diff options
Diffstat (limited to '0045-Transposed-SLP-Enable-Transposed-SLP.patch')
-rw-r--r-- | 0045-Transposed-SLP-Enable-Transposed-SLP.patch | 3009 |
1 files changed, 3009 insertions, 0 deletions
diff --git a/0045-Transposed-SLP-Enable-Transposed-SLP.patch b/0045-Transposed-SLP-Enable-Transposed-SLP.patch new file mode 100644 index 0000000..6323e8d --- /dev/null +++ b/0045-Transposed-SLP-Enable-Transposed-SLP.patch @@ -0,0 +1,3009 @@ +From 639b5248cbab1806618545fc30215ed9d1a019e7 Mon Sep 17 00:00:00 2001 +From: luohailing <luo_hailing@qq.com> +Date: Fri, 17 Jun 2022 22:38:55 +0800 +Subject: [PATCH 11/12] [Transposed SLP] Enable Transposed SLP Enable + Transposed SLP when memory is uncontinual with + -ftree-slp-transpose-vectorize. + +--- + gcc/common.opt | 4 + + gcc/testsuite/gcc.dg/vect/transpose-1.c | 53 ++ + gcc/testsuite/gcc.dg/vect/transpose-2.c | 50 ++ + gcc/testsuite/gcc.dg/vect/transpose-3.c | 54 ++ + gcc/testsuite/gcc.dg/vect/transpose-4.c | 53 ++ + gcc/testsuite/gcc.dg/vect/transpose-5.c | 73 ++ + gcc/testsuite/gcc.dg/vect/transpose-6.c | 67 ++ + gcc/testsuite/gcc.dg/vect/transpose-7.c | 53 ++ + gcc/testsuite/gcc.dg/vect/transpose-8.c | 53 ++ + gcc/testsuite/gcc.dg/vect/vect.exp | 7 + + gcc/tree-vect-data-refs.c | 236 +++++ + gcc/tree-vect-slp.c | 1090 ++++++++++++++++++++++- + gcc/tree-vect-stmts.c | 763 +++++++++++++++- + gcc/tree-vectorizer.h | 89 ++ + 14 files changed, 2641 insertions(+), 4 deletions(-) + create mode 100644 gcc/testsuite/gcc.dg/vect/transpose-1.c + create mode 100644 gcc/testsuite/gcc.dg/vect/transpose-2.c + create mode 100644 gcc/testsuite/gcc.dg/vect/transpose-3.c + create mode 100644 gcc/testsuite/gcc.dg/vect/transpose-4.c + create mode 100644 gcc/testsuite/gcc.dg/vect/transpose-5.c + create mode 100644 gcc/testsuite/gcc.dg/vect/transpose-6.c + create mode 100644 gcc/testsuite/gcc.dg/vect/transpose-7.c + create mode 100644 gcc/testsuite/gcc.dg/vect/transpose-8.c + +diff --git a/gcc/common.opt b/gcc/common.opt +index 24834cf60..d38401b71 100644 +--- a/gcc/common.opt ++++ b/gcc/common.opt +@@ -3049,6 +3049,10 @@ ftree-vect-analyze-slp-group + Common Report Var(flag_tree_slp_group) Init(0) + Disable SLP vectorization for reduction chain on tree. + ++ftree-slp-transpose-vectorize ++Common Report Var(flag_tree_slp_transpose_vectorize) Optimization Init(0) ++Enable basic block vectorization (SLP) for transposed stores and loads on trees. ++ + fvect-cost-model= + Common Joined RejectNegative Enum(vect_cost_model) Var(flag_vect_cost_model) Init(VECT_COST_MODEL_DEFAULT) Optimization + -fvect-cost-model=[unlimited|dynamic|cheap] Specifies the cost model for vectorization. +diff --git a/gcc/testsuite/gcc.dg/vect/transpose-1.c b/gcc/testsuite/gcc.dg/vect/transpose-1.c +new file mode 100644 +index 000000000..8237a8b9e +--- /dev/null ++++ b/gcc/testsuite/gcc.dg/vect/transpose-1.c +@@ -0,0 +1,53 @@ ++/* { dg-do compile { target { aarch64*-*-linux* } } } */ ++/* { dg-require-effective-target vect_int } */ ++#include <stdio.h> ++#include <stdlib.h> ++#include "tree-vect.h" ++ ++#define N 4 ++#define M 256 ++ ++int foo (unsigned char *pix1, int i_pix1, unsigned char *pix2, int i_pix2) ++{ ++ int i = 0; ++ int sum = 0; ++ unsigned c0[N], c1[N], c2[N], c3[N], c4[N], c5[N], c6[N], c7[N]; ++ for (i = 0; i < N; i++, pix1 += i_pix1, pix2 += i_pix2) ++ { ++ c0[i] = pix1[0] - pix2[0]; ++ c1[i] = pix1[1] - pix2[1]; ++ c2[i] = pix1[2] - pix2[2]; ++ c3[i] = pix1[3] - pix2[3]; ++ c4[i] = pix1[4] - pix2[4]; ++ c5[i] = pix1[5] - pix2[5]; ++ c6[i] = pix1[6] - pix2[6]; ++ c7[i] = pix1[7] - pix2[7]; ++ } ++ for (int i = 0; i < N; i++) ++ { ++ sum += c0[i] + c1[i] + c2[i] + c3[i] + c4[i] + c5[i] + c6[i] + c7[i]; ++ } ++ return sum; ++} ++ ++int main (int argc, const char* argv[]) ++{ ++ unsigned char input1[M]; ++ unsigned char input2[M]; ++ int i1 = 16; ++ int i2 = 8; ++ check_vect (); ++ for (int i = 0; i < M; i++) ++ { ++ input1[i] = i * 2; ++ input2[i] = i; ++ } ++ int sum = foo (input1, i1, input2, i2); ++ if (sum != 1264) ++ { ++ abort (); ++ } ++ return 0; ++} ++ ++/* { dg-final { scan-tree-dump "vectorized using transposed version" "slp1" } } */ +diff --git a/gcc/testsuite/gcc.dg/vect/transpose-2.c b/gcc/testsuite/gcc.dg/vect/transpose-2.c +new file mode 100644 +index 000000000..b01a0410e +--- /dev/null ++++ b/gcc/testsuite/gcc.dg/vect/transpose-2.c +@@ -0,0 +1,50 @@ ++/* { dg-do compile { target { aarch64*-*-linux* } } } */ ++/* { dg-additional-options "-fno-tree-loop-vectorize" } */ ++/* { dg-require-effective-target vect_int } */ ++#include <stdio.h> ++#include <stdlib.h> ++#include "tree-vect.h" ++ ++#define N 8 ++#define M 256 ++ ++int foo (unsigned char *pix1, int i_pix1, unsigned char *pix2, int i_pix2) ++{ ++ int i = 0; ++ int sum = 0; ++ unsigned short c0[N], c1[N], c2[N], c3[N], c4[N], c5[N], c6[N], c7[N]; ++ for (i = 0; i < N; i++, pix1 += i_pix1, pix2 += i_pix2) ++ { ++ c0[i] = pix1[0] - pix2[0]; ++ c1[i] = pix1[1] - pix2[1]; ++ c2[i] = pix1[2] - pix2[2]; ++ c3[i] = pix1[3] - pix2[3]; ++ } ++ for (int i = 0; i < N; i++) ++ { ++ sum += c0[i] + c1[i] + c2[i] + c3[i]; ++ } ++ return sum; ++} ++ ++int main (int argc, const char* argv[]) ++{ ++ unsigned char input1[M]; ++ unsigned char input2[M]; ++ int i1 = 5; ++ int i2 = 4; ++ check_vect (); ++ for (int i = 0; i < M; i++) ++ { ++ input1[i] = i * 4; ++ input2[i] = i * 2; ++ } ++ int sum = foo (input1, i1, input2, i2); ++ if (sum != 1440) ++ { ++ abort (); ++ } ++ return 0; ++} ++ ++/* { dg-final { scan-tree-dump "vectorized using transposed version" "slp1" } } */ +diff --git a/gcc/testsuite/gcc.dg/vect/transpose-3.c b/gcc/testsuite/gcc.dg/vect/transpose-3.c +new file mode 100644 +index 000000000..529581c59 +--- /dev/null ++++ b/gcc/testsuite/gcc.dg/vect/transpose-3.c +@@ -0,0 +1,54 @@ ++/* { dg-do compile { target { aarch64*-*-linux* } } } */ ++/* { dg-additional-options "-fno-tree-loop-vectorize" } */ ++/* { dg-require-effective-target vect_int } */ ++#include <stdio.h> ++#include <stdlib.h> ++#include "tree-vect.h" ++ ++#define N 4 ++#define M 256 ++ ++int foo (unsigned short *pix1, int i_pix1, unsigned short *pix2, int i_pix2) ++{ ++ int i = 0; ++ int sum = 0; ++ unsigned c0[N], c1[N], c2[N], c3[N], c4[N], c5[N], c6[N], c7[N]; ++ for (i = 0; i < N; i++, pix1 += i_pix1, pix2 += i_pix2) ++ { ++ c0[i] = pix1[0] - pix2[0]; ++ c1[i] = pix1[1] - pix2[1]; ++ c2[i] = pix1[2] - pix2[2]; ++ c3[i] = pix1[3] - pix2[3]; ++ c4[i] = pix1[4] - pix2[4]; ++ c5[i] = pix1[5] - pix2[5]; ++ c6[i] = pix1[6] - pix2[6]; ++ c7[i] = pix1[7] - pix2[7]; ++ } ++ for (int i = 0; i < N; i++) ++ { ++ sum += c0[i] + c1[i] + c2[i] + c3[i] + c4[i] + c5[i] + c6[i] + c7[i]; ++ } ++ return sum; ++} ++ ++int main (int argc, const char* argv[]) ++{ ++ unsigned short input1[M]; ++ unsigned short input2[M]; ++ int i1 = 8; ++ int i2 = 4; ++ check_vect (); ++ for (int i = 0; i < M; i++) ++ { ++ input1[i] = i * 4; ++ input2[i] = i; ++ } ++ int sum = foo (input1, i1, input2, i2); ++ if (sum != 1680) ++ { ++ abort (); ++ } ++ return 0; ++} ++ ++/* { dg-final { scan-tree-dump "vectorized using transposed version" "slp1" } } */ +diff --git a/gcc/testsuite/gcc.dg/vect/transpose-4.c b/gcc/testsuite/gcc.dg/vect/transpose-4.c +new file mode 100644 +index 000000000..0b4adea9b +--- /dev/null ++++ b/gcc/testsuite/gcc.dg/vect/transpose-4.c +@@ -0,0 +1,53 @@ ++/* { dg-do compile { target { aarch64*-*-linux* } } } */ ++/* { dg-require-effective-target vect_int } */ ++#include <stdio.h> ++#include <stdlib.h> ++#include "tree-vect.h" ++ ++#define N 4 ++#define M 256 ++ ++int foo (unsigned *pix1, int i_pix1, unsigned *pix2, int i_pix2) ++{ ++ int i = 0; ++ int sum = 0; ++ unsigned c0[N], c1[N], c2[N], c3[N], c4[N], c5[N], c6[N], c7[N]; ++ for (i = 0; i < N; i++, pix1 += i_pix1, pix2 += i_pix2) ++ { ++ c0[i] = pix1[0] - pix2[0]; ++ c1[i] = pix1[1] - pix2[1]; ++ c2[i] = pix1[2] - pix2[2]; ++ c3[i] = pix1[3] - pix2[3]; ++ c4[i] = pix1[4] - pix2[4]; ++ c5[i] = pix1[5] - pix2[5]; ++ c6[i] = pix1[6] - pix2[6]; ++ c7[i] = pix1[7] - pix2[7]; ++ } ++ for (int i = 0; i < N; i++) ++ { ++ sum += c0[i] + c1[i] + c2[i] + c3[i] + c4[i] + c5[i] + c6[i] + c7[i]; ++ } ++ return sum; ++} ++ ++int main (int argc, const char* argv[]) ++{ ++ unsigned input1[M]; ++ unsigned input2[M]; ++ int i1 = 12; ++ int i2 = 6; ++ check_vect (); ++ for (int i = 0; i < M; i++) ++ { ++ input1[i] = i * 7; ++ input2[i] = i * 3; ++ } ++ int sum = foo (input1, i1, input2, i2); ++ if (sum != 3616) ++ { ++ abort (); ++ } ++ return 0; ++} ++ ++/* { dg-final { scan-tree-dump "vectorized using transposed version" "slp1" } } */ +diff --git a/gcc/testsuite/gcc.dg/vect/transpose-5.c b/gcc/testsuite/gcc.dg/vect/transpose-5.c +new file mode 100644 +index 000000000..81a248840 +--- /dev/null ++++ b/gcc/testsuite/gcc.dg/vect/transpose-5.c +@@ -0,0 +1,73 @@ ++/* { dg-do compile { target { aarch64*-*-linux* } } } */ ++/* { dg-require-effective-target vect_int } */ ++#include <stdio.h> ++#include <stdlib.h> ++#include <math.h> ++#include "tree-vect.h" ++ ++#define N 4 ++#define M 256 ++#define eps 1e-8 ++ ++double foo (unsigned char *pix1, int i_pix1, unsigned char *pix2, int i_pix2) ++{ ++ unsigned a0[N]; ++ unsigned a1[N]; ++ unsigned a2[N]; ++ unsigned a3[N]; ++ ++ int b0[N]; ++ int b1[N]; ++ int b2[N]; ++ int b3[N]; ++ ++ for (int i = 0; i < N; i++, pix1 += i_pix1, pix2 += i_pix2) ++ { ++ a0[i] = (pix1[0] - pix2[0]) + ((pix1[4] + pix2[4]) << 16); ++ a1[i] = (pix1[1] - pix2[1]) + ((pix1[5] + pix2[5]) << 16); ++ a2[i] = (pix1[2] - pix2[2]) + ((pix1[6] + pix2[6]) << 16); ++ a3[i] = (pix1[3] - pix2[3]) + ((pix1[7] + pix2[7]) << 16); ++ } ++ ++ for (int i = 0; i < N; i++, pix1 += i_pix1, pix2 += i_pix2) ++ { ++ b0[i] = (pix1[0] - pix2[0]) + (pix1[4] + pix2[4]); ++ b1[i] = (pix1[1] - pix2[1]) + (pix1[5] + pix2[5]); ++ b2[i] = (pix1[2] - pix2[2]) + (pix1[6] + pix2[6]); ++ b3[i] = (pix1[3] - pix2[3]) + (pix1[7] + pix2[7]); ++ } ++ ++ double sum = 0; ++ for (int i = 0; i < N; i++) ++ { ++ sum += a0[i] + a1[i] + a2[i] + a3[i] + b0[i] + b1[i] + b2[i] + b3[i]; ++ } ++ return sum; ++} ++ ++int main (int argc, const char* argv[]) ++{ ++ unsigned char input1[M]; ++ unsigned char input2[M]; ++ int i1 = 8; ++ int i2 = 3; ++ unsigned char m = 2; ++ unsigned short n = 12; ++ float t = 3.0; ++ double k = 4.2; ++ check_vect (); ++ for (int i = 0; i < M; i++) ++ { ++ input1[i] = i * 6; ++ input2[i] = i * 3; ++ } ++ double sum = foo (input1, i1, input2, i2); ++ if (fabs (sum - 78648144) > eps) ++ { ++ abort (); ++ } ++ return 0; ++} ++ ++/* { dg-final { scan-tree-dump "vectorized using transposed version" "slp1" } } */ ++/* { dg-final { scan-tree-dump-times "vectorizable_store for slp transpose" 2 "slp1" } } */ +diff --git a/gcc/testsuite/gcc.dg/vect/transpose-6.c b/gcc/testsuite/gcc.dg/vect/transpose-6.c +new file mode 100644 +index 000000000..3e134ac02 +--- /dev/null ++++ b/gcc/testsuite/gcc.dg/vect/transpose-6.c +@@ -0,0 +1,67 @@ ++/* { dg-do compile { target { aarch64*-*-linux* } } } */ ++/* { dg-require-effective-target vect_int } */ ++/* { dg-require-effective-target vect_float } */ ++#include <stdio.h> ++#include <stdlib.h> ++#include <math.h> ++#include "tree-vect.h" ++ ++#define N 4 ++#define M 256 ++#define eps 1e-8 ++ ++float foo (unsigned char *pix1, int i_pix1, unsigned char *pix2, int i_pix2) ++{ ++ unsigned a0[N]; ++ unsigned a1[N]; ++ unsigned a2[N]; ++ unsigned a3[N]; ++ ++ float c0[N]; ++ float c1[N]; ++ float c2[N]; ++ float c3[N]; ++ ++ for (int i = 0; i < N; i++, pix1 += i_pix1, pix2 += i_pix2) ++ { ++ a0[i] = (pix1[0] - pix2[0]) + ((pix1[4] - pix2[4]) << 16); ++ a1[i] = (pix1[1] - pix2[1]) + ((pix1[5] - pix2[5]) << 16); ++ a2[i] = (pix1[2] - pix2[2]) + ((pix1[6] - pix2[6]) << 16); ++ a3[i] = (pix1[3] - pix2[3]) + ((pix1[7] - pix2[7]) << 16); ++ ++ c0[i] = (pix1[0] * pix2[0]) + (pix1[4] * pix2[4]); ++ c1[i] = (pix1[1] * pix2[1]) + (pix1[5] * pix2[5]); ++ c2[i] = (pix1[2] * pix2[2]) + (pix1[6] * pix2[6]); ++ c3[i] = (pix1[3] * pix2[3]) + (pix1[7] * pix2[7]); ++ } ++ ++ float sum = 0; ++ for (int i = 0; i < N; i++) ++ { ++ sum += a0[i] + a1[i] + a2[i] + a3[i] + c0[i] + c1[i] + c2[i] + c3[i]; ++ } ++ return sum; ++} ++ ++int main (int argc, const char* argv[]) ++{ ++ unsigned char input1[M]; ++ unsigned char input2[M]; ++ int i1 = 18; ++ int i2 = 6; ++ check_vect (); ++ for (int i = 0; i < M; i++) ++ { ++ input1[i] = i * 4; ++ input2[i] = i * 2; ++ } ++ float sum = foo (input1, i1, input2, i2); ++ if (fabs (sum - 106041168) > eps) ++ { ++ abort (); ++ } ++ return 0; ++} ++ ++/* { dg-final { scan-tree-dump "vectorized using transposed version" "slp1" } } */ ++/* { dg-final { scan-tree-dump-times "vectorizable_store for slp transpose" 2 "slp1" } } */ +diff --git a/gcc/testsuite/gcc.dg/vect/transpose-7.c b/gcc/testsuite/gcc.dg/vect/transpose-7.c +new file mode 100644 +index 000000000..2074d9aa8 +--- /dev/null ++++ b/gcc/testsuite/gcc.dg/vect/transpose-7.c +@@ -0,0 +1,53 @@ ++/* { dg-do compile { target { aarch64*-*-linux* } } } */ ++/* { dg-additional-options "-fno-tree-loop-vectorize" } */ ++/* { dg-require-effective-target vect_int } */ ++#include <stdio.h> ++#include <stdlib.h> ++#include "tree-vect.h" ++ ++#define N 16 ++#define M 256 ++ ++int foo (unsigned char *pix1, int i_pix1, unsigned char *pix2, int i_pix2) ++{ ++ int i = 0; ++ int sum = 0; ++ unsigned char c0[N], c1[N]; ++ for (int i = 0; i < N/2; i++, pix1 += i_pix1, pix2 += i_pix2) ++ { ++ c0[i] = pix1[0] - pix2[0]; ++ c1[i] = pix1[1] - pix2[1]; ++ } ++ for (int i = N/2; i < N; i++, pix1 += i_pix1, pix2 += i_pix2) ++ { ++ c0[i] = pix1[0] - pix2[0]; ++ c1[i] = pix1[1] - pix2[1]; ++ } ++ for (int i = 0; i < N; i++) ++ { ++ sum += c0[i] + c1[i]; ++ } ++ return sum; ++} ++ ++int main (int argc, const char* argv[]) ++{ ++ unsigned char input1[M]; ++ unsigned char input2[M]; ++ int i1 = 6; ++ int i2 = 4; ++ check_vect (); ++ for (int i = 0; i < M; i++) ++ { ++ input1[i] = i * 5; ++ input2[i] = i * 2; ++ } ++ int sum = foo (input1, i1, input2, i2); ++ if (sum != 3280) ++ { ++ abort (); ++ } ++ return 0; ++} ++ ++/* { dg-final { scan-tree-dump "vectorized using transposed version" "slp1" } } */ +diff --git a/gcc/testsuite/gcc.dg/vect/transpose-8.c b/gcc/testsuite/gcc.dg/vect/transpose-8.c +new file mode 100644 +index 000000000..a154f012a +--- /dev/null ++++ b/gcc/testsuite/gcc.dg/vect/transpose-8.c +@@ -0,0 +1,53 @@ ++/* { dg-do compile { target { aarch64*-*-linux* } } } */ ++/* { dg-additional-options "-fno-tree-loop-vectorize" } */ ++/* { dg-require-effective-target vect_int } */ ++#include <stdio.h> ++#include <stdlib.h> ++#include "tree-vect.h" ++ ++#define N 32 ++#define M 256 ++ ++int foo (unsigned char *pix1, int i_pix1, unsigned char *pix2, int i_pix2) ++{ ++ int i = 0; ++ int sum = 0; ++ unsigned char c0[N], c1[N]; ++ for (int i = 0; i < N/2; i++, pix1 += i_pix1, pix2 += i_pix2) ++ { ++ c0[i] = pix1[0] - pix2[0]; ++ c1[i] = pix1[1] - pix2[1]; ++ } ++ for (int i = N/2; i < N; i++, pix1 += i_pix1, pix2 += i_pix2) ++ { ++ c0[i] = pix1[0] - pix2[0]; ++ c1[i] = pix1[1] - pix2[1]; ++ } ++ for (int i = 0; i < N; i++) ++ { ++ sum += c0[i] + c1[i]; ++ } ++ return sum; ++} ++ ++int main (int argc, const char* argv[]) ++{ ++ unsigned char input1[M]; ++ unsigned char input2[M]; ++ int i1 = 6; ++ int i2 = 4; ++ check_vect (); ++ for (int i = 0; i < M; i++) ++ { ++ input1[i] = i * 5; ++ input2[i] = i * 2; ++ } ++ int sum = foo (input1, i1, input2, i2); ++ if (sum != 7584) ++ { ++ abort (); ++ } ++ return 0; ++} ++ ++/* { dg-final { scan-tree-dump "vectorized using transposed version" "slp1" } } */ +diff --git a/gcc/testsuite/gcc.dg/vect/vect.exp b/gcc/testsuite/gcc.dg/vect/vect.exp +index efe17ac6f..d92e1ba5b 100644 +--- a/gcc/testsuite/gcc.dg/vect/vect.exp ++++ b/gcc/testsuite/gcc.dg/vect/vect.exp +@@ -114,6 +114,13 @@ et-dg-runtest dg-runtest [lsort \ + [glob -nocomplain $srcdir/$subdir/no-vfa-*.\[cS\]]] \ + "" $DEFAULT_VECTCFLAGS + ++# -ftree-slp-transpose-vectorize SLP tests ++set VECT_SLP_CFLAGS $SAVED_VECT_SLP_CFLAGS ++lappend VECT_SLP_CFLAGS "-ftree-slp-transpose-vectorize" ++et-dg-runtest dg-runtest [lsort \ ++ [glob -nocomplain $srcdir/$subdir/transpose-*.\[cS\]]] \ ++ "" "-ftree-slp-transpose-vectorize -fdump-tree-slp-details -O3" ++ + # -ffast-math tests + set DEFAULT_VECTCFLAGS $SAVED_DEFAULT_VECTCFLAGS + lappend DEFAULT_VECTCFLAGS "-ffast-math" +diff --git a/gcc/tree-vect-data-refs.c b/gcc/tree-vect-data-refs.c +index fcc0726bd..d78b06455 100644 +--- a/gcc/tree-vect-data-refs.c ++++ b/gcc/tree-vect-data-refs.c +@@ -2647,6 +2647,9 @@ vect_analyze_group_access_1 (dr_vec_info *dr_info) + DR_GROUP_GAP (stmt_info) = groupsize - last_accessed_element; + + DR_GROUP_SIZE (stmt_info) = groupsize; ++ ++ DR_GROUP_SLP_TRANSPOSE (stmt_info) = false; ++ + if (dump_enabled_p ()) + { + dump_printf_loc (MSG_NOTE, vect_location, +@@ -2676,6 +2679,20 @@ vect_analyze_group_access_1 (dr_vec_info *dr_info) + DR_GROUP_GAP (stmt_info)); + } + ++ /* SLP: create an SLP data structure for every interleaving group of ++ loads for further analysis in vect_analyse_slp. */ ++ if (DR_IS_READ (dr) && !slp_impossible) ++ { ++ if (loop_vinfo) ++ { ++ LOOP_VINFO_GROUPED_LOADS (loop_vinfo).safe_push (stmt_info); ++ } ++ if (bb_vinfo) ++ { ++ BB_VINFO_GROUPED_LOADS (bb_vinfo).safe_push (stmt_info); ++ } ++ } ++ + /* SLP: create an SLP data structure for every interleaving group of + stores for further analysis in vect_analyse_slp. */ + if (DR_IS_WRITE (dr) && !slp_impossible) +@@ -5413,6 +5430,225 @@ vect_permute_store_chain (vec<tree> dr_chain, + } + } + ++/* Encoding the PERM_MASK_FIRST. */ ++ ++static void ++vect_indices_encoding_first (tree vectype, unsigned int array_num, ++ tree &perm_mask_high_first, ++ tree &perm_mask_low_first) ++{ ++ unsigned int nelt = TYPE_VECTOR_SUBPARTS (vectype).to_constant (); ++ vec_perm_builder sel (nelt, nelt, 1); ++ sel.quick_grow (nelt); ++ unsigned int group_num = nelt / array_num; ++ unsigned int index = 0; ++ unsigned int array = 0; ++ unsigned int group = 0; ++ ++ /* The encoding has 1 pattern in the fisrt stage. */ ++ for (array = 0; array < array_num / 2; array++) ++ { ++ for (group = 0; group < group_num * 2; group++) ++ { ++ sel[index++] = array + array_num * group; ++ } ++ } ++ vec_perm_indices indices (sel, 2, nelt); ++ perm_mask_high_first = vect_gen_perm_mask_checked (vectype, indices); ++ ++ index = 0; ++ for (array = array_num / 2; array < array_num; array++) ++ { ++ for (group = 0; group < group_num * 2; group++) ++ { ++ sel[index++] = array + array_num * group; ++ } ++ } ++ indices.new_vector (sel, 2, nelt); ++ perm_mask_low_first = vect_gen_perm_mask_checked (vectype, indices); ++} ++ ++/* Encoding the PERM_MASK. */ ++ ++static void ++vect_indices_encoding (tree vectype, unsigned int array_num, ++ tree &perm_mask_high, tree &perm_mask_low) ++{ ++ unsigned int nelt = TYPE_VECTOR_SUBPARTS (vectype).to_constant (); ++ vec_perm_builder sel (nelt, nelt, 1); ++ sel.quick_grow (nelt); ++ unsigned int group_num = nelt / array_num; ++ unsigned int index = 0; ++ unsigned int array = 0; ++ unsigned int group = 0; ++ ++ /* The encoding has 2 patterns in the folllowing stages. */ ++ for (array = 0; array < array_num / 2; array++) ++ { ++ for (group = 0; group < group_num; group++) ++ { ++ sel[index++] = group + group_num * array; ++ } ++ for (group = 0; group < group_num; group++) ++ { ++ sel[index++] = nelt + group + group_num * array; ++ } ++ } ++ vec_perm_indices indices (sel, 2, nelt); ++ perm_mask_high = vect_gen_perm_mask_checked (vectype, indices); ++ ++ index = 0; ++ for (array = array_num / 2; array < array_num; array++) ++ { ++ for (group = 0; group < group_num; group++) ++ { ++ sel[index++] = group + group_num * array; ++ } ++ for (group = 0; group < group_num; group++) ++ { ++ sel[index++] = nelt + group + group_num * array; ++ } ++ } ++ indices.new_vector (sel, 2, nelt); ++ perm_mask_low = vect_gen_perm_mask_checked (vectype, indices); ++} ++ ++/* Function vect_transpose_store_chain. ++ ++ Given a chain of interleaved stores in DR_CHAIN of LENGTH and ARRAY_NUM that ++ must be a power of 2. Generate interleave_high/low stmts to reorder ++ the data correctly for the stores. Return the final references for stores ++ in RESULT_CHAIN. This function is similar to vect_permute_store_chain (), ++ we interleave the contents of the vectors in their order. ++ ++ E.g., LENGTH is 4, the scalar type is short (i.e., VF is 8) and ARRAY_NUM ++ is 4. That is, the input is 4 vectors each containing 8 elements. ++ And 2 (VF / ARRAY_NUM) of 8 elements come from the same array. we interleave ++ the contents of the four vectors in their order. We assign a number to each ++ element, the input sequence is: ++ ++ 1st vec: 0 1 2 3 4 5 6 7 ++ 2nd vec: 8 9 10 11 12 13 14 15 ++ 3rd vec: 16 17 18 19 20 21 22 23 ++ 4th vec: 24 25 26 27 28 29 30 31 ++ ++ The output sequence should be: ++ ++ 1st vec: 0 4 8 12 16 20 24 28 ++ 2nd vec: 1 5 9 13 17 21 25 29 ++ 3rd vec: 2 6 10 14 18 22 26 30 ++ 4th vec: 3 7 11 15 19 23 27 31 ++ ++ In our example, ++ We get 2 (VF / ARRAY_NUM) elements together in every vector. ++ ++ I1: 0 4 1 5 2 6 3 7 ++ I2: 8 12 9 13 10 14 11 15 ++ I3: 16 20 17 21 18 22 19 23 ++ I4: 24 28 25 29 26 30 27 31 ++ ++ Then, we use interleave_high/low instructions to create such output. ++ Every 2 (VF / ARRAY_NUM) elements are regarded as a whole. The permutation ++ is done in log LENGTH stages. ++ ++ I1: interleave_high (1st vec, 3rd vec) ++ I2: interleave_low (1st vec, 3rd vec) ++ I3: interleave_high (2nd vec, 4th vec) ++ I4: interleave_low (2nd vec, 4th vec) ++ ++ The first stage of the sequence should be: ++ ++ I1: 0 4 16 20 1 5 17 21 ++ I2: 2 6 18 22 3 7 19 23 ++ I3: 8 12 24 28 9 13 25 29 ++ I4: 10 14 26 30 11 15 27 31 ++ ++ The following stage sequence should be, i.e. the final result is: ++ ++ I1: 0 4 8 12 16 20 24 28 ++ I2: 1 5 9 13 17 21 25 29 ++ I3: 2 6 10 14 18 22 26 30 ++ I4: 3 7 11 15 19 23 27 31. */ ++ ++void ++vect_transpose_store_chain (vec<tree> dr_chain, unsigned int length, ++ unsigned int array_num, stmt_vec_info stmt_info, ++ gimple_stmt_iterator *gsi, vec<tree> *result_chain) ++{ ++ gimple *perm_stmt = NULL; ++ tree vectype = STMT_VINFO_VECTYPE (stmt_info); ++ tree perm_mask_low_first = NULL; ++ tree perm_mask_high_first = NULL; ++ tree perm_mask_low = NULL; ++ tree perm_mask_high = NULL; ++ unsigned int log_length = exact_log2 (length); ++ ++ /* Only power of 2 is supported. */ ++ gcc_assert (pow2p_hwi (length)); ++ ++ /* The encoding has 2 types, one for the grouped pattern in the fisrt stage, ++ another for the interleaved patterns in the following stages. */ ++ gcc_assert (array_num != 0); ++ ++ /* Create grouped stmt (in the first stage): ++ group = nelt / array_num; ++ high_first = VEC_PERM_EXPR <vect1, vect2, ++ {0, array_num, 2*array_num, ..., (2*group-1)*array_num, ++ 1, 1+array_num, 1+2*array_num, ..., 1+(2*group-1)*array_num, ++ ..., ++ array_num/2-1, (array_num/2-1)+array_num, ..., ++ (array_num/2-1)+(2*group-1)*array_num}> ++ low_first = VEC_PERM_EXPR <vect1, vect2, ++ {array_num/2, array_num/2+array_num, array_num/2+2*array_num, ++ ..., array_num/2+(2*group-1)*array_num, ++ array_num/2+1, array_num/2+1+array_num, ++ ..., array_num/2+1+(2*group-1)*array_num, ++ ..., ++ array_num-1, array_num-1+array_num, ++ ..., array_num-1+(2*group-1)*array_num}> */ ++ vect_indices_encoding_first (vectype, array_num, perm_mask_high_first, ++ perm_mask_low_first); ++ ++ /* Create interleaving stmt (in the following stages): ++ high = VEC_PERM_EXPR <vect1, vect2, {0, 1, ..., group-1, ++ nelt, nelt+1, ..., nelt+group-1, ++ group, group+1, ..., 2*group-1, ++ nelt+group, nelt+group+1, ..., nelt+2*group-1, ++ ...