// Copyright 2025 The Go Authors. All rights reserved. // Use of this source code is governed by a BSD-style // license that can be found in the LICENSE file. //go:build goexperiment.simd && amd64 package simd_test import ( "fmt" "simd" "testing" ) func Transpose4(a0, a1, a2, a3 simd.Int32x4) (b0, b1, b2, b3 simd.Int32x4) { t0, t1 := a0.InterleaveLo(a1), a0.InterleaveHi(a1) t2, t3 := a2.InterleaveLo(a3), a2.InterleaveHi(a3) // a0: ABCD ==> t0: A1B2 // a1: 1234 t1: C3D4 // a2: EFGH t2: E5F6 // a3: 5678 t3: G7H8 // need // A1E5 // B2F6 // C3G7 // D4H8 b0 = t0.SelectFromPair(0, 1, 4, 5, t2) // lower elements from each b1 = t0.SelectFromPair(2, 3, 6, 7, t2) // upper elements from each b2 = t1.SelectFromPair(0, 1, 4, 5, t3) // lowers b3 = t1.SelectFromPair(2, 3, 6, 7, t3) // uppers return } func Transpose8(a0, a1, a2, a3, a4, a5, a6, a7 simd.Int32x8) (b0, b1, b2, b3, b4, b5, b6, b7 simd.Int32x8) { t0, t1 := a0.InterleaveLoGrouped(a1), a0.InterleaveHiGrouped(a1) t2, t3 := a2.InterleaveLoGrouped(a3), a2.InterleaveHiGrouped(a3) t4, t5 := a4.InterleaveLoGrouped(a5), a4.InterleaveHiGrouped(a5) t6, t7 := a6.InterleaveLoGrouped(a7), a6.InterleaveHiGrouped(a7) // a0: ABCD ==> t0: A1B2 // a1: 1234 t1: C3D4 // a2: EFGH t2: E5F6 // a3: 5678 t3: G7H8 // need // A1E5 // B2F6 // C3G7 // D4H8 a0 = t0.SelectFromPairGrouped(0, 1, 4, 5, t2) // lower elements from each a1 = t0.SelectFromPairGrouped(2, 3, 6, 7, t2) // upper elements from each a2 = t1.SelectFromPairGrouped(0, 1, 4, 5, t3) // lowers a3 = t1.SelectFromPairGrouped(2, 3, 6, 7, t3) // uppers a4 = t4.SelectFromPairGrouped(0, 1, 4, 5, t6) // lower elements from each a5 = t4.SelectFromPairGrouped(2, 3, 6, 7, t6) // upper elements from each a6 = t5.SelectFromPairGrouped(0, 1, 4, 5, t7) // lowers a7 = t5.SelectFromPairGrouped(2, 3, 6, 7, t7) // uppers // next need to swap the upper 128 bits of a0-a3 with the lower 128 bits of a4-a7 b0 = a0.Select128FromPair(0, 2, a4) b4 = a0.Select128FromPair(1, 3, a4) b1 = a1.Select128FromPair(0, 2, a5) b5 = a1.Select128FromPair(1, 3, a5) b2 = a2.Select128FromPair(0, 2, a6) b6 = a2.Select128FromPair(1, 3, a6) b3 = a3.Select128FromPair(0, 2, a7) b7 = a3.Select128FromPair(1, 3, a7) return } func TestTranspose4(t *testing.T) { r := make([]int32, 16, 16) w := simd.LoadInt32x4Slice([]int32{0xA, 0xB, 0xC, 0xD}) x := simd.LoadInt32x4Slice([]int32{1, 2, 3, 4}) y := simd.LoadInt32x4Slice([]int32{0xE, 0xF, 0x10, 0x11}) z := simd.LoadInt32x4Slice([]int32{5, 6, 7, 8}) a, b, c, d := Transpose4(w, x, y, z) a.StoreSlice(r[0:]) b.StoreSlice(r[4:]) c.StoreSlice(r[8:]) d.StoreSlice(r[12:]) checkSlices[int32](t, r, []int32{ 0xA, 1, 0xE, 5, 0xB, 2, 0xF, 6, 0xC, 3, 0x10, 7, 0xD, 4, 0x11, 8, }) } func TestTranspose8(t *testing.T) { m := make([]int32, 8) a := []int32{} for