "config/av1_rtcd.h" | 
|  | #include "av1/common/restoration.h" | 
|  | #include "av1/encoder/pickrst.h" | 
|  |  | 
|  | static INLINE void acc_stat_avx2(int32_t *dst, const uint8_t *src, | 
|  | const __m128i *shuffle, const __m256i *kl) { | 
|  | const __m128i s = _mm_shuffle_epi8(xx_loadu_128(src), *shuffle); | 
|  | const __m256i d0 = _mm256_madd_epi16(*kl, _mm256_cvtepu8_epi16(s)); | 
|  | const __m256i dst0 = yy_load_256(dst); | 
|  | const __m256i r0 = _mm256_add_epi32(dst0, d0); | 
|  | yy_store_256(dst, r0); | 
|  | } | 
|  |  | 
|  | static INLINE void acc_stat_win7_one_line_avx2( | 
|  | const uint8_t *dgd, const uint8_t *src, int h_start, int h_end, | 
|  | int dgd_stride, const __m128i *shuffle, int32_t *sumX, | 
|  | int32_t sumY[WIENER_WIN][WIENER_WIN], int32_t M_int[WIENER_WIN][WIENER_WIN], | 
|  | int32_t H_int[WIENER_WIN2][WIENER_WIN * 8]) { | 
|  | int j, k, l; | 
|  | const int wiener_win = WIENER_WIN; | 
|  | for (j = h_start; j < h_end; j += 2) { | 
|  | const uint8_t X1 = src[j]; | 
|  | const uint8_t X2 = src[j + 1]; | 
|  | *sumX += X1 + X2; | 
|  | const uint8_t *dgd_ij = dgd + j; | 
|  | for (k = 0; k < wiener_win; k++) { | 
|  | const uint8_t *dgd_ijk = dgd_ij + k * dgd_stride; | 
|  | for (l = 0; l < wiener_win; l++) { | 
|  | int32_t *H_ = &H_int[(l * wiener_win + k)][0]; | 
|  | const uint8_t D1 = dgd_ijk[l]; | 
|  | const uint8_t D2 = dgd_ijk[l + 1]; | 
|  | sumY[k][l] += D1 + D2; | 
|  | M_int[k][l] += D1 * X1 + D2 * X2; | 
|  |  | 
|  | const __m256i kl = | 
|  | _mm256_cvtepu8_epi16(_mm_set1_epi16(loadu_uint16(dgd_ijk + l))); | 
|  | acc_stat_avx2(H_ + 0 * 8, dgd_ij + 0 * dgd_stride, shuffle, &kl); | 
|  | acc_stat_avx2(H_ + 1 * 8, dgd_ij + 1 * dgd_stride, shuffle, &kl); | 
|  | acc_stat_avx2(H_ + 2 * 8, dgd_ij + 2 * dgd_stride, shuffle, &kl); | 
|  | acc_stat_avx2(H_ + 3 * 8, dgd_ij + 3 * dgd_stride, shuffle, &kl); | 
|  | acc_stat_avx2(H_ + 4 * 8, dgd_ij + 4 * dgd_stride, shuffle, &kl); | 
|  | acc_stat_avx2(H_ + 5 * 8, dgd_ij + 5 * dgd_stride, shuffle, &kl); | 
|  | acc_stat_avx2(H_ + 6 * 8, dgd_ij + 6 * dgd_stride, shuffle, &kl); | 
|  | } | 
|  | } | 
|  | } | 
|  | } | 
|  |  | 
|  | static INLINE void compute_stats_win7_opt_avx2( | 
|  | const uint8_t *dgd, const uint8_t *src, int h_start, int h_end, int v_start, | 
|  | int v_end, int dgd_stride, int src_stride, int64_t *M, int64_t *H) { | 
|  | int i, j, k, l, m, n; | 
|  | const int wiener_win = WIENER_WIN; | 
|  | const int pixel_count = (h_end - h_start) * (v_end - v_start); | 
|  | const int wiener_win2 = wiener_win * wiener_win; | 
|  | const int wiener_halfwin = (wiener_win >> 1); | 
|  | uint8_t avg = find_average(dgd, h_start, h_end, v_start, v_end, dgd_stride); | 
|  |  | 
|  | int32_t M_int32[WIENER_WIN][WIENER_WIN] = { { 0 } }; | 
|  | int64_t M_int64[WIENER_WIN][WIENER_WIN] = { { 0 } }; | 
|  |  | 
|  | DECLARE_ALIGNED(32, int32_t, | 
|  | H_int32[WIENER_WIN2][WIENER_WIN * 8]) = { { 0 } }; | 
|  | int64_t H_int64[WIENER_WIN2][WIENER_WIN * 8] = { { 0 } }; | 
|  | int32_t sumY[WIENER_WIN][WIENER_WIN] = { { 0 } }; | 
|  | int32_t sumX = 0; | 
|  | const uint8_t *dgd_win = dgd - wiener_halfwin * dgd_stride - wiener_halfwin; | 
|  |  | 
|  | const __m128i shuffle = xx_loadu_128(g_shuffle_stats_data); | 
|  | for (j = v_start; j < v_end; j += 64) { | 
|  | const int vert_end = AOMMIN(64, v_end - j) + j; | 
|  | for (i = j; i < vert_end; i++) { | 
|  | acc_stat_win7_one_line_avx2( | 
|  | dgd_win + i * dgd_stride, src + i * src_stride, h_start, h_end, | 
|  | dgd_stride, &shuffle, &sumX, sumY, M_int32, H_int32); | 
|  | } | 
|  | for (k = 0; k < wiener_win; ++k) { | 
|  | for (l = 0; l < wiener_win; ++l) { | 
|  | M_int64[k][l] += M_int32[k][l]; | 
|  | M_int32[k][l] = 0; | 
|  | } | 
|  | } | 
|  | for (k = 0; k < WIENER_WIN2; ++k) { | 
|  | for (l = 0; l < WIENER_WIN * 8; ++l) { | 
|  | H_int64[k][l] += H_int32[k][l]; | 
|  | H_int32[k][l] = 0; | 
|  | } | 
|  | } | 
|  | } | 
|  |  | 
|  | const int64_t avg_square_sum = (int64_t)avg * (int64_t)avg * pixel_count; | 
|  | for (k = 0; k < wiener_win; k++) { | 
|  | for (l = 0; l < wiener_win; l++) { | 
|  | const int32_t idx0 = l * wiener_win + k; | 
|  | M[idx0] = | 
|  | M_int64[k][l] + (avg_square_sum - (int64_t)avg * (sumX + sumY[k][l])); | 
|  | int64_t *H_ = H + idx0 * wiener_win2; | 
|  | int64_t *H_int_ = &H_int64[idx0][0]; | 
|  | for (m = 0; m < wiener_win; m++) { | 
|  | for (n = 0; n < wiener_win; n++) { | 
|  | H_[m * wiener_win + n] = H_int_[n * 8 + m] + avg_square_sum - | 
|  | (int64_t)avg * (sumY[k][l] + sumY[n][m]); | 
|  | } | 
|  | } | 
|  | } | 
|  | } | 
|  | } | 
|  |  | 
|  | static INLINE void acc_stat_highbd_avx2(int64_t *dst, const uint16_t *dgd, | 
|  | const __m256i *shuffle, | 
|  | const __m256i *dgd_ijkl) { | 
|  | // Load two 128-bit chunks from dgd | 
|  | const __m256i s0 = _mm256_inserti128_si256( | 
|  | _mm256_castsi128_si256(_mm_loadu_si128((__m128i *)dgd)), | 
|  | _mm_loadu_si128((__m128i *)(dgd + 4)), 1); | 
|  | // s0 = [11 10 9 8 7 6 5 4] [7 6 5 4 3 2 1 0] as u16 (values are dgd indices) | 
|  | // The weird order is so the shuffle stays within 128-bit lanes | 
|  |  | 
|  | // Shuffle 16x u16 values within lanes according to the mask: | 
|  | // [0 1 1 2 2 3 3 4] [0 1 1 2 2 3 3 4] | 
|  | // (Actually we shuffle u8 values as there's no 16-bit shuffle) | 
|  | const __m256i s1 = _mm256_shuffle_epi8(s0, *shuffle); | 
|  | // s1 = [8 7 7 6 6 5 5 4] [4 3 3 2 2 1 1 0] as u16 (values are dgd indices) | 
|  |  | 
|  | // Multiply 16x 16-bit integers in dgd_ijkl and s1, resulting in 16x 32-bit | 
|  | // integers then horizontally add pairs of these integers resulting in 8x | 
|  | // 32-bit integers | 
|  | const __m256i d0 = _mm256_madd_epi16(*dgd_ijkl, s1); | 
|  | // d0 = [a b c d] [e f g h] as u32 | 
|  |  | 
|  | // Take the lower-half of d0, extend to u64, add it on to dst (H) | 