}> ++ low = VEC_PERM_EXPR <vect1, vect2, ++ {nelt/2, nelt/2+1, ..., nelt/2+group-1, ++ nelt*3/2, nelt*3/2+1, ..., nelt*3/2+group-1, ++ nelt/2+group, nelt/2+group+1, ..., nelt/2+2*group-1, ++ nelt*3/2+group, nelt*3/2+group+1, ..., nelt*3/2+2*group-1, ++ ...}> */ ++ vect_indices_encoding (vectype, array_num, perm_mask_high, perm_mask_low); ++ ++ for (unsigned int perm_time = 0; perm_time < log_length; perm_time++) ++ { ++ for (unsigned int index = 0; index < length / 2; index++) ++ { ++ tree vect1 = dr_chain[index]; ++ tree vect2 = dr_chain[index + length / 2]; ++ ++ tree high = make_temp_ssa_name (vectype, NULL, "vect_inter_high"); ++ perm_stmt = gimple_build_assign (high, VEC_PERM_EXPR, vect1, vect2, ++ perm_time == 0 ? perm_mask_high_first ++ : perm_mask_high); ++ vect_finish_stmt_generation (stmt_info, perm_stmt, gsi); ++ (*result_chain)[2 * index] = high; ++ ++ tree low = make_temp_ssa_name (vectype, NULL, "vect_inter_low"); ++ perm_stmt = gimple_build_assign (low, VEC_PERM_EXPR, vect1, vect2, ++ perm_time == 0 ? perm_mask_low_first ++ : perm_mask_low); ++ vect_finish_stmt_generation (stmt_info, perm_stmt, gsi); ++ (*result_chain)[2 * index+1] = low; ++ } ++ memcpy (dr_chain.address (), result_chain->address (), ++ length * sizeof (tree)); ++ } ++} ++ + /* Function vect_setup_realignment + + This function is called when vectorizing an unaligned load using +diff --git a/gcc/tree-vect-slp.c b/gcc/tree-vect-slp.c +index 476b32370..d30463b96 100644 +--- a/gcc/tree-vect-slp.c ++++ b/gcc/tree-vect-slp.c +@@ -2414,11 +2414,13 @@ vect_analyze_slp_instance (vec_info *vinfo, + + /* For basic block SLP, try to break the group up into multiples of the + vector size. */ ++ bb_vec_info bb_vinfo = dyn_cast <bb_vec_info> (vinfo); + unsigned HOST_WIDE_INT const_nunits; + if (is_a <bb_vec_info> (vinfo) + && STMT_VINFO_GROUPED_ACCESS (stmt_info) + && DR_GROUP_FIRST_ELEMENT (stmt_info) +- && nunits.is_constant (&const_nunits)) ++ && nunits.is_constant (&const_nunits) ++ && !bb_vinfo->transposed) + { + /* We consider breaking the group only on VF boundaries from the existing + start. */ +@@ -2455,6 +2457,898 @@ vect_analyze_slp_instance (vec_info *vinfo, + return false; + } + ++static inline bool ++is_const_assign (stmt_vec_info store_elem) ++{ ++ if (store_elem == NULL) ++ { ++ gcc_unreachable (); ++ } ++ gimple *stmt = store_elem->stmt; ++ gimple_rhs_class rhs_class = gimple_assign_rhs_class (stmt); ++ return rhs_class == GIMPLE_SINGLE_RHS ++ && TREE_CONSTANT (gimple_assign_rhs1 (store_elem->stmt)); ++} ++ ++/* Push inits to INNERMOST_INITS and check const assign. */ ++ ++static bool ++record_innermost (vec<tree> &innermost_inits, ++ vec<tree> &innermost_offsets, ++ stmt_vec_info stmt_vinfo) ++{ ++ if (!stmt_vinfo) ++ { ++ return false; ++ } ++ stmt_vec_info next_info = stmt_vinfo; ++ while (next_info) ++ { ++ /* No need to vectorize constant assign in a transposed version. */ ++ if (is_const_assign (next_info)) ++ { ++ if (dump_enabled_p ()) ++ { ++ dump_printf_loc (MSG_NOTE, vect_location, ++ "no need to vectorize, store is const assign: %G", ++ next_info->stmt); ++ } ++ return false; ++ } ++ innermost_inits.safe_push (STMT_VINFO_DR_INIT (next_info)); ++ innermost_offsets.safe_push (STMT_VINFO_DR_OFFSET (next_info)); ++ next_info = DR_GROUP_NEXT_ELEMENT (next_info); ++ } ++ return true; ++} ++ ++/* Compare inits to INNERMOST_INITS, return FALSE if inits do not match ++ the first grouped_store. And check const assign meanwhile. */ ++ ++static bool ++compare_innermost (const vec<tree> &innermost_inits, ++ const vec<tree> &innermost_offsets, ++ stmt_vec_info stmt_vinfo) ++{ ++ if (!stmt_vinfo || innermost_inits.length () != stmt_vinfo->size) ++ { ++ return false; ++ } ++ stmt_vec_info next_info = stmt_vinfo; ++ unsigned int i = 0; ++ while (next_info) ++ { ++ if (is_const_assign (next_info)) ++ { ++ if (dump_enabled_p ()) ++ { ++ dump_printf_loc (MSG_NOTE, vect_location, ++ "no need to vectorize, store is const " ++ "assign: %G", next_info->stmt); ++ } ++ return false; ++ } ++ if (innermost_inits[i] != STMT_VINFO_DR_INIT (next_info) ++ || innermost_offsets[i] != STMT_VINFO_DR_OFFSET (next_info)) ++ { ++ return false; ++ } ++ next_info = DR_GROUP_NEXT_ELEMENT (next_info); ++ i++; ++ } ++ return true; ++} ++ ++/* Check if grouped stores are of same type. ++ input: t1/t2 = TREE_TYPE (gimple_assign_lhs (first_element->stmt)) ++ output: 0 if same, 1 or -1 else. */ ++ ++static int ++tree_type_cmp (const tree t1, const tree t2) ++{ ++ gcc_checking_assert (t1 != NULL && t2 != NULL); ++ if (t1 != t2) ++ { ++ if (TREE_CODE (t1) != TREE_CODE (t2)) ++ { ++ return TREE_CODE (t1) > TREE_CODE (t2) ? 1 : -1; ++ } ++ if (TYPE_UNSIGNED (t1) != TYPE_UNSIGNED (t2)) ++ { ++ return TYPE_UNSIGNED (t1) > TYPE_UNSIGNED (t2) ? 1 : -1; ++ } ++ if (TYPE_PRECISION (t1) != TYPE_PRECISION (t2)) ++ { ++ return TYPE_PRECISION (t1) > TYPE_PRECISION (t2) ? 1 : -1; ++ } ++ } ++ return 0; ++} ++ ++/* Check it if 2 grouped stores are of same type that ++ we can analyze them in a transpose group. */ ++static int ++check_same_store_type (stmt_vec_info grp1, stmt_vec_info grp2) ++{ ++ if (grp1 == grp2) ++ { ++ return 0; ++ } ++ if (grp1->size != grp2->size) ++ { ++ return grp1->size > grp2->size ? 1 : -1; ++ } ++ tree lhs1 = gimple_assign_lhs (grp1->stmt); ++ tree lhs2 = gimple_assign_lhs (grp2->stmt); ++ if (TREE_CODE (lhs1) != TREE_CODE (lhs2)) ++ { ++ return TREE_CODE (lhs1) > TREE_CODE (lhs2) ? 1 : -1; ++ } ++ tree grp_type1 = TREE_TYPE (gimple_assign_lhs (grp1->stmt)); ++ tree grp_type2 = TREE_TYPE (gimple_assign_lhs (grp2->stmt)); ++ int cmp = tree_type_cmp (grp_type1, grp_type2); ++ return cmp; ++} ++ ++/* Sort grouped stores according to group_size and store_type. ++ output: 0 if same, 1 if grp1 > grp2, -1 otherwise. */ ++ ++static int ++grouped_store_cmp (const void *grp1_, const void *grp2_) ++{ ++ stmt_vec_info grp1 = *(stmt_vec_info *)const_cast<void *>(grp1_); ++ stmt_vec_info grp2 = *(stmt_vec_info *)const_cast<void *>(grp2_); ++ return check_same_store_type (grp1, grp2); ++} ++ ++/* Transposing is based on permutation in registers. Permutation requires ++ vector length being power of 2 and satisfying the vector mode. */ ++ ++static inline bool ++check_filling_reg (stmt_vec_info current_element) ++{ ++ if (current_element->size == 0) ++ { ++ return false; ++ } ++ /* If the gimple STMT was already vectorized in vect pass, it's unable to ++ conduct transpose analysis, skip it. */ ++ bool lhs_vectorized ++ = TREE_CODE (TREE_TYPE (gimple_get_lhs (current_element->stmt))) ++ == VECTOR_TYPE; ++ bool rhs_vectorized ++ = TREE_CODE (TREE_TYPE (gimple_assign_rhs1 (current_element->stmt))) ++ == VECTOR_TYPE; ++ if (lhs_vectorized || rhs_vectorized) ++ { ++ return false; ++ } ++ unsigned int store_precision ++ = TYPE_PRECISION (TREE_TYPE (gimple_get_lhs (current_element->stmt))); ++ auto_vector_modes vector_modes; ++ targetm.vectorize.autovectorize_vector_modes (&vector_modes, false); ++ unsigned min_mode_size = -1u; ++ for (unsigned i = 0; i < vector_modes.length (); i++) ++ { ++ unsigned mode_bit_size = (GET_MODE_BITSIZE (vector_modes[i])).coeffs[0]; ++ min_mode_size = mode_bit_size < min_mode_size ++ ? mode_bit_size : min_mode_size; ++ } ++ return store_precision != 0 ++ && pow2p_hwi (current_element->size) ++ && (current_element->size * store_precision % min_mode_size == 0); ++} ++ ++/* Check if previous groups are suitable to transpose, if not, set their ++ group number to -1, reduce grp_num and clear current_groups. ++ Otherwise, just clear current_groups. */ ++ ++static void ++check_and_clear_groups (vec<stmt_vec_info> current_groups, ++ unsigned int &grp_num) ++{ ++ stmt_vec_info first_element; ++ if (current_groups.length () == 1 ++ || (current_groups.length () != 0 ++ && !pow2p_hwi (current_groups.length ()))) ++ { ++ while (current_groups.length () != 0) ++ { ++ first_element = current_groups.pop (); ++ first_element->group_number = -1; ++ } ++ grp_num--; ++ } ++ else ++ { ++ while (current_groups.length ()) ++ { ++ current_groups.pop (); ++ } ++ } ++} ++ ++ ++/* Make sure that transpose slp vectorization is conducted only if grouped ++ stores are one dimension array ref. */ ++ ++static bool ++is_store_one_dim_array (gimple *stmt) ++{ ++ tree op = gimple_get_lhs (stmt); ++ if (TREE_CODE (op) != ARRAY_REF) ++ return false; ++ return TREE_OPERAND_LENGTH (op) > 0 ++ && TREE_OPERAND_LENGTH (TREE_OPERAND (op, 0)) == 0; ++} ++ ++/* Set grouped_stores with similar MEM_REF to the same group and mark their ++ grp_num. Groups with same grp_num consist the minimum unit to analyze ++ transpose. Return num of such units. */ ++ ++static unsigned ++vect_prepare_transpose (bb_vec_info bb_vinfo) ++{ ++ stmt_vec_info current_element = NULL; ++ stmt_vec_info first_element = NULL; ++ unsigned int i = 0; ++ unsigned int grp_num = 0; ++ /* Use arrays to record MEM_REF data in different GROUPED_STORES. */ ++ auto_vec<tree> innermost_inits; ++ auto_vec<tree> innermost_offsets; ++ ++ /* A set of stmt_vec_info with same store type. Analyze them if their size ++ is suitable to transpose. */ ++ auto_vec<stmt_vec_info> current_groups; ++ ++ FOR_EACH_VEC_ELT (bb_vinfo->grouped_stores, i, current_element) ++ { ++ /* Compare current grouped_store to the first one if first_element exists, ++ push current_element to current_groups if they are similar on innermost ++ behavior of MEM_REF. */ ++ if (first_element != NULL ++ && !check_same_store_type (first_element, current_element) ++ && compare_innermost (innermost_inits, innermost_offsets, ++ current_element)) ++ { ++ current_groups.safe_push (current_element); ++ current_element->group_number = grp_num; ++ /* If current_element is the last element in grouped_stores, continue ++ will exit the loop and leave the last group unanalyzed. */ ++ if (i == bb_vinfo->grouped_stores.length () - 1) ++ { ++ check_and_clear_groups (current_groups, grp_num); ++ } ++ continue; ++ } ++ check_and_clear_groups (current_groups, grp_num); ++ innermost_inits.release (); ++ innermost_offsets.release (); ++ /* Beginning of a new group to analyze whether they are able to consist ++ a unit to conduct transpose analysis. */ ++ first_element = NULL; ++ if (is_store_one_dim_array (current_element->stmt) ++ && check_filling_reg (current_element) ++ && record_innermost (innermost_inits, innermost_offsets, ++ current_element)) ++ { ++ first_element = current_element; ++ current_groups.safe_push (current_element); ++ current_element->group_number = ++grp_num; ++ if (i == bb_vinfo->grouped_stores.length () - 1) ++ { ++ check_and_clear_groups (current_groups, grp_num); ++ } ++ continue; ++ } ++ current_element->group_number = -1; ++ } ++ return grp_num; ++} ++ ++/* Return a flag to transpose grouped stores before building slp tree. ++ Add bool may_transpose in class vec_info. */ ++ ++static bool ++vect_may_transpose (bb_vec_info bb_vinfo) ++{ ++ if (targetm.vectorize.vec_perm_const == NULL) ++ { ++ return false; ++ } ++ if (bb_vinfo->grouped_stores.length () < 2) ++ { ++ return false; ++ } ++ DUMP_VECT_SCOPE ("analyze if grouped stores may transpose to slp"); ++ /* Sort grouped_stores according to size and type for function ++ vect_prepare_transpose (). */ ++ bb_vinfo->grouped_stores.qsort (grouped_store_cmp); ++ ++ int groups = vect_prepare_transpose (bb_vinfo); ++ BB_VINFO_TRANS_GROUPS (bb_vinfo) = groups; ++ if (dump_enabled_p ()) ++ dump_printf_loc (MSG_NOTE, vect_location, ++ "%d groups to analyze transposed slp.