i := int32(1); i <= 64; i++ { a = append(a, i) } p := simd.LoadInt32x8Slice(a[0:]) q := simd.LoadInt32x8Slice(a[8:]) r := simd.LoadInt32x8Slice(a[16:]) s := simd.LoadInt32x8Slice(a[24:]) w := simd.LoadInt32x8Slice(a[32:]) x := simd.LoadInt32x8Slice(a[40:]) y := simd.LoadInt32x8Slice(a[48:]) z := simd.LoadInt32x8Slice(a[56:]) p, q, r, s, w, x, y, z = Transpose8(p, q, r, s, w, x, y, z) foo := func(a simd.Int32x8, z int32) { a.StoreSlice(m) var o []int32 for i := int32(0); i < 8; i++ { o = append(o, z+i*8) } checkSlices[int32](t, m, o) } foo(p, 1) foo(q, 2) foo(r, 3) foo(s, 4) foo(w, 5) foo(x, 6) foo(y, 7) foo(z, 8) } const BIG = 20000 var bigMatrix [][]int32 // 9x9 is smallest matrix with diagonal and off-diagonal tiles, plus a fringe. var nineMatrix [][]int32 var thirtyMatrix [][]int32 func fill(m [][]int32) { for i := range m { m[i] = make([]int32, len(m)) for j := range m[i] { m[i][j] = int32(-i<<16 + j) } } } func isTransposed(m [][]int32) bool { for i, mi := range m { for j, a := range mi { if a != int32(-j<<16+i) { return false } } } return true } func dupe(m [][]int32) [][]int32 { n := len(m) p := make([][]int32, n, n) for i := range p { t := make([]int32, n) for j, a := range m[i] { t[j] = a } p[i] = t } return p } func init() { bigMatrix = make([][]int32, BIG, BIG) fill(bigMatrix) nineMatrix = make([][]int32, 9, 9) fill(nineMatrix) thirtyMatrix = make([][]int32, 30, 30) fill(thirtyMatrix) } func BenchmarkPlainTranspose(b *testing.B) { d := dupe(bigMatrix) for b.Loop() { transposePlain(d) } } func BenchmarkTiled4Transpose(b *testing.B) { d := dupe(bigMatrix) for b.Loop() { transposeTiled4(d) } } func BenchmarkTiled8Transpose(b *testing.B) { d := dupe(bigMatrix) for b.Loop() { transposeTiled8(d) } } func Benchmark2BlockedTranspose(b *testing.B) { d := dupe(bigMatrix) for b.Loop() { transpose2Blocked(d) } } func Benchmark3BlockedTranspose(b *testing.B) { d := dupe(bigMatrix) for b.Loop() { transpose3Blocked(d) } } func Benchmark4BlockedTranspose(b *testing.B) { d := dupe(bigMatrix) for b.Loop() { transpose4Blocked(d) } } func Benchmark5aBlockedTranspose(b *testing.B) { d := dupe(bigMatrix) for b.Loop() { transpose5aBlocked(d) } } func Benchmark5bBlockedTranspose(b *testing.B) { d := dupe(bigMatrix) for b.Loop() { transpose5bBlocked(d) } } func transposePlain(m [][]int32) { for i := range m { for j := 0; j < i; j++ { t := m[i][j] m[i][j] = m[j][i] m[j][i] = t } } } func TestTransposePlain(t *testing.T) { d := dupe(nineMatrix) t.Logf("Input matrix is %s", formatMatrix(d)) transposePlain(d) if !isTransposed(d) { t.Errorf("d is not transposed, d = %s", formatMatrix(d)) } else { t.Logf("Transposed plain matrix = %s", formatMatrix(d)) } } func TestTranspose2Blocked(t *testing.T) { d := dupe(nineMatrix) t.Logf("Input