|  | const __m256i d0l = _mm256_cvtepu32_epi64(_mm256_extracti128_si256(d0, 0)); | 
|  | // d0l = [a b] [c d] as u64 | 
|  | const __m256i dst0 = yy_load_256(dst); | 
|  | yy_store_256(dst, _mm256_add_epi64(d0l, dst0)); | 
|  |  | 
|  | // Take the upper-half of d0, extend to u64, add it on to dst (H) | 
|  | const __m256i d0h = _mm256_cvtepu32_epi64(_mm256_extracti128_si256(d0, 1)); | 
|  | // d0h = [e f] [g h] as u64 | 
|  | const __m256i dst1 = yy_load_256(dst + 4); | 
|  | yy_store_256(dst + 4, _mm256_add_epi64(d0h, dst1)); | 
|  | } | 
|  |  | 
|  | static INLINE void acc_stat_highbd_win7_one_line_avx2( | 
|  | const uint16_t *dgd, const uint16_t *src, int h_start, int h_end, | 
|  | int dgd_stride, const __m256i *shuffle, int32_t *sumX, | 
|  | int32_t sumY[WIENER_WIN][WIENER_WIN], int64_t M_int[WIENER_WIN][WIENER_WIN], | 
|  | int64_t H_int[WIENER_WIN2][WIENER_WIN * 8]) { | 
|  | int j, k, l; | 
|  | const int wiener_win = WIENER_WIN; | 
|  | for (j = h_start; j < h_end; j += 2) { | 
|  | const uint16_t X1 = src[j]; | 
|  | const uint16_t X2 = src[j + 1]; | 
|  | *sumX += X1 + X2; | 
|  | const uint16_t *dgd_ij = dgd + j; | 
|  | for (k = 0; k < wiener_win; k++) { | 
|  | const uint16_t *dgd_ijk = dgd_ij + k * dgd_stride; | 
|  | for (l = 0; l < wiener_win; l++) { | 
|  | int64_t *H_ = &H_int[(l * wiener_win + k)][0]; | 
|  | const uint16_t D1 = dgd_ijk[l]; | 
|  | const uint16_t D2 = dgd_ijk[l + 1]; | 
|  | sumY[k][l] += D1 + D2; | 
|  | M_int[k][l] += D1 * X1 + D2 * X2; | 
|  |  | 
|  | // Load two u16 values from dgd_ijkl combined as a u32, | 
|  | // then broadcast to 8x u32 slots of a 256 | 
|  | const __m256i dgd_ijkl = _mm256_set1_epi32(loadu_uint32(dgd_ijk + l)); | 
|  | // dgd_ijkl = [y x y x y x y x] [y x y x y x y x] where each is a u16 | 
|  |  | 
|  | acc_stat_highbd_avx2(H_ + 0 * 8, dgd_ij + 0 * dgd_stride, shuffle, | 
|  | &dgd_ijkl); | 
|  | acc_stat_highbd_avx2(H_ + 1 * 8, dgd_ij + 1 * dgd_stride, shuffle, | 
|  | &dgd_ijkl); | 
|  | acc_stat_highbd_avx2(H_ + 2 * 8, dgd_ij + 2 * dgd_stride, shuffle, | 
|  | &dgd_ijkl); | 
|  | acc_stat_highbd_avx2(H_ + 3 * 8, dgd_ij + 3 * dgd_stride, shuffle, | 
|  | &dgd_ijkl); | 
|  | acc_stat_highbd_avx2(H_ + 4 * 8, dgd_ij + 4 * dgd_stride, shuffle, | 
|  | &dgd_ijkl); | 
|  | acc_stat_highbd_avx2(H_ + 5 * 8, dgd_ij + 5 * dgd_stride, shuffle, | 
|  | &dgd_ijkl); | 
|  | acc_stat_highbd_avx2(H_ + 6 * 8, dgd_ij + 6 * dgd_stride, shuffle, | 
|  | &dgd_ijkl); | 
|  | } | 
|  | } | 
|  | } | 
|  | } | 
|  |  | 
|  | static INLINE void compute_stats_highbd_win7_opt_avx2( | 
|  | const uint8_t *dgd8, const uint8_t *src8, int h_start, int h_end, | 
|  | int v_start, int v_end, int dgd_stride, int src_stride, int64_t *M, | 
|  | int64_t *H, aom_bit_depth_t bit_depth) { | 
|  | int i, j, k, l, m, n; | 
|  | const int wiener_win = WIENER_WIN; | 
|  | const int pixel_count = (h_end - h_start) * (v_end - v_start); | 
|  | const int wiener_win2 = wiener_win * wiener_win; | 
|  | const int wiener_halfwin = (wiener_win >> 1); | 
|  | const uint16_t *src = CONVERT_TO_SHORTPTR(src8); | 
|  | const uint16_t *dgd = CONVERT_TO_SHORTPTR(dgd8); | 
|  | const uint16_t avg = | 
|  | find_average_highbd(dgd, h_start, h_end, v_start, v_end, dgd_stride); | 
|  |  | 
|  | int64_t M_int[WIENER_WIN][WIENER_WIN] = { { 0 } }; | 
|  | DECLARE_ALIGNED(32, int64_t, H_int[WIENER_WIN2][WIENER_WIN * 8]) = { { 0 } }; | 
|  | int32_t sumY[WIENER_WIN][WIENER_WIN] = { { 0 } }; | 
|  | int32_t sumX = 0; | 
|  | const uint16_t *dgd_win = dgd - wiener_halfwin * dgd_stride - wiener_halfwin; | 
|  |  | 
|  | const __m256i shuffle = yy_loadu_256(g_shuffle_stats_highbd_data); | 
|  | for (j = v_start; j < v_end; j += 64) { | 
|  | const int vert_end = AOMMIN(64, v_end - j) + j; | 
|  | for (i = j; i < vert_end; i++) { | 
|  | acc_stat_highbd_win7_one_line_avx2( | 
|  | dgd_win + i * dgd_stride, src + i * src_stride, h_start, h_end, | 
|  | dgd_stride, &shuffle, &sumX, sumY, M_int, H_int); | 
|  | } | 
|  | } | 
|  |  | 
|  | uint8_t bit_depth_divider = 1; | 
|  | if (bit_depth == AOM_BITS_12) | 
|  | bit_depth_divider = 16; | 
|  | else if (bit_depth == AOM_BITS_10) | 
|  | bit_depth_divider = 4; | 
|  |  | 
|  | const int64_t avg_square_sum = (int64_t)avg * (int64_t)avg * pixel_count; | 
|  | for (k = 0; k < wiener_win; k++) { | 
|  | for (l = 0; l < wiener_win; l++) { | 
|  | const int32_t idx0 = l * wiener_win + k; | 
|  | M[idx0] = (M_int[k][l] + | 
|  | (avg_square_sum - (int64_t)avg * (sumX + sumY[k][l]))) / | 
|  | bit_depth_divider; | 
|  | int64_t *H_ = H + idx0 * wiener_win2; | 
|  | int64_t *H_int_ = &H_int[idx0][0]; | 
|  | for (m = 0; m < wiener_win; m++) { | 
|  | for (n = 0; n < wiener_win; n++) { | 
|  | H_[m * wiener_win + n] = | 
|  | (H_int_[n * 8 + m] + | 
|  | (avg_square_sum - (int64_t)avg * (sumY[k][l] + sumY[n][m]))) / | 
|  | bit_depth_divider; | 
|  | } | 
|  | } | 
|  | } | 
|  | } | 
|  | } | 
|  |  | 
|  | static INLINE void acc_stat_highbd_win5_one_line_avx2( | 
|  | const uint16_t *dgd, const uint16_t *src, int h_start, int h_end, | 
|  | int dgd_stride, const __m256i *shuffle, int32_t *sumX, | 
|  | int32_t sumY[WIENER_WIN_CHROMA][WIENER_WIN_CHROMA], | 
|  | int64_t M_int[WIENER_WIN_CHROMA][WIENER_WIN_CHROMA], | 
|  | int64_t H_int[WIENER_WIN2_CHROMA][WIENER_WIN_CHROMA * 8]) { | 
|  | int j, k, l; | 
|  | const int wiener_win = WIENER_WIN_CHROMA; | 
|  | for (j = h_start; j < h_end; j += 2) { | 
|  | const uint16_t X1 = src[j]; | 
|  | const uint16_t X2 = src[j + 1]; | 
|  | *sumX += X1 + X2; | 
|  | const uint16_t *dgd_ij = dgd + j; | 
|  | for (k = 0; k < wiener_win; k++) { | 
|  | const uint16_t *dgd_ijk = dgd_ij + k * dgd_stride; | 
|  | for (l = 0; l < wiener_win; l++) { | 
|  | int64_t *H_ = &H_int[(l * wiener_win + k)][0]; | 
|  | const uint16_t D1 = dgd_ijk[l]; | 
|  | const uint16_t D2 = dgd_ijk[l + 1]; | 
|  | sumY[k][l] += D1 + D2; | 