\n", groups); ++ return groups != 0; ++} ++ ++/* Get the base address of STMT_INFO. */ ++ ++static tree ++get_op_base_address (stmt_vec_info stmt_info) ++{ ++ struct data_reference *dr = STMT_VINFO_DATA_REF (stmt_info); ++ tree op = DR_BASE_ADDRESS (dr); ++ while (TREE_OPERAND_LENGTH (op) > 0) ++ { ++ op = TREE_OPERAND (op, 0); ++ } ++ return op; ++} ++ ++/* Compare the UID of the two stmt_info STMTINFO_A and STMTINFO_B. ++ Sorting them in ascending order. */ ++ ++static int ++dr_group_cmp (const void *stmtinfo_a_, const void *stmtinfo_b_) ++{ ++ stmt_vec_info stmtinfo_a ++ = *(stmt_vec_info *) const_cast<void *> (stmtinfo_a_); ++ stmt_vec_info stmtinfo_b ++ = *(stmt_vec_info *) const_cast<void *> (stmtinfo_b_); ++ ++ /* Stabilize sort. */ ++ if (stmtinfo_a == stmtinfo_b) ++ { ++ return 0; ++ } ++ return gimple_uid (stmtinfo_a->stmt) < gimple_uid (stmtinfo_b->stmt) ? -1 : 1; ++} ++ ++/* Find the first elements of the grouped loads which are required to merge. */ ++ ++static void ++vect_slp_grouped_load_find (bb_vec_info bb_vinfo, vec<bool> &visited, ++ vec<stmt_vec_info> &res) ++{ ++ unsigned int i = 0; ++ stmt_vec_info merge_first_element = NULL; ++ stmt_vec_info first_element = NULL; ++ tree opa = NULL; ++ unsigned int grp_size_a = 0; ++ FOR_EACH_VEC_ELT (bb_vinfo->grouped_loads, i, first_element) ++ { ++ if (visited[i]) ++ { ++ continue; ++ } ++ if (!STMT_VINFO_GROUPED_ACCESS (first_element) ++ || !pow2p_hwi (DR_GROUP_SIZE (first_element))) ++ { ++ /* Non-conforming grouped load should be grouped separately. */ ++ if (merge_first_element == NULL) ++ { ++ visited[i] = true; ++ res.safe_push (first_element); ++ return; ++ } ++ } ++ if (merge_first_element == NULL) ++ { ++ merge_first_element = first_element; ++ opa = get_op_base_address (first_element); ++ grp_size_a = DR_GROUP_SIZE (first_element); ++ res.safe_push (first_element); ++ visited[i] = true; ++ continue; ++ } ++ ++ /* If the two first elements are of the same base address and group size, ++ these two grouped loads need to be merged. */ ++ tree opb = get_op_base_address (first_element); ++ unsigned int grp_size_b = DR_GROUP_SIZE (first_element); ++ if (opa == opb && grp_size_a == grp_size_b) ++ { ++ res.safe_push (first_element); ++ visited[i] = true; ++ } ++ } ++} ++ ++/* Merge the grouped loads that are found from ++ vect_slp_grouped_load_find (). */ ++ ++static stmt_vec_info ++vect_slp_grouped_load_merge (vec<stmt_vec_info> res) ++{ ++ stmt_vec_info stmt_info = res[0]; ++ if (res.length () == 1) ++ { ++ return stmt_info; ++ } ++ unsigned int i = 0; ++ unsigned int size = DR_GROUP_SIZE (res[0]); ++ unsigned int new_group_size = size * res.length (); ++ stmt_vec_info first_element = NULL; ++ stmt_vec_info merge_first_element = NULL; ++ stmt_vec_info last_element = NULL; ++ FOR_EACH_VEC_ELT (res, i, first_element) ++ { ++ if (merge_first_element == NULL) ++ { ++ merge_first_element = first_element; ++ last_element = merge_first_element; ++ size = DR_GROUP_SIZE (merge_first_element); ++ } ++ ++ if (last_element != first_element ++ && !DR_GROUP_NEXT_ELEMENT (last_element)) ++ { ++ DR_GROUP_NEXT_ELEMENT (last_element) = first_element; ++ /* Store the gap from the previous member of the group. If there is ++ no gap in the access, DR_GROUP_GAP is always 1. */ ++ DR_GROUP_GAP_TRANS (first_element) = DR_GROUP_GAP (first_element); ++ DR_GROUP_GAP (first_element) = 1; ++ } ++ for (stmt_info = first_element; stmt_info; ++ stmt_info = DR_GROUP_NEXT_ELEMENT (stmt_info)) ++ { ++ DR_GROUP_FIRST_ELEMENT (stmt_info) = merge_first_element; ++ DR_GROUP_SIZE_TRANS (stmt_info) = DR_GROUP_SIZE (stmt_info); ++ DR_GROUP_SIZE (stmt_info) = new_group_size; ++ last_element = stmt_info; ++ } ++ } ++ DR_GROUP_SIZE (merge_first_element) = new_group_size; ++ DR_GROUP_SLP_TRANSPOSE (merge_first_element) = true; ++ DR_GROUP_NEXT_ELEMENT (last_element) = NULL; ++ return merge_first_element; ++} ++ ++/* Merge the grouped loads which have the same base address and group size. ++ For example, for grouped loads (opa_1, opa_2, opb_1, opb_2): ++ opa_1: a0->a1->a2->a3 ++ opa_2: a8->a9->a10->a11 ++ opb_1: b0->b1 ++ opb_2: b16->b17 ++ we can probably get two merged grouped loads: ++ opa: a0->a1->a2->a3->a8->a9->a10->a11 ++ opb: b0->b1->b16->b17. */ ++ ++static bool ++vect_merge_slp_grouped_loads (bb_vec_info bb_vinfo) ++{ ++ if (bb_vinfo->grouped_loads.length () <= 0) ++ { ++ if (dump_enabled_p ()) ++ { ++ dump_printf_loc (MSG_NOTE, vect_location, ++ "The number of grouped loads is 0.\n"); ++ } ++ return false; ++ } ++ bb_vinfo->grouped_loads.qsort (dr_group_cmp); ++ auto_vec<bool> visited (bb_vinfo->grouped_loads.length ()); ++ auto_vec<stmt_vec_info> grouped_loads_merge; ++ for (unsigned int i = 0; i < bb_vinfo->grouped_loads.length (); i++) ++ { ++ visited.safe_push (false); ++ } ++ while (1) ++ { ++ /* Find grouped loads which are required to merge. */ ++ auto_vec<stmt_vec_info> res; ++ vect_slp_grouped_load_find (bb_vinfo, visited, res); ++ if (res.is_empty ()) ++ { ++ break; ++ } ++ /* Merge the required grouped loads into one group. */ ++ grouped_loads_merge.safe_push (vect_slp_grouped_load_merge (res)); ++ } ++ if (grouped_loads_merge.length () == bb_vinfo->grouped_loads.length ()) ++ { ++ if (dump_enabled_p ()) ++ { ++ dump_printf_loc (MSG_NOTE, vect_location, ++ "No grouped loads need to be merged.\n"); ++ } ++ return false; ++ } ++ if (dump_enabled_p ()) ++ { ++ dump_printf_loc (MSG_NOTE, vect_location, ++ "Merging grouped loads successfully.\n"); ++ } ++ BB_VINFO_GROUPED_LOADS (bb_vinfo).release (); ++ for (unsigned int i = 0; i < grouped_loads_merge.length (); i++) ++ { ++ BB_VINFO_GROUPED_LOADS (bb_vinfo).safe_push (grouped_loads_merge[i]); ++ } ++ return true; ++} ++ ++/* Find the first elements of the grouped stores ++ which are required to transpose and merge. */ ++ ++static void ++vect_slp_grouped_store_find (bb_vec_info bb_vinfo, vec<bool> &visited, ++ vec<stmt_vec_info> &res) ++{ ++ stmt_vec_info first_element = NULL; ++ stmt_vec_info merge_first_element = NULL; ++ unsigned int k = 0; ++ FOR_EACH_VEC_ELT (bb_vinfo->grouped_stores, k, first_element) ++ { ++ if (visited[k]) ++ { ++ continue; ++ } ++ /* Non-conforming grouped store should be grouped separately. */ ++ if (!STMT_VINFO_GROUPED_ACCESS (first_element) ++ || first_element->group_number == -1) ++ { ++ if (merge_first_element == NULL) ++ { ++ visited[k] = true; ++ res.safe_push (first_element); ++ return; ++ } ++ } ++ if (first_element->group_number != -1 ++ && merge_first_element == NULL) ++ { ++ merge_first_element = first_element; ++ } ++ if (merge_first_element->group_number == first_element->group_number) ++ { ++ visited[k] = true; ++ res.safe_push (first_element); ++ } ++ } ++} ++ ++/* Transpose and merge the grouped stores that are found from ++ vect_slp_grouped_store_find (). */ ++ ++static stmt_vec_info ++vect_slp_grouped_store_transform (vec<stmt_vec_info> res) ++{ ++ stmt_vec_info stmt_info = res[0]; ++ if (res.length () == 1) ++ { ++ return stmt_info; ++ } ++ stmt_vec_info rearrange_first_element = stmt_info; ++ stmt_vec_info last_element = rearrange_first_element; ++ ++ unsigned int size = DR_GROUP_SIZE (rearrange_first_element); ++ unsigned int new_group_size = size * res.length (); ++ for (unsigned int i = 1; i < res.length (); i++) ++ { ++ /* Store the gap from the previous member of the group. If there is no ++ gap in the access, DR_GROUP_GAP is always 1. */ ++ DR_GROUP_GAP_TRANS (res[i]) = DR_GROUP_GAP (res[i]); ++ DR_GROUP_GAP (res[i]) = 1; ++ } ++ while (!res.is_empty ()) ++ { ++ stmt_info = res[0]; ++ res.ordered_remove (0); ++ if (DR_GROUP_NEXT_ELEMENT (stmt_info)) ++ { ++ res.safe_push (DR_GROUP_NEXT_ELEMENT (stmt_info)); ++ } ++ DR_GROUP_FIRST_ELEMENT (stmt_info) = rearrange_first_element; ++ DR_GROUP_NEXT_ELEMENT (last_element) = stmt_info; ++ DR_GROUP_SIZE_TRANS (stmt_info) = DR_GROUP_SIZE (stmt_info); ++ DR_GROUP_SIZE (stmt_info) = new_group_size; ++ last_element = stmt_info; ++ } ++ ++ DR_GROUP_SIZE (rearrange_first_element) = new_group_size; ++ DR_GROUP_SLP_TRANSPOSE (rearrange_first_element) = true; ++ DR_GROUP_NEXT_ELEMENT (last_element) = NULL; ++ return rearrange_first_element; ++} ++ ++/* Save the STMT_INFO in the grouped stores to BB_VINFO_SCALAR_STORES for ++ transposing back grouped stores. */ ++ ++static void ++get_scalar_stores (bb_vec_info bb_vinfo) ++{ ++ unsigned int k = 0; ++ stmt_vec_info first_element = NULL; ++ FOR_EACH_VEC_ELT (bb_vinfo->grouped_stores, k, first_element) ++ { ++ /* Filter the grouped store which is unnecessary for transposing. */ ++ if (!STMT_VINFO_GROUPED_ACCESS (first_element) ++ || first_element->group_number == -1) ++ { ++ continue; ++ } ++ vec<stmt_vec_info> tmp_scalar_store; ++ tmp_scalar_store.create (DR_GROUP_SIZE (first_element)); ++ for (stmt_vec_info stmt_info = first_element; stmt_info; ++ stmt_info = DR_GROUP_NEXT_ELEMENT (stmt_info)) ++ { ++ tmp_scalar_store.safe_push (stmt_info); ++ } ++ BB_VINFO_SCALAR_STORES (bb_vinfo).safe_push (tmp_scalar_store); ++ } ++} ++ ++/* Transpose and merge the grouped stores which have the same group number. ++ For example, for grouped stores (opa_0, opa_1, opa_2, opa_3): ++ opa_0: a00->a01->a02->a03 ++ opa_1: a10->a11->a12->a13 ++ opa_2: a20->a21->a22->a23 ++ opa_2: a30->a31->a32->a33 ++ we can probably get the merged grouped store: ++ opa: a00->a10->a20->a30 ++ ->a01->a11->a21->a31 ++ ->a02->a12->a22->a32 ++ ->a03->a13->a23->a33. */ ++ ++static bool ++vect_transform_slp_grouped_stores (bb_vec_info bb_vinfo) ++{ ++ if (bb_vinfo->grouped_stores.length () <= 0) ++ { ++ if (dump_enabled_p ()) ++ { ++ dump_printf_loc (MSG_NOTE, vect_location, ++ "The number of grouped stores is 0.\n"); ++ } ++ return false; ++ } ++ ++ bb_vinfo->grouped_stores.qsort (dr_group_cmp); ++ auto_vec<stmt_vec_info> grouped_stores_merge; ++ auto_vec<bool> visited (bb_vinfo->grouped_stores.length ()); ++ unsigned int i = 0; ++ for (i = 0; i < bb_vinfo->grouped_stores.length (); i++) ++ { ++ visited.safe_push (false); ++ } ++ ++ /* Get scalar stores for the following transposition recovery. */ ++ get_scalar_stores (bb_vinfo); ++ ++ while (1) ++ { ++ /* Find grouped stores which are required to transpose and merge. */ ++ auto_vec<stmt_vec_info> res; ++ vect_slp_grouped_store_find (bb_vinfo, visited, res); ++ if (res.is_empty ()) ++ { ++ break; ++ } ++ /* Transpose and merge the required grouped stores into one group. */ ++ grouped_stores_merge.safe_push (vect_slp_grouped_store_transform (res)); ++ } ++ ++ BB_VINFO_GROUPED_STORES (bb_vinfo).release (); ++ for (i = 0; i < grouped_stores_merge.length (); i++) ++ { ++ BB_VINFO_GROUPED_STORES (bb_vinfo).safe_push (grouped_stores_merge[i]); ++ } ++ ++ if (dump_enabled_p ()) ++ { ++ dump_printf_loc (MSG_NOTE, vect_location, ++ "Transposing grouped stores successfully.