matrix is %s", formatMatrix(d)) transpose2Blocked(d) if !isTransposed(d) { t.Errorf("d is not transposed, d = %s", formatMatrix(d)) } } func TestTranspose3Blocked(t *testing.T) { d := dupe(nineMatrix) t.Logf("Input matrix is %s", formatMatrix(d)) transpose3Blocked(d) if !isTransposed(d) { t.Errorf("d is not transposed, d = %s", formatMatrix(d)) } } func TestTranspose4Blocked(t *testing.T) { d := dupe(nineMatrix) t.Logf("Input matrix is %s", formatMatrix(d)) transpose4Blocked(d) if !isTransposed(d) { t.Errorf("d is not transposed, d = %s", formatMatrix(d)) } } func TestTranspose5aBlocked(t *testing.T) { d := dupe(nineMatrix) t.Logf("Input matrix is %s", formatMatrix(d)) transpose5aBlocked(d) if !isTransposed(d) { t.Errorf("d is not transposed, d = %s", formatMatrix(d)) } } func TestTranspose5bBlocked(t *testing.T) { d := dupe(nineMatrix) t.Logf("Input matrix is %s", formatMatrix(d)) transpose5bBlocked(d) if !isTransposed(d) { t.Errorf("d is not transposed, d = %s", formatMatrix(d)) } } func TestTransposeTiled4(t *testing.T) { d := dupe(nineMatrix) transposeTiled4(d) if !isTransposed(d) { t.Errorf("d is not transposed, d = %v", d) } } func TestTransposeTiled8(t *testing.T) { d := dupe(thirtyMatrix) transposeTiled8(d) if !isTransposed(d) { t.Errorf("d is not transposed, d = %v", d) } } func formatMatrix(m [][]int32) string { s := "" for _, mi := range m { s += "\n[" for _, t := range mi { h := t >> 16 l := t & 0xffff s += fmt.Sprintf(" (%d %d)", h, l) } s += " ]" } return s } func transpose2Blocked(m [][]int32) { const B = 2 N := len(m) i := 0 for ; i <= len(m)-B; i += B { r0, r1 := m[i], m[i+1] if len(r0) < N || len(r1) < N { panic("Early bounds check failure") } // transpose around diagonal d01, d10 := r0[i+1], r1[i] r0[i+1], r1[i] = d10, d01 // transpose across diagonal j := 0 for ; j < i; j += B { a0, a1 := m[j], m[j+1] b00, b01 := a0[i], a0[i+1] b10, b11 := a1[i], a1[i+1] a0[i], a0[i+1] = r0[j], r1[j] a1[i], a1[i+1] = r0[j+1], r1[j+1] r0[j], r0[j+1] = b00, b10 r1[j], r1[j+1] = b01, b11 } } // Do the fringe for ; i < len(m); i++ { j := 0 r := m[i] for ; j < i; j++ { t := r[j] r[j] = m[j][i] m[j][i] = t } } } func transpose3Blocked(m [][]int32) { const B = 3 N := len(m) i := 0 for ; i <= len(m)-B; i += B { r0, r1, r2 := m[i], m[i+1], m[i+2] if len(r0) < N || len(r1) < N { panic("Early bounds check failure") } // transpose around diagonal d01, d10 := r0[i+1], r1[i] d02, d20 := r0[i+2], r2[i] d12, d21 := r1[i+2], r2[i+1] r0[i+1], r1[i] = d10, d01 r0[i+2], r2[i] = d20, d02 r1[i+2], r2[i+1] = d21, d12 // transpose across diagonal j := 0 for ; j < i; j += B { a0, a1, a2 := m[j], m[j+1], m[j+2] b00, b01, b02 := a0[i], a0[i+1], a0[i+2] b10, b11, b12 := a1[i], a1[i+1], a1[i+2] b20, b21, b22 := a2[i], a2[i+1], a2[i+2] a0[i], a0[i+1], a0[i+2] = r0[j], r1[j], r2[j] a1[i], a1[i+1], a1[i+2] = r0[j+1], r1[j+1], r2[j+1] a2[i], a2[i+1], a2[i+2] = r0[j+2], r1[j+2], r2[j+2] r0[j], r0[j+1], r0[j+2] = b00, b10, b20 r1[j], r1[j+1], r1[j+2] = b01, b11, b21 r2[j], r2[j+1], r2[j+2] = b02, b12, b22 } } // Do the fringe for ; i < len(m); i++ { j := 0 r := m[i] for ; j < i; j++ { t := r[j] r[j] = m[j][i] m[j][i] = t } } } func transpose4Blocked(m [][]int32) { const B = 4 N := len(m) i := 0 for ; i <= len(m)-B; i += B { r0, r1, r2, r3 := m[i], m[i+1], m[i+2], m[i+3] if len(r0) < N || len(r1) < N || len(r2) < N || len(r3) < N { panic("Early bounds check failure") } // transpose around diagonal d01, d10 := r0[i+1], r1[i] d02, d20 := r0[i+2], r2[i] d03, d30 := r0[i+3], r3[i] d12, d21 := r1[i+2], r2[i+1] d13, d31 := r1[i+3], r3[i+1] d23, d32 := r2[i+3], r3[i+2] r0[i+1], r1[i] = d10, d01 r0[i+2], r2[i] = d20, d02 r0[i+3], r3[i] = d30, d03 r1[i+2], r2[i+1] = d21, d12 r1[i+3], r3[i+1] = d31, d13 r2[i+3], r3[i+2] = d32, d23 // transpose across diagonal j := 0 for ; j < i; j += B { a0, a1, a2, a3 := m[j], m[j+1], m[j+2], m[j+3] b00, b01, b02, b03 := a0[i], a0[i+1], a0[i+2], a0[i+3] b10, b11, b12, b13 := a1[i], a1[i+1], a1[i+2], a1[i+3] b20, b21, b22, b23 := a2[i], a2[i+1], a2[i+2], a2[i+3] b30, b31, b32, b33 := a3[i], a3[i+1], a3[i+2], a3[i+3] a0[i], a0[i+1], a0[i+2], a0[i+3] = r0[j], r1[j], r2[j], r3[j] a1[i], a1[i+1], a1[i+2], a1[i+3] = r0[j+1], r1[j+1], r2[j+1], r3[j+1] a2[i], a2[i+1], a2[i+2], a2[i+3] = r0[j+2], r1[j+2], r2[j+2], r3[j+2] a3[i], a3[i+1], a3[i+2], a3[i+3] = r0[j+3], r1[j+3], r2[j+3], r3[j+3] r0[j], r0[j+1], r0[j+2], r0[j+3] = b00, b10, b20, b30 r1[j], r1[j+1], r1[j+2], r1[j+3] = b01, b11, b21, b31 r2[j], r2[j+1], r2[j+2], r2[j+3] = b02, b12, b22, b32 r3[j], r3[j+1], r3[j+2], r3[j+3] = b03, b13, b23, b33 } } // Do the fringe for ; i < len(m); i++ { j := 0 r := m[i] for ; j < i; j++ { t := r[j] r[j] = m[j][i] m[j][i] = t } } } func transpose5aBlocked(m [][]int32) { const B = 5 N := len(m) i := 0 for ; i <= len(m)-B; i += B { r0, r1, r2, r3, r4 := m[i], m[i+1], m[i+2], m[i+3], m[i+4] if len(r0) < N || len(r1) < N || len(r2) < N || len(r3) < N || len(r4) < N { panic("Early bounds check failure") } // transpose around diagonal d01, d10 := r0[i+1], r1[i] d02, d20 := r0[i+2], r2[i] d03, d30 := r0[i+3], r3[i] d04, d40 := r0[i+4], r4[i] d12, d21 := r1[i+2], r2[i+1] d13, d31 := r1[i+3], r3[i+1] d14, d41 := r1[i+4], r4[i+1] d23, d32 := r2[i+3], r3[i+2] d24, d42 := r2[i+4], r4[i+2] d34, d43 := r3[i+4], r4[i+3] r0[i+1], r1[i] = d10, d01 r0[i+2], r2[i] = d20, d02 r0[i+3], r3[i] = d30, d03 r0[i+4], r4[i] = d40, d04 r1[i+2], r2[i+1] = d21, d12 r1[i+3], r3[i+1] = d31, d13 r1[i+4], r4[i+1] = d41, d14 r2[i+3], r3[i+2] = d32, d23 