|  | M_int[k][l] += D1 * X1 + D2 * X2; | 
|  |  | 
|  | // Load two u16 values from dgd_ijkl combined as a u32, | 
|  | // then broadcast to 8x u32 slots of a 256 | 
|  | const __m256i dgd_ijkl = _mm256_set1_epi32(loadu_uint32(dgd_ijk + l)); | 
|  | // dgd_ijkl = [x y x y x y x y] [x y x y x y x y] where each is a u16 | 
|  |  | 
|  | acc_stat_highbd_avx2(H_ + 0 * 8, dgd_ij + 0 * dgd_stride, shuffle, | 
|  | &dgd_ijkl); | 
|  | acc_stat_highbd_avx2(H_ + 1 * 8, dgd_ij + 1 * dgd_stride, shuffle, | 
|  | &dgd_ijkl); | 
|  | acc_stat_highbd_avx2(H_ + 2 * 8, dgd_ij + 2 * dgd_stride, shuffle, | 
|  | &dgd_ijkl); | 
|  | acc_stat_highbd_avx2(H_ + 3 * 8, dgd_ij + 3 * dgd_stride, shuffle, | 
|  | &dgd_ijkl); | 
|  | acc_stat_highbd_avx2(H_ + 4 * 8, dgd_ij + 4 * dgd_stride, shuffle, | 
|  | &dgd_ijkl); | 
|  | } | 
|  | } | 
|  | } | 
|  | } | 
|  |  | 
|  | static INLINE void compute_stats_highbd_win5_opt_avx2( | 
|  | const uint8_t *dgd8, const uint8_t *src8, int h_start, int h_end, | 
|  | int v_start, int v_end, int dgd_stride, int src_stride, int64_t *M, | 
|  | int64_t *H, aom_bit_depth_t bit_depth) { | 
|  | int i, j, k, l, m, n; | 
|  | const int wiener_win = WIENER_WIN_CHROMA; | 
|  | const int pixel_count = (h_end - h_start) * (v_end - v_start); | 
|  | const int wiener_win2 = wiener_win * wiener_win; | 
|  | const int wiener_halfwin = (wiener_win >> 1); | 
|  | const uint16_t *src = CONVERT_TO_SHORTPTR(src8); | 
|  | const uint16_t *dgd = CONVERT_TO_SHORTPTR(dgd8); | 
|  | const uint16_t avg = | 
|  | find_average_highbd(dgd, h_start, h_end, v_start, v_end, dgd_stride); | 
|  |  | 
|  | int64_t M_int64[WIENER_WIN_CHROMA][WIENER_WIN_CHROMA] = { { 0 } }; | 
|  | DECLARE_ALIGNED( | 
|  | 32, int64_t, | 
|  | H_int64[WIENER_WIN2_CHROMA][WIENER_WIN_CHROMA * 8]) = { { 0 } }; | 
|  | int32_t sumY[WIENER_WIN_CHROMA][WIENER_WIN_CHROMA] = { { 0 } }; | 
|  | int32_t sumX = 0; | 
|  | const uint16_t *dgd_win = dgd - wiener_halfwin * dgd_stride - wiener_halfwin; | 
|  |  | 
|  | const __m256i shuffle = yy_loadu_256(g_shuffle_stats_highbd_data); | 
|  | for (j = v_start; j < v_end; j += 64) { | 
|  | const int vert_end = AOMMIN(64, v_end - j) + j; | 
|  | for (i = j; i < vert_end; i++) { | 
|  | acc_stat_highbd_win5_one_line_avx2( | 
|  | dgd_win + i * dgd_stride, src + i * src_stride, h_start, h_end, | 
|  | dgd_stride, &shuffle, &sumX, sumY, M_int64, H_int64); | 
|  | } | 
|  | } | 
|  |  | 
|  | uint8_t bit_depth_divider = 1; | 
|  | if (bit_depth == AOM_BITS_12) | 
|  | bit_depth_divider = 16; | 
|  | else if (bit_depth == AOM_BITS_10) | 
|  | bit_depth_divider = 4; | 
|  |  | 
|  | const int64_t avg_square_sum = (int64_t)avg * (int64_t)avg * pixel_count; | 
|  | for (k = 0; k < wiener_win; k++) { | 
|  | for (l = 0; l < wiener_win; l++) { | 
|  | const int32_t idx0 = l * wiener_win + k; | 
|  | M[idx0] = (M_int64[k][l] + | 
|  | (avg_square_sum - (int64_t)avg * (sumX + sumY[k][l]))) / | 
|  | bit_depth_divider; | 
|  | int64_t *H_ = H + idx0 * wiener_win2; | 
|  | int64_t *H_int_ = &H_int64[idx0][0]; | 
|  | for (m = 0; m < wiener_win; m++) { | 
|  | for (n = 0; n < wiener_win; n++) { | 
|  | H_[m * wiener_win + n] = | 
|  | (H_int_[n * 8 + m] + | 
|  | (avg_square_sum - (int64_t)avg * (sumY[k][l] + sumY[n][m]))) / | 
|  | bit_depth_divider; | 
|  | } | 
|  | } | 
|  | } | 
|  | } | 
|  | } | 
|  |  | 
|  | void av1_compute_stats_highbd_avx2(int wiener_win, const uint8_t *dgd8, | 
|  | const uint8_t *src8, int h_start, int h_end, | 
|  | int v_start, int v_end, int dgd_stride, | 
|  | int src_stride, int64_t *M, int64_t *H, | 
|  | aom_bit_depth_t bit_depth) { | 
|  | if (wiener_win == WIENER_WIN) { | 
|  | compute_stats_highbd_win7_opt_avx2(dgd8, src8, h_start, h_end, v_start, | 
|  | v_end, dgd_stride, src_stride, M, H, | 
|  | bit_depth); | 
|  | } else if (wiener_win == WIENER_WIN_CHROMA) { | 
|  | compute_stats_highbd_win5_opt_avx2(dgd8, src8, h_start, h_end, v_start, | 
|  | v_end, dgd_stride, src_stride, M, H, | 
|  | bit_depth); | 
|  | } else { | 
|  | av1_compute_stats_highbd_c(wiener_win, dgd8, src8, h_start, h_end, v_start, | 
|  | v_end, dgd_stride, src_stride, M, H, bit_depth); | 
|  | } | 
|  | } | 
|  |  | 
|  | static INLINE void acc_stat_win5_one_line_avx2( | 
|  | const uint8_t *dgd, const uint8_t *src, int h_start, int h_end, | 
|  | int dgd_stride, const __m128i *shuffle, int32_t *sumX, | 
|  | int32_t sumY[WIENER_WIN_CHROMA][WIENER_WIN_CHROMA], | 
|  | int32_t M_int[WIENER_WIN_CHROMA][WIENER_WIN_CHROMA], | 
|  | int32_t H_int[WIENER_WIN2_CHROMA][WIENER_WIN_CHROMA * 8]) { | 
|  | int j, k, l; | 
|  | const int wiener_win = WIENER_WIN_CHROMA; | 
|  | for (j = h_start; j < h_end; j += 2) { | 
|  | const uint8_t X1 = src[j]; | 
|  | const uint8_t X2 = src[j + 1]; | 
|  | *sumX += X1 + X2; | 
|  | const uint8_t *dgd_ij = dgd + j; | 
|  | for (k = 0; k < wiener_win; k++) { | 
|  | const uint8_t *dgd_ijk = dgd_ij + k * dgd_stride; | 
|  | for (l = 0; l < wiener_win; l++) { | 
|  | int32_t *H_ = &H_int[(l * wiener_win + k)][0]; | 
|  | const uint8_t D1 = dgd_ijk[l]; | 
|  | const uint8_t D2 = dgd_ijk[l + 1]; | 
|  | sumY[k][l] += D1 + D2; | 
|  | M_int[k][l] += D1 * X1 + D2 * X2; | 
|  |  | 
|  | const __m256i kl = | 
|  | _mm256_cvtepu8_epi16(_mm_set1_epi16(loadu_uint16(dgd_ijk + l))); | 
|  | acc_stat_avx2(H_ + 0 * 8, dgd_ij + 0 * dgd_stride, shuffle, &kl); | 
|  | acc_stat_avx2(H_ + 1 * 8, dgd_ij + 1 * dgd_stride, shuffle, &kl); | 
|  | acc_stat_avx2(H_ + 2 * 8, dgd_ij + 2 * dgd_stride, shuffle, &kl); | 
|  | acc_stat_avx2(H_ + 3 * 8, dgd_ij + 3 * dgd_stride, shuffle, &kl); | 
|  | acc_stat_avx2(H_ + 4 * 8, dgd_ij + 4 * dgd_stride, shuffle, &kl); | 
|  | } | 
|  | } | 
|  | } | 
|  | } | 
|  |  | 
|  | static INLINE void compute_stats_win5_opt_avx2( | 
|  | const uint8_t *dgd, const uint8_t *src, int h_start, int h_end, int v_start, | 
|  | int v_end, int dgd_stride, int src_stride, int64_t *M, int64_t *H) { | 