\n"); ++ } ++ return true; ++} ++ ++/* A helpful function of vect_transform_back_slp_grouped_stores (). */ ++ ++static auto_vec<stmt_vec_info> ++vect_transform_back_slp_grouped_store (bb_vec_info bb_vinfo, ++ stmt_vec_info first_stmt_info) ++{ ++ auto_vec<stmt_vec_info> grouped_stores_split; ++ for (unsigned int i = 0; i < bb_vinfo->scalar_stores.length (); i++) ++ { ++ vec<stmt_vec_info> scalar_tmp = bb_vinfo->scalar_stores[i]; ++ if (scalar_tmp.length () > 1 ++ && scalar_tmp[0]->group_number != first_stmt_info->group_number) ++ { ++ continue; ++ } ++ stmt_vec_info cur_stmt_info = NULL; ++ stmt_vec_info cur_first_stmt_info = NULL; ++ stmt_vec_info last_stmt_info = NULL; ++ unsigned int k = 0; ++ FOR_EACH_VEC_ELT (scalar_tmp, k, cur_stmt_info) ++ { ++ if (k == 0) ++ { ++ cur_first_stmt_info = cur_stmt_info; ++ last_stmt_info = cur_stmt_info; ++ } ++ DR_GROUP_FIRST_ELEMENT (cur_stmt_info) = cur_first_stmt_info; ++ DR_GROUP_NEXT_ELEMENT (last_stmt_info) = cur_stmt_info; ++ last_stmt_info = cur_stmt_info; ++ } ++ DR_GROUP_SIZE (cur_first_stmt_info) = k; ++ DR_GROUP_NEXT_ELEMENT (last_stmt_info) = NULL; ++ if (first_stmt_info != cur_first_stmt_info) ++ { ++ DR_GROUP_GAP (cur_first_stmt_info) ++ = DR_GROUP_GAP_TRANS (cur_first_stmt_info); ++ DR_GROUP_SLP_TRANSPOSE (cur_first_stmt_info) = false; ++ DR_GROUP_NUMBER (cur_first_stmt_info) = -1; ++ } ++ grouped_stores_split.safe_push (cur_first_stmt_info); ++ } ++ return grouped_stores_split; ++} ++ ++/* Transform the grouped store back. */ ++ ++void ++vect_transform_back_slp_grouped_stores (bb_vec_info bb_vinfo, ++ stmt_vec_info first_stmt_info) ++{ ++ if (first_stmt_info->group_number == -1) ++ { ++ return; ++ } ++ /* Transform back. */ ++ auto_vec<stmt_vec_info> grouped_stores_split ++ = vect_transform_back_slp_grouped_store (bb_vinfo, first_stmt_info); ++ ++ /* Add the remaining grouped stores to grouped_stores_split. */ ++ stmt_vec_info first_element = NULL; ++ unsigned int i = 0; ++ FOR_EACH_VEC_ELT (bb_vinfo->grouped_stores, i, first_element) ++ { ++ if (first_element->group_number != first_stmt_info->group_number) ++ { ++ grouped_stores_split.safe_push (first_element); ++ } ++ } ++ DR_GROUP_SLP_TRANSPOSE (first_stmt_info) = false; ++ DR_GROUP_NUMBER (first_stmt_info) = -1; ++ BB_VINFO_GROUPED_STORES (bb_vinfo).release (); ++ for (i = 0; i < grouped_stores_split.length (); i++) ++ { ++ BB_VINFO_GROUPED_STORES (bb_vinfo).safe_push (grouped_stores_split[i]); ++ } ++} ++ ++/* Function check_for_slp_vectype ++ ++ Restriction for grouped stores by checking their vectype. ++ If the vectype of the grouped store is changed, it need transform back. ++ If all grouped stores need to be transformed back, return FALSE. */ ++ ++static bool ++check_for_slp_vectype (bb_vec_info bb_vinfo) ++{ ++ stmt_vec_info first_element = NULL; ++ unsigned int i = 0; ++ int count = 0; ++ auto_vec<stmt_vec_info> grouped_stores_check; ++ FOR_EACH_VEC_ELT (bb_vinfo->grouped_stores, i, first_element) ++ { ++ grouped_stores_check.safe_push (first_element); ++ } ++ FOR_EACH_VEC_ELT (grouped_stores_check, i, first_element) ++ { ++ if (STMT_VINFO_GROUPED_ACCESS (first_element) ++ && first_element->group_number != -1) ++ { ++ unsigned int group_size_b ++ = DR_GROUP_SIZE_TRANS (first_element); ++ tree vectype = STMT_VINFO_VECTYPE (first_element); ++ poly_uint64 nunits = TYPE_VECTOR_SUBPARTS (vectype); ++ if (nunits.to_constant () > group_size_b) ++ { ++ count++; ++ /* If the vectype is changed, this grouped store need ++ to be transformed back. */ ++ vect_transform_back_slp_grouped_stores (bb_vinfo, first_element); ++ if (dump_enabled_p ()) ++ { ++ dump_printf_loc (MSG_NOTE, vect_location, ++ "No supported: only supported for" ++ " group_size geq than nunits.\n"); ++ } ++ } ++ } ++ } ++ if (count == BB_VINFO_TRANS_GROUPS (bb_vinfo)) ++ { ++ return false; ++ } ++ return true; ++} ++ ++/* Function check_for_dr_alignment ++ ++ Check the alignment of the slp instance loads. ++ Return FALSE if a load cannot be vectorized. */ ++ ++static bool ++check_for_dr_alignment (slp_instance instance) ++{ ++ slp_tree node = NULL; ++ unsigned int i = 0; ++ FOR_EACH_VEC_ELT (SLP_INSTANCE_LOADS (instance), i, node) ++ { ++ stmt_vec_info first_stmt_info = SLP_TREE_SCALAR_STMTS (node)[0]; ++ dr_vec_info *first_dr_info = STMT_VINFO_DR_INFO (first_stmt_info); ++ enum dr_alignment_support supportable_dr_alignment ++ = vect_supportable_dr_alignment (first_dr_info, false); ++ if (supportable_dr_alignment == dr_explicit_realign_optimized ++ || supportable_dr_alignment == dr_explicit_realign) ++ { ++ return false; ++ } ++ } ++ return true; ++} ++ ++/* Initialize slp_transpose flag before transposing. */ ++ ++static void ++init_stmt_info_slp_transpose (bb_vec_info bb_vinfo) ++{ ++ stmt_vec_info first_element = NULL; ++ unsigned int k = 0; ++ FOR_EACH_VEC_ELT (bb_vinfo->grouped_stores, k, first_element) ++ { ++ if (STMT_VINFO_GROUPED_ACCESS (first_element)) ++ { ++ DR_GROUP_SLP_TRANSPOSE (first_element) = false; ++ } ++ } ++ FOR_EACH_VEC_ELT (bb_vinfo->grouped_loads, k, first_element) ++ { ++ if (STMT_VINFO_GROUPED_ACCESS (first_element)) ++ { ++ DR_GROUP_SLP_TRANSPOSE (first_element) = false; ++ } ++ } ++} ++ ++/* Analyze and transpose the stmts before building the SLP tree. */ ++ ++static bool ++vect_analyze_transpose (bb_vec_info bb_vinfo) ++{ ++ DUMP_VECT_SCOPE ("vect_analyze_transpose"); ++ ++ if (!vect_may_transpose (bb_vinfo)) ++ { ++ return false; ++ } ++ ++ /* For basic block SLP, try to merge the grouped stores and loads ++ into one group. */ ++ init_stmt_info_slp_transpose (bb_vinfo); ++ if (vect_transform_slp_grouped_stores (bb_vinfo) ++ && vect_merge_slp_grouped_loads (bb_vinfo)) ++ { ++ if (dump_enabled_p ()) ++ { ++ dump_printf_loc (MSG_NOTE, vect_location, ++ "Analysis succeeded with SLP transposed.\n"); ++ } ++ return true; ++ } ++ if (dump_enabled_p ()) ++ { ++ dump_printf_loc (MSG_NOTE, vect_location, ++ "Analysis failed with SLP transposed.\n"); ++ } ++ return false; ++} + + /* Check if there are stmts in the loop can be vectorized using SLP. Build SLP + trees of packed scalar stmts if SLP is possible. */ +@@ -3124,7 +4018,11 @@ vect_bb_vectorization_profitable_p (bb_vec_info bb_vinfo) + + vec_outside_cost = vec_prologue_cost + vec_epilogue_cost; + +- if (dump_enabled_p ()) ++ BB_VINFO_VEC_INSIDE_COST (bb_vinfo) = vec_inside_cost; ++ BB_VINFO_VEC_OUTSIDE_COST (bb_vinfo) = vec_outside_cost; ++ BB_VINFO_SCALAR_COST (bb_vinfo) = scalar_cost; ++ ++ if (!unlimited_cost_model (NULL) && dump_enabled_p ()) + { + dump_printf_loc (MSG_NOTE, vect_location, "Cost model analysis: \n"); + dump_printf (MSG_NOTE, " Vector inside of basic block cost: %d\n", +@@ -3239,6 +4137,22 @@ vect_slp_analyze_bb_1 (bb_vec_info bb_vinfo, int n_stmts, bool &fatal) + + vect_pattern_recog (bb_vinfo); + ++ /* Transpose grouped stores and loads for better vectorizable version. */ ++ if (bb_vinfo->transposed) ++ { ++ if (!vect_analyze_transpose (bb_vinfo)) ++ { ++ if (dump_enabled_p ()) ++ { ++ dump_printf_loc (MSG_MISSED_OPTIMIZATION, vect_location, ++ "not vectorized: unhandled slp transposed in " ++ "basic block.\n"); ++ } ++ return false; ++ } ++ } ++ bb_vinfo->before_slp = true; ++ + /* Check the SLP opportunities in the basic block, analyze and build SLP + trees. */ + if (!vect_analyze_slp (bb_vinfo, n_stmts)) +@@ -3254,6 +4168,20 @@ vect_slp_analyze_bb_1 (bb_vec_info bb_vinfo, int n_stmts, bool &fatal) + return false; + } + ++ /* Check if the vectype is suitable for SLP transposed. */ ++ if (bb_vinfo->transposed && !check_for_slp_vectype (bb_vinfo)) ++ { ++ if (dump_enabled_p ()) ++ { ++ dump_printf_loc (MSG_MISSED_OPTIMIZATION, vect_location, ++ "Failed to SLP transposed in the basic block.\n"); ++ dump_printf_loc (MSG_MISSED_OPTIMIZATION, vect_location, ++ "not vectorized: vectype is not suitable for " ++ "SLP transposed in basic block.\n"); ++ } ++ return false; ++ } ++ + vect_record_base_alignments (bb_vinfo); + + /* Analyze and verify the alignment of data references and the +@@ -3286,6 +4214,27 @@ vect_slp_analyze_bb_1 (bb_vec_info bb_vinfo, int n_stmts, bool &fatal) + if (! BB_VINFO_SLP_INSTANCES (bb_vinfo).length ()) + return false; + ++ /* Check if the alignment is suitable for SLP transposed. */ ++ if (bb_vinfo->transposed) ++ { ++ for (i = 0; BB_VINFO_SLP_INSTANCES (bb_vinfo).iterate (i, &instance); i++) ++ { ++ if (!check_for_dr_alignment (instance)) ++ { ++ if (dump_enabled_p ()) ++ { ++ dump_printf_loc (MSG_MISSED_OPTIMIZATION, vect_location, ++ "Failed to SLP transposed in the basic " ++ "block.\n"); ++ dump_printf_loc (MSG_MISSED_OPTIMIZATION, vect_location, ++ "not vectorized: alignment is not suitable " ++ "for SLP transposed in basic block.\n"); ++ } ++ return false; ++ } ++ } ++ } ++ + if (!vect_slp_analyze_operations (bb_vinfo)) + { + if (dump_enabled_p ()) +@@ -3311,6 +4260,83 @@ vect_slp_analyze_bb_1 (bb_vec_info bb_vinfo, int n_stmts, bool &fatal) + return true; + } + ++static bool ++may_new_transpose_bbvinfo (bb_vec_info bb_vinfo_ori, bool res_ori) ++{ ++ /* If the flag is false or the slp analysis is broken before ++ vect_analyze_slp, we don't try to analyze the transposed SLP version. */ ++ if (!flag_tree_slp_transpose_vectorize ++ || !BB_VINFO_BEFORE_SLP (bb_vinfo_ori)) ++ { ++ return false; ++ } ++ ++ /* If the original bb_vinfo can't be vectorized, try to new a bb_vinfo ++ of the transposed version. */ ++ if (!res_ori) ++ { ++ return true; ++ } ++ ++ /* Caculate the cost of the original bb_vinfo. */ ++ if (unlimited_cost_model (NULL)) ++ { ++ vect_bb_vectorization_profitable_p (bb_vinfo_ori); ++ } ++ /* If the vec cost and scalar cost are not much difference (here we set the ++ threshold to 4), we try to new a bb_vinfo of the transposed version. */ ++ if (BB_VINFO_SCALAR_COST (bb_vinfo_ori) ++ < 4 * (BB_VINFO_VEC_INSIDE_COST (bb_vinfo_ori) ++ + BB_VINFO_VEC_OUTSIDE_COST (bb_vinfo_ori))) ++ { ++ return true; ++ } ++ return false; ++} ++ ++static bool ++may_choose_transpose_bbvinfo (bb_vec_info bb_vinfo_trans, bool res_trans, ++ bb_vec_info bb_vinfo_ori, bool res_ori) ++{ ++ /* The original bb_vinfo is chosen if the transposed bb_vinfo ++ can't be vectorized. */ ++ if (!res_trans) ++ { ++ return false; ++ } ++ /* Caculate the cost of the transposed bb_vinfo. */ ++ if (unlimited_cost_model (NULL)) ++ { ++ vect_bb_vectorization_profitable_p (bb_vinfo_trans); ++ } ++ int diff_bb_cost = -1; ++ int diff_bb_cost_trans = -1; ++ if (res_ori) ++ { ++ diff_bb_cost = BB_VINFO_SCALAR_COST (bb_vinfo_ori) ++ - BB_VINFO_VEC_INSIDE_COST (bb_vinfo_ori) ++ - BB_VINFO_VEC_OUTSIDE_COST (bb_vinfo_ori); ++ } ++ if (res_trans) ++ { ++ diff_bb_cost_trans = BB_VINFO_SCALAR_COST (bb_vinfo_trans) ++ - BB_VINFO_VEC_INSIDE_COST (bb_vinfo_trans) ++ - BB_VINFO_VEC_OUTSIDE_COST (bb_vinfo_trans); ++ } ++ /* The original bb_vinfo is chosen when one of the following conditions ++ is satisfied as follows: ++ 1) The cost of original version is better transposed version. ++ 2) The vec cost is similar to scalar cost in the transposed version. */ ++ if ((res_ori && res_trans && diff_bb_cost >= diff_bb_cost_trans) ++ || (res_trans && BB_VINFO_SCALAR_COST (bb_vinfo_trans) ++ <= (BB_VINFO_VEC_INSIDE_COST (bb_vinfo_trans) ++ + BB_VINFO_VEC_OUTSIDE_COST (bb_vinfo_trans)))) ++ { ++ return false; ++ } ++ return true; ++} ++ + /* Subroutine of vect_slp_bb. Try to vectorize the statements between + REGION_BEGIN (inclusive) and REGION_END (exclusive), returning true + on success. The region has N_STMTS statements and has the datarefs +@@ -3323,6 +4349,7 @@ vect_slp_bb_region (gimple_stmt_iterator region_begin, + unsigned int n_stmts) + { + bb_vec_info bb_vinfo; ++ bb_vec_info bb_vinfo_trans = NULL; + auto_vector_modes vector_modes; + + /* Autodetect first vector size we try. */ +@@ -3337,6 +4364,10 @@ vect_slp_bb_region (gimple_stmt_iterator region_begin, + { + bool vectorized = false; + bool fatal = false; ++ bool res_bb_vinfo_ori = false; ++ bool res_bb_vinfo_trans = false; ++ ++ /* New a bb_vinfo of the original version. */ + bb_vinfo = new _bb_vec_info (region_begin, region_end, &shared); + + bool first_time_p = shared.datarefs.is_empty (); +@@ -3346,8 +4377,57 @@ vect_slp_bb_region (gimple_stmt_iterator region_begin, + else + bb_vinfo->shared->check_datarefs (); + bb_vinfo->vector_mode = next_vector_mode; ++ bb_vinfo->transposed = false; ++ bb_vinfo->before_slp = false; ++ ++ res_bb_vinfo_ori = vect_slp_analyze_bb_1 (bb_vinfo, n_stmts, fatal); ++ /* Analyze and new a transposed bb_vinfo. */ ++ if (may_new_transpose_bbvinfo (bb_vinfo, res_bb_vinfo_ori)) ++ { ++ bool fatal_trans = false; ++ bb_vinfo_trans ++ = new _bb_vec_info (region_begin, region_end, &shared); ++ bool first_time_p = shared.datarefs.is_empty (); ++ BB_VINFO_DATAREFS (bb_vinfo_trans) = datarefs; ++ if (first_time_p) ++ { ++ bb_vinfo_trans->shared->save_datarefs (); ++ } ++ else ++ { ++ bb_vinfo_trans->shared->check_datarefs (); ++ } ++ bb_vinfo_trans->vector_mode = next_vector_mode; ++ bb_vinfo_trans->transposed = true; ++ bb_vinfo_trans->before_slp = false; ++ ++ res_bb_vinfo_trans ++ = vect_slp_analyze_bb_1 (bb_vinfo_trans, n_stmts, fatal_trans); ++ if (may_choose_transpose_bbvinfo (bb_vinfo_trans, ++ res_bb_vinfo_trans, ++ bb_vinfo, res_bb_vinfo_ori)) ++ { ++ bb_vinfo = bb_vinfo_trans; ++ fatal = fatal_trans; ++ if (dump_enabled_p ()) ++ { ++ dump_printf_loc (MSG_NOTE, vect_location, ++ "Basic block part vectorized " ++ "using transposed version.\n"); ++ } ++ } ++ else ++ { ++ if (dump_enabled_p ()) ++ { ++ dump_printf_loc (MSG_NOTE, vect_location, ++ "Basic block part vectorized " ++ "using original version.\n"); ++ } ++ } ++ } + +- if (vect_slp_analyze_bb_1 (bb_vinfo, n_stmts, fatal) ++ if ((res_bb_vinfo_ori || res_bb_vinfo_trans) + && dbg_cnt (vect_slp)) + { + if (dump_enabled_p ()) +@@ -3400,6 +4480,10 @@ vect_slp_bb_region (gimple_stmt_iterator region_begin, + } + + delete bb_vinfo; ++ if (bb_vinfo_trans) ++ { ++ bb_vinfo_trans = NULL; ++ } + + if (mode_i < vector_modes.length () + && VECTOR_MODE_P (autodetected_vector_mode) +diff --git a/gcc/tree-vect-stmts.c b/gcc/tree-vect-stmts.c +index 6418edb52..b872cfc8d 100644 +--- a/gcc/tree-vect-stmts.c ++++ b/gcc/tree-vect-stmts.c +@@ -7329,6 +7329,153 @@ vectorizable_scan_store (stmt_vec_info stmt_info, gimple_stmt_iterator *gsi, + return true; + } + ++/* Function vect_permute_store_chains ++ ++ Call function vect_permute_store_chain (). ++ Given a chain of interleaved stores in DR_CHAIN, generate ++ interleave_high/low stmts to reorder the data correctly. ++ Return the final references for stores in RESULT_CHAIN. */ ++ ++static void ++vect_permute_store_chains (vec<tree> dr_chain, unsigned int num_each, ++ stmt_vec_info stmt_info, gimple_stmt_iterator *gsi, ++ vec<tree> *result_chain, unsigned int group) ++{ ++ unsigned int k = 0; ++ unsigned int t = 0; ++ ++ /* Divide vectors into GROUP parts. And permute every NUM_EACH vectors ++ together. */ ++ for (k = 0; k < group; k++) ++ { ++ auto_vec<tree> dr_chain_transposed (num_each); ++ auto_vec<tree> result_chain_transposed (num_each); ++ for (t = k; t < dr_chain.length (); t = t + group) ++ { ++ dr_chain_transposed.quick_push (dr_chain[t]); ++ } ++ vect_permute_store_chain (dr_chain_transposed, num_each, stmt_info, ++ gsi, &result_chain_transposed); ++ for (t = 0; t < num_each; t++) ++ { ++ result_chain->quick_push (result_chain_transposed[t]); ++ } ++ } ++} ++ ++/* Function transpose_oprnd_store ++ ++ Calculate the transposed results from VEC_OPRNDS (VEC_STMT) ++ for vectorizable_store. */ ++ ++static void ++transpose_oprnd_store (vec<tree>vec_oprnds, vec<tree> *result_chain, ++ unsigned int vec_num, unsigned int const_nunits, ++ unsigned int array_num, stmt_vec_info first_stmt_info, ++ gimple_stmt_iterator *gsi) ++{ ++ unsigned int group_for_transform = 0; ++ unsigned int num_each = 0; ++ ++ /* Transpose back for vec_oprnds. */ ++ /* vec = {vec1, vec2, ...} */ ++ if (array_num < const_nunits ++ && const_nunits % array_num == 0) ++ { ++ vect_transpose_store_chain (vec_oprnds, ++ vec_num, array_num, ++ first_stmt_info, ++ gsi, result_chain); ++ } ++ /* vec1 = {vec_part1}, vec2 = {vec_part2}, ... */ ++ else if (array_num >= const_nunits ++ && array_num % const_nunits == 0) ++ { ++ group_for_transform = array_num / const_nunits; ++ num_each = vec_oprnds.length () / group_for_transform; ++ vect_permute_store_chains (vec_oprnds, ++ num_each, first_stmt_info, ++ gsi, result_chain, ++ group_for_transform); ++ } ++ else ++ { ++ gcc_unreachable (); ++ } ++} ++ ++static dr_vec_info * ++get_dr_info (stmt_vec_info stmt_info) ++{ ++ dr_vec_info *dr_info = STMT_VINFO_DR_INFO (stmt_info); ++ if (dr_info->misalignment == DR_MISALIGNMENT_UNINITIALIZED) ++ { ++ SET_DR_MISALIGNMENT (dr_info, DR_MISALIGNMENT_UNKNOWN); ++ } ++ return dr_info; ++} ++ ++static unsigned ++dr_align_vect_store (dr_vec_info *cur_first_dr_info, ++ unsigned HOST_WIDE_INT &align) ++{ ++ unsigned misalign = 0; ++ align = known_alignment (DR_TARGET_ALIGNMENT (cur_first_dr_info)); ++ if (aligned_access_p (cur_first_dr_info)) ++ { ++ return misalign; ++ } ++ else if (DR_MISALIGNMENT (cur_first_dr_info) == -1) ++ { ++ align = dr_alignment (vect_dr_behavior (cur_first_dr_info)); ++ } ++ else ++ { ++ misalign = DR_MISALIGNMENT (cur_first_dr_info); ++ } ++ return misalign; ++} ++ ++static stmt_vec_info ++add_new_stmt_vect_store (tree vectype, tree dataref_ptr, tree dataref_offset, ++ tree ref_type, dr_vec_info *cur_first_dr_info, ++ tree vec_oprnd, gimple_stmt_iterator *gsi, ++ stmt_vec_info stmt_info) ++{ ++ /* Data align. */ ++ unsigned HOST_WIDE_INT align; ++ unsigned misalign = dr_align_vect_store (cur_first_dr_info, align); ++ ++ if (dataref_offset == NULL_TREE && TREE_CODE (dataref_ptr) == SSA_NAME) ++ { ++ set_ptr_info_alignment (get_ptr_info (dataref_ptr), align, misalign); ++ } ++ ++ /* Get data_ref. */ ++ tree offset = dataref_offset ? dataref_offset : build_int_cst (ref_type, 0); ++ tree data_ref = fold_build2 (MEM_REF, vectype, dataref_ptr, offset); ++ if (aligned_access_p (cur_first_dr_info)) ++ { ++ ; ++ } ++ else if (DR_MISALIGNMENT (cur_first_dr_info) == -1) ++ { ++ TREE_TYPE (data_ref) = build_aligned_type (TREE_TYPE (data_ref), ++ align * BITS_PER_UNIT); ++ } ++ else ++ { ++ tree elem_type = TREE_TYPE (vectype); ++ TREE_TYPE (data_ref) = build_aligned_type (TREE_TYPE (data_ref), ++ TYPE_ALIGN (elem_type)); ++ } ++ /* Add new stmt. */ ++ vect_copy_ref_info (data_ref, DR_REF (cur_first_dr_info->dr)); ++ gassign *new_stmt = gimple_build_assign (data_ref, vec_oprnd); ++ stmt_vec_info new_stmt_info ++ = vect_finish_stmt_generation (stmt_info, new_stmt, gsi); ++ return new_stmt_info; ++} + + /* Function vectorizable_store. + +@@ -8208,6 +8355,16 @@ vectorizable_store (stmt_vec_info stmt_info, gimple_stmt_iterator *gsi, + else if (STMT_VINFO_GATHER_SCATTER_P (stmt_info)) + vect_get_gather_scatter_ops (loop, stmt_info, &gs_info, + &dataref_ptr, &vec_offset); ++ /* If the stmt_info need to be transposed recovery, dataref_ptr ++ will be caculated later. */ ++ else if (memory_access_type == VMAT_CONTIGUOUS ++ && is_a <bb_vec_info> (vinfo) ++ && STMT_VINFO_GROUPED_ACCESS (stmt_info) ++ && DR_GROUP_SLP_TRANSPOSE ( ++ DR_GROUP_FIRST_ELEMENT (stmt_info))) ++ { ++ dataref_ptr = NULL_TREE; ++ } + else + dataref_ptr + = vect_create_data_ref_ptr (first_stmt_info, aggr_type, +@@ -8299,6 +8456,75 @@ vectorizable_store (stmt_vec_info stmt_info, gimple_stmt_iterator *gsi, + } + else + { ++ /* group_size: the size of group after transposing and merging. ++ group_size_b: the size of group before transposing and merging, ++ and only group_size_b >= const_nunits is supported. ++ array_num: the number of arrays. ++ const_nunits: TYPE_VECTOR_SUBPARTS (vectype). ++ ncontinues: group_size_b / const_nunits, it means the number of ++ times an array is stored in memory. */ ++ if (slp && is_a <bb_vec_info> (vinfo) ++ && STMT_VINFO_GROUPED_ACCESS (stmt_info) ++ && DR_GROUP_SLP_TRANSPOSE (DR_GROUP_FIRST_ELEMENT (stmt_info))) ++ { ++ if (dump_enabled_p ()) ++ { ++ dump_printf_loc (MSG_NOTE, vect_location, ++ "vectorizable_store for slp transpose.\n"); ++ } ++ /* Transpose back for grouped stores. */ ++ vect_transform_back_slp_grouped_stores (bb_vinfo, ++ first_stmt_info); ++ ++ result_chain.create (vec_oprnds.length ()); ++ unsigned int const_nunits = nunits.to_constant (); ++ unsigned int group_size_b = DR_GROUP_SIZE_TRANS (first_stmt_info); ++ unsigned int array_num = group_size / group_size_b; ++ transpose_oprnd_store (vec_oprnds, &result_chain, vec_num, ++ const_nunits, array_num, ++ first_stmt_info, gsi); ++ ++ /* For every store group, not for every vec, because transposing ++ and merging have changed the data reference access. */ ++ gcc_assert (group_size_b >= const_nunits); ++ unsigned int ncontinues = group_size_b / const_nunits; ++ ++ unsigned int k = 0; ++ for (i = 0; i < array_num; i++) ++ { ++ stmt_vec_info first_stmt_b; ++ BB_VINFO_GROUPED_STORES (vinfo).iterate (i, &first_stmt_b); ++ bool simd_lane_access_p ++ = STMT_VINFO_SIMD_LANE_ACCESS_P (first_stmt_b) != 0; ++ tree ref_type = get_group_alias_ptr_type (first_stmt_b); ++ dataref_ptr = vect_create_data_ref_ptr ( ++ first_stmt_b, aggr_type, ++ simd_lane_access_p ? loop : NULL, ++ offset, &dummy, gsi, &ptr_incr, ++ simd_lane_access_p, NULL_TREE, bump); ++ dr_vec_info *cur_first_dr_info = get_dr_info (first_stmt_b); ++ for (unsigned int t = 0; t < ncontinues; t++) ++ { ++ vec_oprnd = result_chain[k]; ++ k++; ++ if (t > 0) ++ { ++ /* Bump the vector pointer. */ ++ dataref_ptr = bump_vector_ptr (dataref_ptr, ptr_incr, ++ gsi, first_stmt_b, ++ bump); ++ } ++ new_stmt_info = add_new_stmt_vect_store ( ++ vectype, dataref_ptr, dataref_offset, ++ ref_type, cur_first_dr_info, vec_oprnd, ++ gsi, first_stmt_b); ++ } ++ } ++ oprnds.release (); ++ result_chain.release (); ++ vec_oprnds.release (); ++ return true; ++ } + new_stmt_info = NULL; + if (grouped_store) + { +@@ -8557,6 +8783,447 @@ hoist_defs_of_uses (stmt_vec_info stmt_info, class loop *loop) + return true; + } + ++static tree ++calculate_new_type (tree vectype, unsigned int const_nunits, ++ unsigned int group_size_b, unsigned int &nloads, ++ unsigned int &ncontinues, tree &lvectype) ++{ ++ tree ltype = TREE_TYPE (vectype); ++ /* nloads is the number of ARRAYs in a vector. ++ vectemp = {a[], b[], ...} */ ++ if (group_size_b < const_nunits) ++ { ++ tree ptype; ++ tree vtype ++ = vector_vector_composition_type (vectype, ++ const_nunits / group_size_b, ++ &ptype); ++ if (vtype != NULL_TREE) ++ { ++ nloads = const_nunits / group_size_b; ++ lvectype = vtype; ++ ltype = ptype; ++ ncontinues = 1; ++ } ++ } ++ /* ncontinues is the number of vectors from an ARRAY. ++ vectemp1 = {a[0], a[1], ...} ++ ... ++ vectempm = {a[k], a[k+1], ...