|  | int i, j, k, l, m, n; | 
|  | const int wiener_win = WIENER_WIN_CHROMA; | 
|  | const int pixel_count = (h_end - h_start) * (v_end - v_start); | 
|  | const int wiener_win2 = wiener_win * wiener_win; | 
|  | const int wiener_halfwin = (wiener_win >> 1); | 
|  | uint8_t avg = find_average(dgd, h_start, h_end, v_start, v_end, dgd_stride); | 
|  |  | 
|  | int32_t M_int32[WIENER_WIN_CHROMA][WIENER_WIN_CHROMA] = { { 0 } }; | 
|  | int64_t M_int64[WIENER_WIN_CHROMA][WIENER_WIN_CHROMA] = { { 0 } }; | 
|  | DECLARE_ALIGNED( | 
|  | 32, int32_t, | 
|  | H_int32[WIENER_WIN2_CHROMA][WIENER_WIN_CHROMA * 8]) = { { 0 } }; | 
|  | int64_t H_int64[WIENER_WIN2_CHROMA][WIENER_WIN_CHROMA * 8] = { { 0 } }; | 
|  | int32_t sumY[WIENER_WIN_CHROMA][WIENER_WIN_CHROMA] = { { 0 } }; | 
|  | int32_t sumX = 0; | 
|  | const uint8_t *dgd_win = dgd - wiener_halfwin * dgd_stride - wiener_halfwin; | 
|  |  | 
|  | const __m128i shuffle = xx_loadu_128(g_shuffle_stats_data); | 
|  | for (j = v_start; j < v_end; j += 64) { | 
|  | const int vert_end = AOMMIN(64, v_end - j) + j; | 
|  | for (i = j; i < vert_end; i++) { | 
|  | acc_stat_win5_one_line_avx2( | 
|  | dgd_win + i * dgd_stride, src + i * src_stride, h_start, h_end, | 
|  | dgd_stride, &shuffle, &sumX, sumY, M_int32, H_int32); | 
|  | } | 
|  | for (k = 0; k < wiener_win; ++k) { | 
|  | for (l = 0; l < wiener_win; ++l) { | 
|  | M_int64[k][l] += M_int32[k][l]; | 
|  | M_int32[k][l] = 0; | 
|  | } | 
|  | } | 
|  | for (k = 0; k < WIENER_WIN2_CHROMA; ++k) { | 
|  | for (l = 0; l < WIENER_WIN_CHROMA * 8; ++l) { | 
|  | H_int64[k][l] += H_int32[k][l]; | 
|  | H_int32[k][l] = 0; | 
|  | } | 
|  | } | 
|  | } | 
|  |  | 
|  | const int64_t avg_square_sum = (int64_t)avg * (int64_t)avg * pixel_count; | 
|  | for (k = 0; k < wiener_win; k++) { | 
|  | for (l = 0; l < wiener_win; l++) { | 
|  | const int32_t idx0 = l * wiener_win + k; | 
|  | M[idx0] = | 
|  | M_int64[k][l] + (avg_square_sum - (int64_t)avg * (sumX + sumY[k][l])); | 
|  | int64_t *H_ = H + idx0 * wiener_win2; | 
|  | int64_t *H_int_ = &H_int64[idx0][0]; | 
|  | for (m = 0; m < wiener_win; m++) { | 
|  | for (n = 0; n < wiener_win; n++) { | 
|  | H_[m * wiener_win + n] = H_int_[n * 8 + m] + avg_square_sum - | 
|  | (int64_t)avg * (sumY[k][l] + sumY[n][m]); | 
|  | } | 
|  | } | 
|  | } | 
|  | } | 
|  | } | 
|  |  | 
|  | void av1_compute_stats_avx2(int wiener_win, const uint8_t *dgd, | 
|  | const uint8_t *src, int h_start, int h_end, | 
|  | int v_start, int v_end, int dgd_stride, | 
|  | int src_stride, int64_t *M, int64_t *H) { | 
|  | if (wiener_win == WIENER_WIN) { | 
|  | compute_stats_win7_opt_avx2(dgd, src, h_start, h_end, v_start, v_end, | 
|  | dgd_stride, src_stride, M, H); | 
|  | } else if (wiener_win == WIENER_WIN_CHROMA) { | 
|  | compute_stats_win5_opt_avx2(dgd, src, h_start, h_end, v_start, v_end, | 
|  | dgd_stride, src_stride, M, H); | 
|  | } else { | 
|  | av1_compute_stats_c(wiener_win, dgd, src, h_start, h_end, v_start, v_end, | 
|  | dgd_stride, src_stride, M, H); | 
|  | } | 
|  | } | 
|  |  | 
|  | static INLINE __m256i pair_set_epi16(int a, int b) { | 
|  | return _mm256_set1_epi32( | 
|  | (int32_t)(((uint16_t)(a)) | (((uint32_t)(b)) << 16))); | 
|  | } | 
|  |  | 
|  | int64_t av1_lowbd_pixel_proj_error_avx2( | 
|  | const uint8_t *src8, int width, int height, int src_stride, | 
|  | const uint8_t *dat8, int dat_stride, int32_t *flt0, int flt0_stride, | 
|  | int32_t *flt1, int flt1_stride, int xq[2], const sgr_params_type *params) { | 
|  | int i, j, k; | 
|  | const int32_t shift = SGRPROJ_RST_BITS + SGRPROJ_PRJ_BITS; | 
|  | const __m256i rounding = _mm256_set1_epi32(1 << (shift - 1)); | 
|  | __m256i sum64 = _mm256_setzero_si256(); | 
|  | const uint8_t *src = src8; | 
|  | const uint8_t *dat = dat8; | 
|  | int64_t err = 0; | 
|  | if (params->r[0] > 0 && params->r[1] > 0) { | 
|  | __m256i xq_coeff = pair_set_epi16(xq[0], xq[1]); | 
|  | for (i = 0; i < height; ++i) { | 
|  | __m256i sum32 = _mm256_setzero_si256(); | 
|  | for (j = 0; j <= width - 16; j += 16) { | 
|  | const __m256i d0 = _mm256_cvtepu8_epi16(xx_loadu_128(dat + j)); | 
|  | const __m256i s0 = _mm256_cvtepu8_epi16(xx_loadu_128(src + j)); | 
|  | const __m256i flt0_16b = _mm256_permute4x64_epi64( | 
|  | _mm256_packs_epi32(yy_loadu_256(flt0 + j), | 
|  | yy_loadu_256(flt0 + j + 8)), | 
|  | 0xd8); | 
|  | const __m256i flt1_16b = _mm256_permute4x64_epi64( | 
|  | _mm256_packs_epi32(yy_loadu_256(flt1 + j), | 
|  | yy_loadu_256(flt1 + j + 8)), | 
|  | 0xd8); | 
|  | const __m256i u0 = _mm256_slli_epi16(d0, SGRPROJ_RST_BITS); | 
|  | const __m256i flt0_0_sub_u = _mm256_sub_epi16(flt0_16b, u0); | 
|  | const __m256i flt1_0_sub_u = _mm256_sub_epi16(flt1_16b, u0); | 
|  | const __m256i v0 = _mm256_madd_epi16( | 
|  | xq_coeff, _mm256_unpacklo_epi16(flt0_0_sub_u, flt1_0_sub_u)); | 
|  | const __m256i v1 = _mm256_madd_epi16( | 
|  | xq_coeff, _mm256_unpackhi_epi16(flt0_0_sub_u, flt1_0_sub_u)); | 
|  | const __m256i vr0 = | 
|  | _mm256_srai_epi32(_mm256_add_epi32(v0, rounding), shift); | 
|  | const __m256i vr1 = | 
|  | _mm256_srai_epi32(_mm256_add_epi32(v1, rounding), shift); | 
|  | const __m256i e0 = _mm256_sub_epi16( | 
|  | _mm256_add_epi16(_mm256_packs_epi32(vr0, vr1), d0), s0); | 
|  | const __m256i err0 = _mm256_madd_epi16(e0, e0); | 
|  | sum32 = _mm256_add_epi32(sum32, err0); | 
|  | } | 
|  | for (k = j; k < width; ++k) { | 
|  | const int32_t u = (int32_t)(dat[k] << SGRPROJ_RST_BITS); | 
|  | int32_t v = xq[0] * (flt0[k] - u) + xq[1] * (flt1[k] - u); | 
|  | const int32_t e = ROUND_POWER_OF_TWO(v, shift) + dat[k] - src[k]; | 
|  | err += ((int64_t)e * e); | 
|  | } | 
|  | dat += dat_stride; | 
|  | src += src_stride; | 
|  | flt0 += flt0_stride; | 
|  | flt1 += flt1_stride; | 
|  | const __m256i sum64_0 = | 
|  | _mm256_cvtepi32_epi64(_mm256_castsi256_si128(sum32)); | 
|  | const __m256i sum64_1 = | 
|  | _mm256_cvtepi32_epi64(_mm256_extracti128_si256(sum32, 1)); | 
|  | sum64 = _mm256_add_epi64(sum64, sum64_0); | 
|  | sum64 = _mm256_add_epi64(sum64, sum64_1); | 
|  | } | 
|  | } else if (params->r[0] > 0 || params->r[1] > 0) { | 
|  | const int xq_active = (params->r[0] > 0) ? xq[0] : xq[1]; | 
|  | const __m256i xq_coeff = | 
|  | pair_set_epi16(xq_active, (-xq_active * (1 << SGRPROJ_RST_BITS))); | 
|  | const int32_t *flt = (params->r[0] > 0) ? flt0 : flt1; | 
|  | const int flt_stride = (params->r[0] > 0) ? flt0_stride : flt1_stride; | 
|  | for (i = 0; i < height; ++i) { | 
|  | __m256i sum32 = _mm256_setzero_si256(); | 
|  | for (j = 0; j <= width - 16; j += 16) { | 
|  | const __m256i d0 = _mm256_cvtepu8_epi16(xx_loadu_128(dat + j)); | 
|  | const __m256i s0 = _mm256_cvtepu8_epi16(xx_loadu_128(src + j)); | 
|  | const __m256i flt_16b = _mm256_permute4x64_epi64( | 
|  | _mm256_packs_epi32(yy_loadu_256(flt + j), | 
|  | yy_loadu_256(flt + j + 8)), | 
|  | 0xd8); | 
|  | const __m256i v0 = | 
|  | _mm256_madd_epi16(xq_coeff, _mm256_unpacklo_epi16(flt_16b, d0)); | 
|  | const __m256i v1 = | 
|  | _mm256_madd_epi16(xq_coeff, _mm256_unpackhi_epi16(flt_16b, d0)); | 
|  | const __m256i vr0 = | 
|  | _mm256_srai_epi32(_mm256_add_epi32(v0, rounding), shift); | 
|  | const __m256i vr1 = | 
|  | _mm256_srai_epi32(_mm256_add_epi32(v1, rounding), shift); | 
|  | const __m256i e0 = _mm256_sub_epi16( | 
|  | _mm256_add_epi16(_mm256_packs_epi32(vr0, vr1), d0), s0); | 
|  | const __m256i err0 = _mm256_madd_epi16(e0, e0); | 
|  | sum32 = _mm256_add_epi32(sum32, err0); | 
|  | } | 
|  | for (k = j; k < width; ++k) { | 
|  | const int32_t u = (int32_t)(dat[k] << SGRPROJ_RST_BITS); | 
|  | int32_t v = xq_active * (flt[k] - u); | 
|  | const int32_t e = ROUND_POWER_OF_TWO(v, shift) + dat[k] - src[k]; | 
|  | err += ((int64_t)e * e); | 
|  | } | 
|  | dat += dat_stride; | 
|  | src += src_stride; | 
|  | flt += flt_stride; | 
|  | const __m256i sum64_0 = | 
|  | _mm256_cvtepi32_epi64(_mm256_castsi256_si128(sum32)); | 
|  | const __m256i sum64_1 = | 
|  | _mm256_cvtepi32_epi64(_mm256_extracti128_si256(sum32, 1)); | 
|  | sum64 = _mm256_add_epi64(sum64, sum64_0); | 
|  | sum64 = _mm256_add_epi64(sum64, sum64_1); | 
|  | } | 
|  | } else { | 
|  | __m256i sum32 = _mm256_setzero_si256(); | 
|  | for (i = 0; i < height; ++i) { | 
|  | for (j = 0; j <= width - 16; j += 16) { | 
|  | const __m256i d0 = _mm256_cvtepu8_epi16(xx_loadu_128(dat + j)); | 
|  | const __m256i s0 = _mm256_cvtepu8_epi16(xx_loadu_128(src + j)); | 
|  | const __m256i diff0 = _mm256_sub_epi16(d0, s0); | 
|  | const __m256i err0 = _mm256_madd_epi16(diff0, diff0); | 
|  | sum32 = _mm256_add_epi32(sum32, err0); | 
|  | } | 
|  | for (k = j; k < width; ++k) { | 
|  | const int32_t e = (int32_t)(dat[k]) - src[k]; | 
|  | err += ((int64_t)e * e); | 
|  | } | 
|  | dat += dat_stride; | 
|  | src += src_stride; | 
|  | } | 
|  | const __m256i sum64_0 = | 
|  | _mm256_cvtepi32_epi64(_mm256_castsi256_si128(sum32)); | 
|  | const __m256i sum64_1 = | 
|  | _mm256_cvtepi32_epi64(_mm256_extracti128_si256(sum32, 1)); | 
|  | sum64 = _mm256_add_epi64(sum64_0, sum64_1); | 
|  | } | 
|  | int64_t sum[4]; | 
|  | yy_storeu_256(sum, sum64); | 
|  | err += sum[0] + sum[1] + sum[2] + sum[3]; | 
|  | return err; | 
|  | } | 
|  |  | 
|  | // When params->r[0] > 0 and params->r[1] > 0. In this case all elements of | 
|  | // C and H need to be computed. | 
|  | static AOM_INLINE void calc_proj_params_r0_r1_avx2( | 
|  | const uint8_t *src8, int width, int height, int src_stride, | 
|  | const uint8_t *dat8, int dat_stride, int32_t *flt0, int flt0_stride, | 
|  | int32_t *flt1, int flt1_stride, int64_t H[2][2], int64_t C[2]) { | 
|  | const int size = width * height; | 
|  | const uint8_t *src = src8; | 
|  | const uint8_t *dat = dat8; | 
|  | __m256i h00, h01, h11, c0, c1; | 
|  | const __m256i zero = _mm256_setzero_si256(); | 
|  | h01 = h11 = c0 = c1 = h00 = zero; | 
|  |  | 
|  | for (int i = 0; i < height; ++i) { | 
|  | for (int j = 0; j < width; j += 8) { | 
|  | const __m256i u_load = _mm256_cvtepu8_epi32( | 
|  | _mm_loadl_epi64((__m128i *)(dat + i * dat_stride + j))); | 
|  | const __m256i s_load = _mm256_cvtepu8_epi32( | 
|  | _mm_loadl_epi64((__m128i *)(src + i * src_stride + j))); | 
|  | __m256i f1 = _mm256_loadu_si256((__m256i *)(flt0 + i * flt0_stride + j)); | 
|  | __m256i f2 = _mm256_loadu_si256((__m256i *)(flt1 + i * flt1_stride + j)); | 
|  | __m256i d = _mm256_slli_epi32(u_load, SGRPROJ_RST_BITS); | 
|  | __m256i s = _mm256_slli_epi32(s_load, SGRPROJ_RST_BITS); | 
|  | s = _mm256_sub_epi32(s, d); | 
|  | f1 = _mm256_sub_epi32(f1, d); | 
|  | f2 = _mm256_sub_epi32(f2, d); | 
|  |  | 
|  | const __m256i h00_even = _mm256_mul_epi32(f1, f1); | 
|  | const __m256i h00_odd = _mm256_mul_epi32(_mm256_srli_epi64(f1, 32), | 
|  | _mm256_srli_epi64(f1, 32)); | 
|  | h00 = _mm256_add_epi64(h00, h00_even); | 
|  | h00 = _mm256_add_epi64(h00, h00_odd); | 
|  |  | 
|  | const __m256i h01_even = _mm256_mul_epi32(f1, f2); | 
|  | const __m256i h01_odd = _mm256_mul_epi32(_mm256_srli_epi64(f1, 32), | 
|  | _mm256_srli_epi64(f2, 32)); | 
|  | h01 = _mm256_add_epi64(h01, h01_even); | 
|  | h01 = _mm256_add_epi64(h01, h01_odd); | 
|  |  | 
|  | const __m256i h11_even = _mm256_mul_epi32(f2, f2); | 
|  | const __m256i h11_odd = _mm256_mul_epi32(_mm256_srli_epi64(f2, 32), | 
|  | _mm256_srli_epi64(f2, 32)); | 
|  | h11 = _mm256_add_epi64(h11, h11_even); | 
|  | h11 = _mm256_add_epi64(h11, h11_odd); | 
|  |  | 
|  | const __m256i c0_even = _mm256_mul_epi32(f1, s); | 
|  | const __m256i c0_odd = | 
|  | _mm256_mul_epi32(_mm256_srli_epi64(f1, 32), _mm256_srli_epi64(s, 32)); | 
|  | c0 = _mm256_add_epi64(c0, c0_even); | 
|  | c0 = _mm256_add_epi64(c0, c0_odd); | 
|  |  | 
|  | const __m256i c1_even = _mm256_mul_epi32(f2, s); | 