} */ ++ else ++ { ++ nloads = 1; ++ ltype = vectype; ++ ncontinues = group_size_b / const_nunits; ++ } ++ ltype = build_aligned_type (ltype, TYPE_ALIGN (TREE_TYPE (vectype))); ++ return ltype; ++} ++ ++static void ++generate_old_load_permutations (slp_tree slp_node, unsigned int group_size, ++ vec<unsigned> &old_load_permutation) ++{ ++ /* Generate the old load permutations from the slp_node. */ ++ unsigned i = 0; ++ unsigned k = 0; ++ ++ /* If SLP_NODE has load_permutation, we copy it to old_load_permutation. ++ Otherwise, we generate a permutation sequentially. */ ++ if (SLP_TREE_LOAD_PERMUTATION (slp_node).exists ()) ++ { ++ FOR_EACH_VEC_ELT (SLP_TREE_LOAD_PERMUTATION (slp_node), i, k) ++ { ++ old_load_permutation.safe_push (k); ++ } ++ } ++ else ++ { ++ for (unsigned i = 0; i < group_size; i++) ++ { ++ old_load_permutation.safe_push (i); ++ } ++ } ++} ++ ++static void ++generate_new_load_permutation_mapping (unsigned slp_node_length, ++ vec<unsigned> &group_idx, ++ const vec<unsigned> &load_permutation, ++ unsigned int group_size_b, ++ unsigned &new_group_size, ++ vec<unsigned> &group_from) ++{ ++ /* group_num_vec: only stores the group_loads IDs which are caculated from ++ load_permutation. */ ++ auto_vec<unsigned> group_num_vec; ++ ++ /* Caculate which group_loads are the stmts in SLP_NODE from. */ ++ unsigned i = 0; ++ unsigned k = 0; ++ FOR_EACH_VEC_ELT (load_permutation, i, k) ++ { ++ unsigned int t0 = k / group_size_b; ++ if (!group_num_vec.contains (t0)) ++ { ++ group_num_vec.safe_push (t0); ++ } ++ group_from.safe_push (t0); ++ } ++ group_num_vec.qsort (cmp_for_group_num); ++ /* n_groups: the number of group_loads. */ ++ unsigned int n_groups = group_num_vec.length (); ++ new_group_size = n_groups * group_size_b; ++ for (i = 0; i < n_groups; i++) ++ { ++ group_idx.safe_push (group_num_vec[i] * group_size_b); ++ } ++ /* A new mapping from group_ind_vec to group_from. ++ For example: ++ Origin: group_from = {1,1,3,3,5,5,7,7}; ++ After mapping: group_from = {0,0,1,1,2,2,2,2}; */ ++ auto_vec<unsigned> group_ind_vec (n_groups); ++ for (k = 0; k < n_groups; k++) ++ { ++ group_ind_vec.safe_push (k); ++ } ++ for (i = 0; i < slp_node_length; i++) ++ { ++ for (k = 0; k < n_groups; k++) ++ { ++ if (group_from[i] == group_num_vec[k]) ++ { ++ group_from[i] = group_ind_vec[k]; ++ break; ++ } ++ } ++ } ++} ++ ++static void ++generate_new_load_permutation (vec<unsigned> &new_load_permutation, ++ const vec<unsigned> &old_load_permutation, ++ slp_tree slp_node, bool &this_load_permuted, ++ const vec<unsigned> &group_from, ++ unsigned int group_size_b) ++{ ++ unsigned slp_node_length = SLP_TREE_SCALAR_STMTS (slp_node).length (); ++ /* Generate the new load permutation from the new mapping. */ ++ new_load_permutation.create (slp_node_length); ++ unsigned i = 0; ++ unsigned k = 0; ++ FOR_EACH_VEC_ELT (old_load_permutation, i, k) ++ { ++ /* t1 is the new permutation of k in the old permutation. ++ t1 = base_address + offset: ++ base_address = group_from[i] * group_size_b; ++ offset = k % group_size_b. */ ++ unsigned int t1 ++ = group_from[i] * group_size_b + k % group_size_b; ++ new_load_permutation.safe_push (t1); ++ if (t1 != k) ++ { ++ this_load_permuted = true; ++ } ++ } ++} ++ ++static bool ++is_slp_perm (bool slp_perm, bool this_load_permuted, poly_uint64 nunits, ++ unsigned int group_size, stmt_vec_info first_stmt_info) ++{ ++ /* Calculate the unrolling factor based on the smallest type. */ ++ poly_uint64 unrolling_factor ++ = exact_div (common_multiple (nunits, group_size), group_size); ++ /* The load requires permutation when unrolling exposes ++ a gap either because the group is larger than the SLP ++ group-size or because there is a gap between the groups. */ ++ if (!slp_perm && !this_load_permuted ++ && (known_eq (unrolling_factor, 1U) ++ || (group_size == DR_GROUP_SIZE (first_stmt_info) ++ && DR_GROUP_GAP (first_stmt_info) == 0))) ++ { ++ return false; ++ } ++ else ++ { ++ return true; ++ } ++} ++ ++static void ++generate_load_permutation (slp_tree slp_node, unsigned &new_group_size, ++ unsigned int group_size, unsigned int group_size_b, ++ bool &this_load_permuted, vec<unsigned> &group_idx, ++ vec<unsigned> &new_load_permutation) ++{ ++ /* Generate the old load permutations from SLP_NODE. */ ++ vec<unsigned> old_load_permutation; ++ old_load_permutation.create (group_size); ++ generate_old_load_permutations (slp_node, group_size, old_load_permutation); ++ ++ /* Caculate which group_loads are the stmts in SLP_NODE from. */ ++ unsigned slp_node_length = SLP_TREE_SCALAR_STMTS (slp_node).length (); ++ /* group_from: stores the group_loads ID for every stmt in SLP_NODE. */ ++ vec<unsigned> group_from; ++ group_from.create (slp_node_length); ++ generate_new_load_permutation_mapping (slp_node_length, group_idx, ++ old_load_permutation, ++ group_size_b, new_group_size, ++ group_from); ++ ++ /* Generate the new load permutation from the new mapping and caculate ++ this_load_permuted flag. If this_load_permuted is true, we need execute ++ slp permutation by using new load permutation. */ ++ generate_new_load_permutation (new_load_permutation, old_load_permutation, ++ slp_node, this_load_permuted, group_from, ++ group_size_b); ++ old_load_permutation.release (); ++ group_from.release (); ++} ++ ++static unsigned int ++dr_align_vect_load (dr_vec_info *cur_first_dr_info, ++ unsigned HOST_WIDE_INT &align, ++ enum dr_alignment_support alignment_support_scheme) ++{ ++ unsigned int misalign = 0; ++ ++ align = known_alignment (DR_TARGET_ALIGNMENT (cur_first_dr_info)); ++ if (alignment_support_scheme == dr_aligned) ++ { ++ gcc_assert (aligned_access_p (cur_first_dr_info)); ++ } ++ else if (DR_MISALIGNMENT (cur_first_dr_info) == -1) ++ { ++ align = dr_alignment (vect_dr_behavior (cur_first_dr_info)); ++ } ++ else ++ { ++ misalign = DR_MISALIGNMENT (cur_first_dr_info); ++ } ++ return misalign; ++} ++ ++static stmt_vec_info ++add_new_stmt_vect_load (tree vectype, tree dataref_ptr, tree dataref_offset, ++ tree ref_type, tree ltype, gassign *(&new_stmt), ++ dr_vec_info *cur_first_dr_info, ++ gimple_stmt_iterator *gsi, stmt_vec_info stmt_info) ++{ ++ /* Data align. */ ++ enum dr_alignment_support alignment_support_scheme ++ = vect_supportable_dr_alignment (cur_first_dr_info, false); ++ unsigned HOST_WIDE_INT align; ++ unsigned int misalign = dr_align_vect_load (cur_first_dr_info, align, ++ alignment_support_scheme); ++ if (dataref_offset == NULL_TREE && TREE_CODE (dataref_ptr) == SSA_NAME) ++ { ++ set_ptr_info_alignment (get_ptr_info (dataref_ptr), align, misalign); ++ } ++ ++ /* Get data_ref. */ ++ tree offset = dataref_offset ? dataref_offset : build_int_cst (ref_type, 0); ++ tree data_ref = fold_build2 (MEM_REF, ltype, dataref_ptr, offset); ++ if (alignment_support_scheme == dr_aligned) ++ { ++ ; ++ } ++ else if (DR_MISALIGNMENT (cur_first_dr_info) == -1) ++ { ++ TREE_TYPE (data_ref) ++ = build_aligned_type (TREE_TYPE (data_ref), align * BITS_PER_UNIT); ++ } ++ else ++ { ++ tree elem_type = TREE_TYPE (vectype); ++ TREE_TYPE (data_ref) ++ = build_aligned_type (TREE_TYPE (data_ref), TYPE_ALIGN (elem_type)); ++ } ++ ++ /* Add new stmt. */ ++ vect_copy_ref_info (data_ref, DR_REF (cur_first_dr_info->dr)); ++ new_stmt = gimple_build_assign (make_ssa_name (ltype), data_ref); ++ stmt_vec_info new_stmt_info ++ = vect_finish_stmt_generation (stmt_info, new_stmt, gsi); ++ return new_stmt_info; ++} ++ ++static void ++push_new_stmt_to_dr_chain (bool slp_perm, stmt_vec_info new_stmt_info, ++ vec<tree> &dr_chain, slp_tree slp_node) ++{ ++ if (slp_perm) ++ { ++ dr_chain.quick_push (gimple_assign_lhs (new_stmt_info->stmt)); ++ } ++ else ++ { ++ SLP_TREE_VEC_STMTS (slp_node).quick_push (new_stmt_info); ++ } ++} ++ ++static stmt_vec_info ++get_first_stmt_info_before_transpose (stmt_vec_info first_stmt_info, ++ unsigned int group_el, ++ unsigned int group_size) ++{ ++ stmt_vec_info last_stmt_info = first_stmt_info; ++ unsigned int count = 0; ++ gcc_assert (group_el < group_size); ++ while (count < group_el) ++ { ++ last_stmt_info = DR_GROUP_NEXT_ELEMENT (last_stmt_info); ++ count++; ++ } ++ return last_stmt_info; ++} ++ ++static stmt_vec_info ++add_new_stmt_for_nloads_greater_than_one (tree lvectype, tree vectype, ++ vec<constructor_elt, va_gc> *v, ++ stmt_vec_info stmt_info, ++ gimple_stmt_iterator *gsi) ++{ ++ tree vec_inv = build_constructor (lvectype, v); ++ tree new_temp = vect_init_vector (stmt_info, vec_inv, lvectype, gsi); ++ vec_info *vinfo = stmt_info->vinfo; ++ stmt_vec_info new_stmt_info = vinfo->lookup_def (new_temp); ++ if (lvectype != vectype) ++ { ++ gassign *new_stmt = gimple_build_assign (make_ssa_name (vectype), ++ VIEW_CONVERT_EXPR, ++ build1 (VIEW_CONVERT_EXPR, ++ vectype, new_temp)); ++ new_stmt_info = vect_finish_stmt_generation (stmt_info, new_stmt, gsi); ++ } ++ return new_stmt_info; ++} ++ ++/* Function new_vect_stmt_for_nloads. ++ ++ New a VEC_STMT when nloads Arrays are merged into a vector. ++ ++ ncopies is the number of vectors that need to be loaded from memmory. ++ nloads is the number of ARRAYs in a vector. ++ vectemp = {a[], b[], ...} */ ++ ++static void ++new_vect_stmt_for_nloads (unsigned int ncopies, unsigned int nloads, ++ vec<unsigned> group_idx, stmt_vec_info stmt_info, ++ offset_info *offset_info, vectype_info *vectype_info, ++ vect_memory_access_type memory_access_type, ++ bool slp_perm, vec<tree>& dr_chain, slp_tree slp_node, ++ gimple_stmt_iterator *gsi) ++{ ++ vec<constructor_elt, va_gc> *v = NULL; ++ stmt_vec_info first_stmt_info = DR_GROUP_FIRST_ELEMENT (stmt_info); ++ unsigned int group_size = DR_GROUP_SIZE (first_stmt_info); ++ stmt_vec_info first_stmt_info_b = NULL; ++ stmt_vec_info new_stmt_info = NULL; ++ tree dataref_ptr = NULL_TREE; ++ tree dummy; ++ gimple *ptr_incr = NULL; ++ unsigned int n = 0; ++ for (unsigned int i = 0; i < ncopies; i++) ++ { ++ vec_alloc (v, nloads); ++ for (unsigned int t = 0; t < nloads; t++) ++ { ++ first_stmt_info_b = get_first_stmt_info_before_transpose ( ++ first_stmt_info, group_idx[n++], group_size); ++ dr_vec_info* cur_first_dr_info = get_dr_info (first_stmt_info_b); ++ tree bump = vect_get_data_ptr_increment (cur_first_dr_info, ++ vectype_info->ltype, ++ memory_access_type); ++ bool simd_lane_access_p ++ = STMT_VINFO_SIMD_LANE_ACCESS_P (first_stmt_info_b) != 0; ++ ++ /* Create dataref_ptr which is point to init_address. */ ++ dataref_ptr = vect_create_data_ref_ptr ( ++ first_stmt_info_b, vectype_info->ltype, NULL, ++ offset_info->offset, &dummy, gsi, &ptr_incr, ++ simd_lane_access_p, offset_info->byte_offset, bump); ++ ++ gassign *new_stmt = NULL; ++ new_stmt_info = add_new_stmt_vect_load ( ++ vectype_info->vectype, dataref_ptr, ++ offset_info->dataref_offset, vectype_info->ref_type, ++ vectype_info->ltype, new_stmt, cur_first_dr_info, ++ gsi, first_stmt_info_b); ++ ++ CONSTRUCTOR_APPEND_ELT (v, NULL_TREE, gimple_assign_lhs (new_stmt)); ++ } ++ new_stmt_info = add_new_stmt_for_nloads_greater_than_one ( ++ vectype_info->lvectype, vectype_info->vectype, ++ v, first_stmt_info_b, gsi); ++ push_new_stmt_to_dr_chain (slp_perm, new_stmt_info, ++ dr_chain, slp_node); ++ } ++} ++ ++/* Function new_vect_stmt_for_ncontinues. ++ ++ New a VEC_STMTs when an Array is divided into several vectors. ++ ++ n_groups is the number of ARRAYs. ++ ncontinues is the number of vectors from an ARRAY. ++ vectemp1 = {a[0], a[1], ...} ++ ... ++ vectempm = {a[k], a[k+1], ...} */ ++ ++static void ++new_vect_stmt_for_ncontinues (unsigned int ncontinues, vec<unsigned> group_idx, ++ stmt_vec_info stmt_info, offset_info* offset_info, ++ vectype_info* vectype_info, ++ vect_memory_access_type memory_access_type, ++ bool slp_perm, vec<tree>& dr_chain, ++ slp_tree slp_node, ++ gimple_stmt_iterator *gsi) ++{ ++ stmt_vec_info first_stmt_info = DR_GROUP_FIRST_ELEMENT (stmt_info); ++ unsigned int group_size = DR_GROUP_SIZE (first_stmt_info); ++ stmt_vec_info new_stmt_info = NULL; ++ tree dataref_ptr = NULL_TREE; ++ tree dummy; ++ gimple *ptr_incr = NULL; ++ unsigned int n_groups = group_idx.length (); ++ for (unsigned int i = 0; i < n_groups; i++) ++ { ++ stmt_vec_info first_stmt_info_b = get_first_stmt_info_before_transpose ( ++ first_stmt_info, group_idx[i], group_size); ++ dr_vec_info* cur_first_dr_info = get_dr_info (first_stmt_info_b); ++ tree bump = vect_get_data_ptr_increment (cur_first_dr_info, ++ vectype_info->ltype, memory_access_type); ++ bool simd_lane_access_p ++ = STMT_VINFO_SIMD_LANE_ACCESS_P (first_stmt_info_b) != 0; ++ for (unsigned int k = 0; k < ncontinues; k++) ++ { ++ /* Create dataref_ptr which is point to init_address. */ ++ if (k == 0) ++ { ++ dataref_ptr = vect_create_data_ref_ptr ( ++ first_stmt_info_b, vectype_info->ltype, NULL, ++ offset_info->offset, &dummy, gsi, &ptr_incr, ++ simd_lane_access_p, offset_info->byte_offset, bump); ++ } ++ else ++ { ++ dataref_ptr = bump_vector_ptr (dataref_ptr, ptr_incr, ++ gsi, first_stmt_info_b, bump); ++ } ++ gassign *new_stmt = NULL; ++ new_stmt_info = add_new_stmt_vect_load ( ++ vectype_info->vectype, dataref_ptr, ++ offset_info->dataref_offset, vectype_info->ref_type, ++ vectype_info->ltype, new_stmt, cur_first_dr_info, ++ gsi, first_stmt_info_b); ++ push_new_stmt_to_dr_chain (slp_perm, new_stmt_info, ++ dr_chain, slp_node); ++ } ++ } ++} ++ + /* vectorizable_load. + + Check if STMT_INFO reads a non scalar data-ref (array/pointer/structure) +@@ -9364,6 +10031,9 @@ vectorizable_load (stmt_vec_info stmt_info, gimple_stmt_iterator *gsi, + tree vec_mask = NULL_TREE; + prev_stmt_info = NULL; + poly_uint64 group_elt = 0; ++ unsigned new_group_size = 0; ++ vec<unsigned> new_load_permutation; ++ + for (j = 0; j < ncopies; j++) + { + stmt_vec_info new_stmt_info = NULL; +@@ -9385,6 +10055,15 @@ vectorizable_load (stmt_vec_info stmt_info, gimple_stmt_iterator *gsi, + dataref_ptr = unshare_expr (DR_BASE_ADDRESS (first_dr_info->dr)); + dataref_offset = build_int_cst (ref_type, 0); + } ++ /* If the stmt_info need to be transposed recovery, dataref_ptr ++ will be caculated later. */ ++ else if (slp && is_a <bb_vec_info> (vinfo) ++ && STMT_VINFO_GROUPED_ACCESS (stmt_info) ++ && DR_GROUP_SLP_TRANSPOSE ( ++ DR_GROUP_FIRST_ELEMENT (stmt_info))) ++ { ++ dataref_ptr = NULL_TREE; ++ } + else if (diff_first_stmt_info) + { + dataref_ptr +@@ -9501,6 +10180,63 @@ vectorizable_load (stmt_vec_info stmt_info, gimple_stmt_iterator *gsi, + /* Record that VEC_ARRAY is now dead. */ + vect_clobber_variable (stmt_info, gsi, vec_array); + } ++ else if (slp && is_a <bb_vec_info> (vinfo) ++ && STMT_VINFO_GROUPED_ACCESS (stmt_info) ++ && DR_GROUP_SLP_TRANSPOSE (DR_GROUP_FIRST_ELEMENT (stmt_info))) ++ { ++ if (dump_enabled_p ()) ++ { ++ dump_printf_loc (MSG_NOTE, vect_location, ++ "vectorizable_load for slp transpose.\n"); ++ } ++ /* group_size: the size of group after merging. ++ group_size_b: the size of group before merging. ++ const_nunits: TYPE_VECTOR_SUBPARTS (vectype), it is the number of ++ elements in a vector. ++ nloads: const_nunits / group_size_b or 1, it means the number ++ of ARRAYs in a vector. ++ ncontinues: group_size_b / const_nunits or 1, it means the number ++ of vectors from an ARRAY. */ ++ unsigned int group_size_b = DR_GROUP_SIZE_TRANS (first_stmt_info); ++ unsigned int const_nunits = nunits.to_constant (); ++ unsigned int nloads = const_nunits; ++ unsigned int ncontinues = group_size_b; ++ tree lvectype = vectype; ++ tree ltype = calculate_new_type (vectype, const_nunits, ++ group_size_b, nloads, ++ ncontinues, lvectype); ++ bool this_load_permuted = false; ++ auto_vec<unsigned> group_idx; ++ generate_load_permutation (slp_node, new_group_size, group_size, ++ group_size_b, this_load_permuted, ++ group_idx, new_load_permutation); ++ slp_perm = is_slp_perm (slp_perm, this_load_permuted, nunits, ++ group_size, first_stmt_info); ++ ++ /* ncopies: the number of vectors that need to be loaded from ++ memmory. */ ++ unsigned int ncopies = new_group_size / const_nunits; ++ offset_info offset_info = {offset, byte_offset, dataref_offset}; ++ vectype_info vectype_info = {vectype, ltype, lvectype, ref_type}; ++ if (slp_perm) ++ { ++ dr_chain.create (ncopies); ++ } ++ if (nloads > 1 && ncontinues == 1) ++ { ++ new_vect_stmt_for_nloads (ncopies, nloads, group_idx, stmt_info, ++ &offset_info, &vectype_info, ++ memory_access_type, slp_perm, dr_chain, ++ slp_node, gsi); ++ } ++ else ++ { ++ new_vect_stmt_for_ncontinues (ncontinues, group_idx, stmt_info, ++ &offset_info, &vectype_info, ++ memory_access_type, slp_perm, ++ dr_chain, slp_node, gsi); ++ } ++ } + else + { + for (i = 0; i < vec_num; i++) +@@ -9840,7 +10576,32 @@ vectorizable_load (stmt_vec_info stmt_info, gimple_stmt_iterator *gsi, + if (slp && !slp_perm) + continue; + +- if (slp_perm) ++ /* Using the new load permutation to generate vector permute statements ++ from a list of loads in DR_CHAIN. */ ++ if (slp && slp_perm && is_a <bb_vec_info> (vinfo) ++ && STMT_VINFO_GROUPED_ACCESS (stmt_info) ++ && DR_GROUP_SLP_TRANSPOSE (DR_GROUP_FIRST_ELEMENT (stmt_info))) ++ { ++ unsigned n_perms; ++ stmt_vec_info stmt_info_ = SLP_TREE_SCALAR_STMTS (slp_node)[0]; ++ unsigned int old_size = DR_GROUP_SIZE (stmt_info); ++ DR_GROUP_SIZE (stmt_info_) = new_group_size; ++ vec<unsigned> old_load_permutation ++ = SLP_TREE_LOAD_PERMUTATION (slp_node); ++ SLP_TREE_LOAD_PERMUTATION (slp_node) = new_load_permutation; ++ bool perm_load_success = vect_transform_slp_perm_load ( ++ slp_node, dr_chain, gsi, vf, ++ slp_node_instance, false, &n_perms); ++ DR_GROUP_SIZE (stmt_info_) = old_size; ++ SLP_TREE_LOAD_PERMUTATION (slp_node) = old_load_permutation; ++ new_load_permutation.release (); ++ if (!perm_load_success) ++ { ++ dr_chain.release (); ++ return false; ++ } ++ } ++ else if (slp_perm) + { + unsigned n_perms; + if (!vect_transform_slp_perm_load (slp_node, dr_chain, gsi, vf, +diff --git a/gcc/tree-vectorizer.h b/gcc/tree-vectorizer.h +index f7becb34a..1c4a6c421 100644 +--- a/gcc/tree-vectorizer.h ++++ b/gcc/tree-vectorizer.h +@@ -297,6 +297,21 @@ public: + vec<ddr_p> ddrs; + }; + ++/* Information about offset in vectorizable_load. */ ++struct offset_info { ++ tree offset; ++ tree byte_offset; ++ tree dataref_offset; ++}; ++ ++/* Information about vectype in vectorizable_load. */ ++struct vectype_info { ++ tree vectype; ++ tree ltype; ++ tree lvectype; ++ tree ref_type; ++}; ++ + /* Vectorizer state common between loop and basic-block vectorization. */ + class vec_info { + public: +@@ -335,6 +350,14 @@ public: + stmt in the chain. */ + auto_vec<stmt_vec_info> grouped_stores; + ++ /* All interleaving chains of loads, represented by the first ++ stmt in the chain. */ ++ auto_vec<stmt_vec_info> grouped_loads; ++ ++ /* All interleaving chains of stores (before transposed), represented by all ++ stmt in the chain. */ ++ auto_vec<vec<stmt_vec_info> > scalar_stores; ++ + /* Cost data used by the target cost model. */ + void *target_cost_data; + +@@ -702,6 +725,8 @@ public: + #define LOOP_VINFO_CHECK_NONZERO(L) (L)->check_nonzero + #define LOOP_VINFO_LOWER_BOUNDS(L) (L)->lower_bounds + #define LOOP_VINFO_GROUPED_STORES(L) (L)->grouped_stores ++#define LOOP_VINFO_GROUPED_LOADS(L) (L)->grouped_loads ++#define LOOP_VINFO_SCALAR_STORES(L) (L)->scalar_stores + #define LOOP_VINFO_SLP_INSTANCES(L) (L)->slp_instances + #define LOOP_VINFO_SLP_UNROLLING_FACTOR(L) (L)->slp_unrolling_factor + #define LOOP_VINFO_REDUCTIONS(L) (L)->reductions +@@ -764,6 +789,25 @@ public: + basic_block bb; + gimple_stmt_iterator region_begin; + gimple_stmt_iterator region_end; ++ ++ /* True, if bb_vinfo can goto vect_analyze_slp. */ ++ bool before_slp; ++ ++ /* True, if bb_vinfo is a transposed version. */ ++ bool transposed; ++ ++ /* The number of transposed groups. */ ++ int transposed_group; ++ ++ /* The cost of the scalar iterations. */ ++ int scalar_cost; ++ ++ /* The cost of the vector prologue and epilogue, including peeled ++ iterations and set-up code. */ ++ int vec_outside_cost; ++ ++ /* The cost of the vector loop body. */ ++ int vec_inside_cost; + } *bb_vec_info; + + #define BB_VINFO_BB(B) (B)->bb +@@ -772,6 +816,14 @@ public: + #define BB_VINFO_DATAREFS(B) (B)->shared->datarefs + #define BB_VINFO_DDRS(B) (B)->shared->ddrs + #define BB_VINFO_TARGET_COST_DATA(B) (B)->target_cost_data ++#define BB_VINFO_GROUPED_LOADS(B) (B)->grouped_loads ++#define BB_VINFO_SCALAR_STORES(B) (B)->scalar_stores ++#define BB_VINFO_VEC_OUTSIDE_COST(B) (B)->vec_outside_cost ++#define BB_VINFO_VEC_INSIDE_COST(B) (B)->vec_inside_cost ++#define BB_VINFO_SCALAR_COST(B) (B)->scalar_cost ++#define BB_VINFO_SLP_TRANSPOSED(B) (B)->transposed ++#define BB_VINFO_BEFORE_SLP(B) (B)->before_slp ++#define BB_VINFO_TRANS_GROUPS(B) (B)->transposed_group + + static inline bb_vec_info + vec_info_for_bb (basic_block bb) +@@ -1012,6 +1064,17 @@ public: + stmt_vec_info next_element; + /* The size of the group. */ + unsigned int size; ++ ++ /* The size of the group before transposed. */ ++ unsigned int size_before_transpose; ++ ++ /* If true, the stmt_info is slp transposed. */ ++ bool slp_transpose; ++ ++ /* Mark the group store number for rebuild interleaving chain ++ during transpose phase. Value -1 represents unable to transpose. */ ++ int group_number; ++ + /* For stores, number of stores from this group seen. We vectorize the last + one. */ + unsigned int store_count; +@@ -1019,6 +1082,9 @@ public: + is 1. */ + unsigned int gap; + ++ /* The gap before transposed. */ ++ unsigned int gap_before_transpose; ++ + /* The minimum negative dependence distance this stmt participates in + or zero if none. */ + unsigned int min_neg_dist; +@@ -1217,6 +1283,12 @@ STMT_VINFO_BB_VINFO (stmt_vec_info stmt_vinfo) + #define STMT_VINFO_REDUC_VECTYPE_IN(S) (S)->reduc_vectype_in + #define STMT_VINFO_SLP_VECT_ONLY(S) (S)->slp_vect_only_p + ++#define DR_GROUP_SLP_TRANSPOSE(S) \ ++ (gcc_checking_assert ((S)->dr_aux.dr), (S)->slp_transpose) ++#define DR_GROUP_SIZE_TRANS(S) \ ++ (gcc_checking_assert ((S)->dr_aux.dr), (S)->size_before_transpose) ++#define DR_GROUP_NUMBER(S) \ ++ (gcc_checking_assert ((S)->dr_aux.dr), (S)->group_number) + #define DR_GROUP_FIRST_ELEMENT(S) \ + (gcc_checking_assert ((S)->dr_aux.dr), (S)->first_element) + #define DR_GROUP_NEXT_ELEMENT(S) \ +@@ -1227,6 +1299,8 @@ STMT_VINFO_BB_VINFO (stmt_vec_info stmt_vinfo) + (gcc_checking_assert ((S)->dr_aux.dr), (S)->store_count) + #define DR_GROUP_GAP(S) \ + (gcc_checking_assert ((S)->dr_aux.dr), (S)->gap) ++#define DR_GROUP_GAP_TRANS(S) \ ++ (gcc_checking_assert ((S)->dr_aux.dr), (S)->gap_before_transpose) + + #define REDUC_GROUP_FIRST_ELEMENT(S) \ + (gcc_checking_assert (!(S)->dr_aux.dr), (S)->first_element) +@@ -1624,6 +1698,17 @@ vect_get_scalar_dr_size (dr_vec_info *dr_info) + return tree_to_uhwi (TYPE_SIZE_UNIT (TREE_TYPE (DR_REF (dr_info->dr)))); + } + ++/* Compare two unsigned int A and B. ++ Sorting them in ascending order. */ ++ ++static inline int ++cmp_for_group_num (const void *a_, const void *b_) ++{ ++ unsigned int a = *(unsigned int *)const_cast<void *>(a_); ++ unsigned int b = *(unsigned int *)const_cast<void *>(b_); ++ return a < b ? -1 : 1; ++} ++ + /* Return true if LOOP_VINFO requires a runtime check for whether the + vector loop is profitable. */ + +@@ -1787,6 +1872,9 @@ extern bool vect_grouped_load_supported (tree, bool, unsigned HOST_WIDE_INT); + extern bool vect_load_lanes_supported (tree, unsigned HOST_WIDE_INT, bool); + extern void vect_permute_store_chain (vec<tree> ,unsigned int, stmt_vec_info, + gimple_stmt_iterator *, vec<tree> *); ++extern void vect_transpose_store_chain (vec<tree>, unsigned int, unsigned int, ++ stmt_vec_info, gimple_stmt_iterator *, ++ vec<tree> *); + extern tree vect_setup_realignment (stmt_vec_info, gimple_stmt_iterator *, + tree *, enum dr_alignment_support, tree, + class loop **); +@@ -1849,6 +1937,7 @@ extern void vect_free_slp_instance (slp_instance, bool); + extern bool vect_transform_slp_perm_load (slp_tree, vec<tree> , + gimple_stmt_iterator *, poly_uint64, + slp_instance, bool, unsigned *); ++extern void vect_transform_back_slp_grouped_stores (bb_vec_info, stmt_vec_info); + extern bool vect_slp_analyze_operations (vec_info *); + extern void vect_schedule_slp (vec_info *); + extern opt_result vect_analyze_slp (vec_info *, unsigned); +-- +2.27.0.windows.1 + |