|  | const __m256i c1_odd = | 
|  | _mm256_mul_epi32(_mm256_srli_epi64(f2, 32), _mm256_srli_epi64(s, 32)); | 
|  | c1 = _mm256_add_epi64(c1, c1_even); | 
|  | c1 = _mm256_add_epi64(c1, c1_odd); | 
|  | } | 
|  | } | 
|  |  | 
|  | __m256i c_low = _mm256_unpacklo_epi64(c0, c1); | 
|  | const __m256i c_high = _mm256_unpackhi_epi64(c0, c1); | 
|  | c_low = _mm256_add_epi64(c_low, c_high); | 
|  | const __m128i c_128bit = _mm_add_epi64(_mm256_extracti128_si256(c_low, 1), | 
|  | _mm256_castsi256_si128(c_low)); | 
|  |  | 
|  | __m256i h0x_low = _mm256_unpacklo_epi64(h00, h01); | 
|  | const __m256i h0x_high = _mm256_unpackhi_epi64(h00, h01); | 
|  | h0x_low = _mm256_add_epi64(h0x_low, h0x_high); | 
|  | const __m128i h0x_128bit = _mm_add_epi64(_mm256_extracti128_si256(h0x_low, 1), | 
|  | _mm256_castsi256_si128(h0x_low)); | 
|  |  | 
|  | // Using the symmetric properties of H,  calculations of H[1][0] are not | 
|  | // needed. | 
|  | __m256i h1x_low = _mm256_unpacklo_epi64(zero, h11); | 
|  | const __m256i h1x_high = _mm256_unpackhi_epi64(zero, h11); | 
|  | h1x_low = _mm256_add_epi64(h1x_low, h1x_high); | 
|  | const __m128i h1x_128bit = _mm_add_epi64(_mm256_extracti128_si256(h1x_low, 1), | 
|  | _mm256_castsi256_si128(h1x_low)); | 
|  |  | 
|  | xx_storeu_128(C, c_128bit); | 
|  | xx_storeu_128(H[0], h0x_128bit); | 
|  | xx_storeu_128(H[1], h1x_128bit); | 
|  |  | 
|  | H[0][0] /= size; | 
|  | H[0][1] /= size; | 
|  | H[1][1] /= size; | 
|  |  | 
|  | // Since H is a symmetric matrix | 
|  | H[1][0] = H[0][1]; | 
|  | C[0] /= size; | 
|  | C[1] /= size; | 
|  | } | 
|  |  | 
|  | // When only params->r[0] > 0. In this case only H[0][0] and C[0] are | 
|  | // non-zero and need to be computed. | 
|  | static AOM_INLINE void calc_proj_params_r0_avx2(const uint8_t *src8, int width, | 
|  | int height, int src_stride, | 
|  | const uint8_t *dat8, | 
|  | int dat_stride, int32_t *flt0, | 
|  | int flt0_stride, | 
|  | int64_t H[2][2], int64_t C[2]) { | 
|  | const int size = width * height; | 
|  | const uint8_t *src = src8; | 
|  | const uint8_t *dat = dat8; | 
|  | __m256i h00, c0; | 
|  | const __m256i zero = _mm256_setzero_si256(); | 
|  | c0 = h00 = zero; | 
|  |  | 
|  | for (int i = 0; i < height; ++i) { | 
|  | for (int j = 0; j < width; j += 8) { | 
|  | const __m256i u_load = _mm256_cvtepu8_epi32( | 
|  | _mm_loadl_epi64((__m128i *)(dat + i * dat_stride + j))); | 
|  | const __m256i s_load = _mm256_cvtepu8_epi32( | 
|  | _mm_loadl_epi64((__m128i *)(src + i * src_stride + j))); | 
|  | __m256i f1 = _mm256_loadu_si256((__m256i *)(flt0 + i * flt0_stride + j)); | 
|  | __m256i d = _mm256_slli_epi32(u_load, SGRPROJ_RST_BITS); | 
|  | __m256i s = _mm256_slli_epi32(s_load, SGRPROJ_RST_BITS); | 
|  | s = _mm256_sub_epi32(s, d); | 
|  | f1 = _mm256_sub_epi32(f1, d); | 
|  |  | 
|  | const __m256i h00_even = _mm256_mul_epi32(f1, f1); | 
|  | const __m256i h00_odd = _mm256_mul_epi32(_mm256_srli_epi64(f1, 32), | 
|  | _mm256_srli_epi64(f1, 32)); | 
|  | h00 = _mm256_add_epi64(h00, h00_even); | 
|  | h00 = _mm256_add_epi64(h00, h00_odd); | 
|  |  | 
|  | const __m256i c0_even = _mm256_mul_epi32(f1, s); | 
|  | const __m256i c0_odd = | 
|  | _mm256_mul_epi32(_mm256_srli_epi64(f1, 32), _mm256_srli_epi64(s, 32)); | 
|  | c0 = _mm256_add_epi64(c0, c0_even); | 
|  | c0 = _mm256_add_epi64(c0, c0_odd); | 
|  | } | 
|  | } | 
|  | const __m128i h00_128bit = _mm_add_epi64(_mm256_extracti128_si256(h00, 1), | 
|  | _mm256_castsi256_si128(h00)); | 
|  | const __m128i h00_val = | 
|  | _mm_add_epi64(h00_128bit, _mm_srli_si128(h00_128bit, 8)); | 
|  |  | 
|  | const __m128i c0_128bit = _mm_add_epi64(_mm256_extracti128_si256(c0, 1), | 
|  | _mm256_castsi256_si128(c0)); | 
|  | const __m128i c0_val = _mm_add_epi64(c0_128bit, _mm_srli_si128(c0_128bit, 8)); | 
|  |  | 
|  | const __m128i c = _mm_unpacklo_epi64(c0_val, _mm256_castsi256_si128(zero)); | 
|  | const __m128i h0x = _mm_unpacklo_epi64(h00_val, _mm256_castsi256_si128(zero)); | 
|  |  | 
|  | xx_storeu_128(C, c); | 
|  | xx_storeu_128(H[0], h0x); | 
|  |  | 
|  | H[0][0] /= size; | 
|  | C[0] /= size; | 
|  | } | 
|  |  | 
|  | // When only params->r[1] > 0. In this case only H[1][1] and C[1] are | 
|  | // non-zero and need to be computed. | 
|  | static AOM_INLINE void calc_proj_params_r1_avx2(const uint8_t *src8, int width, | 
|  | int height, int src_stride, | 
|  | const uint8_t *dat8, | 
|  | int dat_stride, int32_t *flt1, | 
|  | int flt1_stride, | 
|  | int64_t H[2][2], int64_t C[2]) { | 
|  | const int size = width * height; | 
|  | const uint8_t *src = src8; | 
|  | const uint8_t *dat = dat8; | 
|  | __m256i h11, c1; | 
|  | const __m256i zero = _mm256_setzero_si256(); | 
|  | c1 = h11 = zero; | 
|  |  | 
|  | for (int i = 0; i < height; ++i) { | 
|  | for (int j = 0; j < width; j += 8) { | 
|  | const __m256i u_load = _mm256_cvtepu8_epi32( | 
|  | _mm_loadl_epi64((__m128i *)(dat + i * dat_stride + j))); | 
|  | const __m256i s_load = _mm256_cvtepu8_epi32( | 
|  | _mm_loadl_epi64((__m128i *)(src + i * src_stride + j))); | 
|  | __m256i f2 = _mm256_loadu_si256((__m256i *)(flt1 + i * flt1_stride + j)); | 
|  | __m256i d = _mm256_slli_epi32(u_load, SGRPROJ_RST_BITS); | 
|  | __m256i s = _mm256_slli_epi32(s_load, SGRPROJ_RST_BITS); | 
|  | s = _mm256_sub_epi32(s, d); | 
|  | f2 = _mm256_sub_epi32(f2, d); | 
|  |  | 
|  | const __m256i h11_even = _mm256_mul_epi32(f2, f2); | 
|  | const __m256i h11_odd = _mm256_mul_epi32(_mm256_srli_epi64(f2, 32), | 
|  | _mm256_srli_epi64(f2, 32)); | 
|  | h11 = _mm256_add_epi64(h11, h11_even); | 
|  | h11 = _mm256_add_epi64(h11, h11_odd); | 
|  |  | 
|  | const __m256i c1_even = _mm256_mul_epi32(f2, s); | 
|  | const __m256i c1_odd = | 
|  | _mm256_mul_epi32(_mm256_srli_epi64(f2, 32), _mm256_srli_epi64(s, 32)); | 
|  | c1 = _mm256_add_epi64(c1, c1_even); | 
|  | c1 = _mm256_add_epi64(c1, c1_odd); | 
|  | } | 
|  | } | 
|  |  | 
|  | const __m128i h11_128bit = _mm_add_epi64(_mm256_extracti128_si256(h11, 1), | 
|  | _mm256_castsi256_si128(h11)); | 
|  | const __m128i h11_val = | 
|  | _mm_add_epi64(h11_128bit, _mm_srli_si128(h11_128bit, 8)); | 
|  |  | 
|  | const __m128i c1_128bit = _mm_add_epi64(_mm256_extracti128_si256(c1, 1), | 
|  | _mm256_castsi256_si128(c1)); | 
|  | const __m128i c1_val = _mm_add_epi64(c1_128bit, _mm_srli_si128(c1_128bit, 8)); | 
|  |  | 
|  | const __m128i c = _mm_unpacklo_epi64(_mm256_castsi256_si128(zero), c1_val); | 
|  | const __m128i h1x = _mm_unpacklo_epi64(_mm256_castsi256_si128(zero), h11_val); | 
|  |  | 
|  | xx_storeu_128(C, c); | 
|  | xx_storeu_128(H[1], h1x); | 
|  |  | 
|  | H[1][1] /= size; | 
|  | C[1] /= size; | 
|  | } | 
|  |  | 
|  | // AVX2 variant of av1_calc_proj_params_c. | 
|  | void av1_calc_proj_params_avx2(const uint8_t *src8, int width, int height, | 
|  | int src_stride, const uint8_t *dat8, | 
|  | int dat_stride, int32_t *flt0, int flt0_stride, | 
|  | int32_t *flt1, int flt1_stride, int64_t H[2][2], | 
|  | int64_t C[2], const sgr_params_type *params) { | 
|  | if ((params->r[0] > 0) && (params->r[1] > 0)) { | 
|  | calc_proj_params_r0_r1_avx2(src8, width, height, src_stride, dat8, | 
|  | dat_stride, flt0, flt0_stride, flt1, | 
|  | flt1_stride, H, C); | 
|  | } else if (params->r[0] > 0) { | 
|  | calc_proj_params_r0_avx2(src8, width, height, src_stride, dat8, dat_stride, | 
|  | flt0, flt0_stride, H, C); | 
|  | } else if (params->r[1] > 0) { | 
|  | calc_proj_params_r1_avx2(src8, width, height, src_stride, dat8, dat_stride, | 
|  | flt1, flt1_stride, H, C); | 
|  | } | 
|  | } | 
|  |  | 
|  | int64_t av1_highbd_pixel_proj_error_avx2( | 
|  | const uint8_t *src8, int width, int height, int src_stride, | 
|  | const uint8_t *dat8, int dat_stride, int32_t *flt0, int flt0_stride, | 
|  | int32_t *flt1, int flt1_stride, int xq[2], const sgr_params_type *params) { | 
|  | int i, j, k; | 
|  | const int32_t shift = SGRPROJ_RST_BITS + SGRPROJ_PRJ_BITS; | 
|  | const __m256i rounding = _mm256_set1_epi32(1 << (shift - 1)); | 
|  | __m256i sum64 = _mm256_setzero_si256(); | 
|  | const uint16_t *src = CONVERT_TO_SHORTPTR(src8); | 
|  | const uint16_t *dat = CONVERT_TO_SHORTPTR(dat8); | 
|  | int64_t err = 0; | 
|  | if (params->r[0] > 0 && params->r[1] > 0) {  // Both filters are enabled | 
|  | const __m256i xq0 = _mm256_set1_epi32(xq[0]); | 
|  | const __m256i xq1 = _mm256_set1_epi32(xq[1]); | 
|  | for (i = 0; i < height; ++i) { | 
|  | __m256i sum32 = _mm256_setzero_si256(); | 
|  | for (j = 0; j <= width - 16; j += 16) {  // Process 16 pixels at a time | 
|  | // Load 16 pixels each from source image and corrupted image | 
|  | const __m256i s0 = yy_loadu_256(src + j); | 
|  | const __m256i d0 = yy_loadu_256(dat + j); | 
|  | // s0 = [15 14 13 12 11 10 9 8] [7 6 5 4 3 2 1 0] as u16 (indices) | 
|  |  | 
|  | // Shift-up each pixel to match filtered image scaling | 
|  | const __m256i u0 = _mm256_slli_epi16(d0, SGRPROJ_RST_BITS); | 
|  |  | 
|  | // Split u0 into two halves and pad each from u16 to i32 | 
|  | const __m256i u0l = _mm256_cvtepu16_epi32(_mm256_castsi256_si128(u0)); | 
|  | const __m256i u0h = | 
|  | _mm256_cvtepu16_epi32(_mm256_extracti128_si256(u0, 1)); | 
|  | // u0h, u0l = [15 14 13 12] [11 10 9 8], [7 6 5 4] [3 2 1 0] as u32 | 
|  |  | 
|  | // Load 16 pixels from each filtered image | 
|  | const __m256i flt0l = yy_loadu_256(flt0 + j); | 
|  | const __m256i flt0h = yy_loadu_256(flt0 + j + 8); | 
|  | const __m256i flt1l = yy_loadu_256(flt1 + j); | 
|  | const __m256i flt1h = yy_loadu_256(flt1 + j + 8); | 
|  | // flt?l, flt?h = [15 14 13 12] [11 10 9 8], [7 6 5 4] [3 2 1 0] as u32 | 
|  |  | 
|  | // Subtract shifted corrupt image from each filtered image | 
|  | const __m256i flt0l_subu = _mm256_sub_epi32(flt0l, u0l); | 
|  | const __m256i flt0h_subu = _mm256_sub_epi32(flt0h, u0h); | 
|  | const __m256i flt1l_subu = _mm256_sub_epi32(flt1l, u0l); | 
|  | const __m256i flt1h_subu = _mm256_sub_epi32(flt1h, u0h); | 
|  |  | 
|  | // Multiply basis vectors by appropriate coefficients | 
|  | const __m256i v0l = _mm256_mullo_epi32(flt0l_subu, xq0); | 
|  | const __m256i v0h = _mm256_mullo_epi32(flt0h_subu, xq0); | 
|  | const __m256i v1l = _mm256_mullo_epi32(flt1l_subu, xq1); | 
|  | const __m256i v1h = _mm256_mullo_epi32(flt1h_subu, xq1); | 
|  |  | 
|  | // Add together the contributions from the two basis vectors | 
|  | const __m256i vl = _mm256_add_epi32(v0l, v1l); | 
|  | const __m256i vh = _mm256_add_epi32(v0h, v1h); | 
|  |  | 
|  | // Right-shift v with appropriate rounding | 
|  | const __m256i vrl = | 
|  | _mm256_srai_epi32(_mm256_add_epi32(vl, rounding), shift); | 
|  | const __m256i vrh = | 
|  | _mm256_srai_epi32(_mm256_add_epi32(vh, rounding), shift); | 
|  | // vrh, vrl = [15 14 13 12] [11 10 9 8], [7 6 5 4] [3 2 1 0] | 
|  |  | 
|  | // Saturate each i32 to an i16 then combine both halves | 
|  | // The permute (control=[3 1 2 0]) fixes weird ordering from AVX lanes | 
|  | const __m256i vr = | 
|  | _mm256_permute4x64_epi64(_mm256_packs_epi32(vrl, vrh), 0xd8); | 
|  | // intermediate = [15 14 13 12 7 6 5 4] [11 10 9 8 3 2 1 0] | 
|  | // vr = [15 14 13 12 11 10 9 8] [7 6 5 4 3 2 1 0] | 
|  |  | 
|  | // Add twin-subspace-sgr-filter to corrupt image then subtract source | 
|  | const __m256i e0 = _mm256_sub_epi16(_mm256_add_epi16(vr, d0), s0); | 
|  |  | 
|  | // Calculate squared error and add adjacent values | 
|  | const __m256i err0 = _mm256_madd_epi16(e0, e0); | 
|  |  | 
|  | sum32 = _mm256_add_epi32(sum32, err0); | 
|  | } | 
|  |  | 
|  | const __m256i sum32l = | 
|  | _mm256_cvtepu32_epi64(_mm256_castsi256_si128(sum32)); | 
|  | sum64 = _mm256_add_epi64(sum64, sum32l); | 
|  | const __m256i sum32h = | 
|  | _mm256_cvtepu32_epi64(_mm256_extracti128_si256(sum32, 1)); | 
|  | sum64 = _mm256_add_epi64(sum64, sum32h); | 
|  |  | 
|  | // Process remaining pixels in this row (modulo 16) | 
|  | for (k = j; k < width; ++k) { | 
|  | const int32_t u = (int32_t)(dat[k] << SGRPROJ_RST_BITS); | 
|  | int32_t v = xq[0] * (flt0[k] - u) + xq[1] * (flt1[k] - u); | 
|  | const int32_t e = ROUND_POWER_OF_TWO(v, shift) + dat[k] - src[k]; | 
|  | err += ((int64_t)e * e); | 
|  | } | 
|  | dat += dat_stride; | 
|  | src += src_stride; | 
|  | flt0 += flt0_stride; | 
|  | flt1 += flt1_stride; | 
|  | } | 
|  | } else if (params->r[0] > 0 || params->r[1] > 0) {  // Only one filter enabled | 
|  | const int32_t xq_on = (params->r[0] > 0) ? xq[0] : xq[1]; | 
|  | const __m256i xq_active = _mm256_set1_epi32(xq_on); | 
|  | const __m256i xq_inactive = | 
|  | _mm256_set1_epi32(-xq_on * (1 << SGRPROJ_RST_BITS)); | 
|  | const int32_t *flt = (params->r[0] > 0) ? flt0 : flt1; | 
|  | const int flt_stride = (params->r[0] > 0) ? flt0_stride : flt1_stride; | 
|  | for (i = 0; i < height; ++i) { | 
|  | __m256i sum32 = _mm256_setzero_si256(); | 
|  | for (j = 0; j <= width - 16; j += 16) { | 
|  | // Load 16 pixels from source image | 
|  | const __m256i s0 = yy_loadu_256(src + j); | 
|  | // s0 = [15 14 13 12 11 10 9 8] [7 6 5 4 3 2 1 0] as u16 | 
|  |  | 
|  | // Load 16 pixels from corrupted image and pad each u16 to i32 | 
|  | const __m256i d0 = yy_loadu_256(dat + j); | 
|  | const __m256i d0h = | 
|  | _mm256_cvtepu16_epi32(_mm256_extracti128_si256(d0, 1)); | 
|  | const __m256i d0l = _mm256_cvtepu16_epi32(_mm256_castsi256_si128(d0)); | 
|  | // d0 = [15 14 13 12 11 10 9 8] [7 6 5 4 3 2 1 0] as u16 | 
|  | // d0h, d0l = [15 14 13 12] [11 10 9 8], [7 6 5 4] [3 2 1 0] as i32 | 
|  |  | 
|  | // Load 16 pixels from the filtered image | 
|  | const __m256i flth = yy_loadu_256(flt + j + 8); | 
|  | const __m256i fltl = yy_loadu_256(flt + j); | 
|  | // flth, fltl = [15 14 13 12] [11 10 9 8], [7 6 5 4] [3 2 1 0] as i32 | 
|  |  | 
|  | const __m256i flth_xq = _mm256_mullo_epi32(flth, xq_active); | 
|  | const __m256i fltl_xq = _mm256_mullo_epi32(fltl, xq_active); | 
|  | const __m256i d0h_xq = _mm256_mullo_epi32(d0h, xq_inactive); | 
|  | const __m256i d0l_xq = _mm256_mullo_epi32(d0l, xq_inactive); | 
|  |  | 
|  | const __m256i vh = _mm256_add_epi32(flth_xq, d0h_xq); | 
|  | const __m256i vl = _mm256_add_epi32(fltl_xq, d0l_xq); | 
|  |  | 
|  | // Shift this down with appropriate rounding | 
|  | const __m256i vrh = | 
|  | _mm256_srai_epi32(_mm256_add_epi32(vh, rounding), shift); | 
|  | const __m256i vrl = | 
|  | _mm256_srai_epi32(_mm256_add_epi32(vl, rounding), shift); | 
|  | // vrh, vrl = [15 14 13 12] [11 10 9 8], [7 6 5 4] [3 2 1 0] as i32 | 
|  |  | 
|  | // Saturate each i32 to an i16 then combine both halves | 
|  | // The permute (control=[3 1 2 0]) fixes weird ordering from AVX lanes | 
|  | const __m256i vr = | 
|  | _mm256_permute4x64_epi64(_mm256_packs_epi32(vrl, vrh), 0xd8); | 
|  | // intermediate = [15 14 13 12 7 6 5 4] [11 10 9 8 3 2 1 0] as u16 | 
|  | // vr = [15 14 13 12 11 10 9 8] [7 6 5 4 3 2 1 0] as u16 | 
|  |  | 
|  | // Subtract twin-subspace-sgr filtered from source image to get error | 
|  | const __m256i e0 = _mm256_sub_epi16(_mm256_add_epi16(vr, d0), s0); | 
|  |  | 
|  | // Calculate squared error and add adjacent values | 
|  | const __m256i err0 = _mm256_madd_epi16(e0, e0); | 
|  |  | 
|  | sum32 = _mm256_add_epi32(sum32, err0); | 
|  | } | 
|  |  | 
|  | const __m256i sum32l = | 
|  | _mm256_cvtepu32_epi64(_mm256_castsi256_si128(sum32)); | 
|  | sum64 = _mm256_add_epi64(sum64, sum32l); | 
|  | const __m256i sum32h = | 
|  | _mm256_cvtepu32_epi64(_mm256_extracti128_si256(sum32, 1)); | 
|  | sum64 = _mm256_add_epi64(sum64, sum32h); | 
|  |  | 
|  | // Process remaining pixels in this row (modulo 16) | 
|  | for (k = j; k < width; ++k) { | 
|  | const int32_t u = (int32_t)(dat[k] << SGRPROJ_RST_BITS); | 
|  | int32_t v = xq_on * (flt[k] - u); | 
|  | const int32_t e = ROUND_POWER_OF_TWO(v, shift) + dat[k] - src[k]; | 
|  | err += ((int64_t)e * e); | 
|  | } | 
|  | dat += dat_stride; | 
|  | src += src_stride; | 
|  | flt += flt_stride; | 
|  | } | 
|  | } else {  // Neither filter is enabled | 
|  | for (i = 0; i < height; ++i) { | 
|  | __m256i sum32 = _mm256_setzero_si256(); | 
|  | for (j = 0; j <= width - 32; j += 32) { | 
|  | // Load 2x16 u16 from source image | 
|  | const __m256i s0l = yy_loadu_256(src + j); | 
|  | const __m256i s0h = yy_loadu_256(src + j + 16); | 
|  |  | 
|  | // Load 2x16 u16 from corrupted image | 
|  | const __m256i d0l = yy_loadu_256(dat + j); | 
|  | const __m256i d0h = yy_loadu_256(dat + j + 16); | 
|  |  | 
|  | // Subtract corrupted image from source image | 
|  | const __m256i diffl = _mm256_sub_epi16(d0l, s0l); | 
|  | const __m256i diffh = _mm256_sub_epi16(d0h, s0h); | 
|  |  | 
|  | // Square error and add adjacent values | 
|  | const __m256i err0l = _mm256_madd_epi16(diffl, diffl); | 
|  | const __m256i err0h = _mm256_madd_epi16(diffh, diffh); | 
|  |  | 
|  | sum32 = _mm256_add_epi32(sum32, err0l); | 
|  | sum32 = _mm256_add_epi32(sum32, err0h); | 
|  | } | 
|  |  | 
|  | const __m256i sum32l = | 
|  | _mm256_cvtepu32_epi64(_mm256_castsi256_si128(sum32)); | 
|  | sum64 = _mm256_add_epi64(sum64, sum32l); | 
|  | const __m256i sum32h = | 
|  | _mm256_cvtepu32_epi64(_mm256_extracti128_si256(sum32, 1)); | 
|  | sum64 = _mm256_add_epi64(sum64, sum32h); | 
|  |  | 
|  | // Process remaining pixels (modulu 16) | 
|  | for (k = j; k < width; ++k) { | 
|  | const int32_t e = (int32_t)(dat[k]) - src[k]; | 
|  | err += ((int64_t)e * e); | 
|  | } | 
|  | dat += dat_stride; | 
|  | src += src_stride; | 
|  | } | 
|  | } | 
|  |  | 
|  | // Sum 4 values from sum64l and sum64h into err | 
|  | int64_t sum[4]; | 
|  | yy_storeu_256(sum, sum64); | 
|  | err += sum[0] + sum[1] + sum[2] + sum[3]; | 
|  | return err; | 
|  | } |