r2[i+4], r4[i+2] = d42, d24 r3[i+4], r4[i+3] = d43, d34 // transpose across diagonal j := 0 for ; j < i; j += B { a0, a1, a2, a3, a4 := m[j], m[j+1], m[j+2], m[j+3], m[j+4] b00, b01, b02, b03, b04 := a0[i], a0[i+1], a0[i+2], a0[i+3], a0[i+4] b10, b11, b12, b13, b14 := a1[i], a1[i+1], a1[i+2], a1[i+3], a1[i+4] b20, b21, b22, b23, b24 := a2[i], a2[i+1], a2[i+2], a2[i+3], a2[i+4] b30, b31, b32, b33, b34 := a3[i], a3[i+1], a3[i+2], a3[i+3], a3[i+4] b40, b41, b42, b43, b44 := a4[i], a4[i+1], a4[i+2], a4[i+3], a4[i+4] a0[i], a0[i+1], a0[i+2], a0[i+3], a0[i+4] = r0[j], r1[j], r2[j], r3[j], r4[j] a1[i], a1[i+1], a1[i+2], a1[i+3], a1[i+4] = r0[j+1], r1[j+1], r2[j+1], r3[j+1], r4[j+1] a2[i], a2[i+1], a2[i+2], a2[i+3], a2[i+4] = r0[j+2], r1[j+2], r2[j+2], r3[j+2], r4[j+2] a3[i], a3[i+1], a3[i+2], a3[i+3], a3[i+4] = r0[j+3], r1[j+3], r2[j+3], r3[j+3], r4[j+3] a4[i], a4[i+1], a4[i+2], a4[i+3], a4[i+4] = r0[j+4], r1[j+4], r2[j+4], r3[j+4], r4[j+4] r0[j], r0[j+1], r0[j+2], r0[j+3], r0[j+4] = b00, b10, b20, b30, b40 r1[j], r1[j+1], r1[j+2], r1[j+3], r1[j+4] = b01, b11, b21, b31, b41 r2[j], r2[j+1], r2[j+2], r2[j+3], r2[j+4] = b02, b12, b22, b32, b42 r3[j], r3[j+1], r3[j+2], r3[j+3], r3[j+4] = b03, b13, b23, b33, b43 r4[j], r4[j+1], r4[j+2], r4[j+3], r4[j+4] = b04, b14, b24, b34, b44 } } // Do the fringe for ; i < len(m); i++ { j := 0 r := m[i] for ; j < i; j++ { t := r[j] r[j] = m[j][i] m[j][i] = t } } } // transpose5bBlocked is just like transpose5aBlocked // but rewritten to reduce register pressure in the // inner loop. func transpose5bBlocked(m [][]int32) { const B = 5 N := len(m) i := 0 for ; i <= len(m)-B; i += B { r0, r1, r2, r3, r4 := m[i], m[i+1], m[i+2], m[i+3], m[i+4] if len(r0) < N || len(r1) < N || len(r2) < N || len(r3) < N || len(r4) < N { panic("Early bounds check failure") } // transpose around diagonal d01, d10 := r0[i+1], r1[i] d02, d20 := r0[i+2], r2[i] d03, d30 := r0[i+3], r3[i] d04, d40 := r0[i+4], r4[i] r0[i+1], r1[i] = d10, d01 r0[i+2], r2[i] = d20, d02 r0[i+3], r3[i] = d30, d03 r0[i+4], r4[i] = d40, d04 d12, d21 := r1[i+2], r2[i+1] d13, d31 := r1[i+3], r3[i+1] d14, d41 := r1[i+4], r4[i+1] r1[i+2], r2[i+1] = d21, d12 r1[i+3], r3[i+1] = d31, d13 r1[i+4], r4[i+1] = d41, d14 d23, d32 := r2[i+3], r3[i+2] d24, d42 := r2[i+4], r4[i+2] r2[i+3], r3[i+2] = d32, d23 r2[i+4], r4[i+2] = d42, d24 d34, d43 := r3[i+4], r4[i+3] r3[i+4], r4[i+3] = d43, d34 // transpose across diagonal j := 0 for ; j < i; j += B { a4, a0, a1, a2, a3 := m[j+4], m[j], m[j+1], m[j+2], m[j+3] // Process column i+4 temp0 := a0[i+4] temp1 := a1[i+4] temp2 := a2[i+4] temp3 := a3[i+4] temp4 := a4[i+4] a4[i+4] = r4[j+4] a0[i+4] = r4[j] a1[i+4] = r4[j+1] a2[i+4] = r4[j+2] a3[i+4] = r4[j+3] r0[j+4] = temp0 r1[j+4] = temp1 r2[j+4] = temp2 r3[j+4] = temp3 r4[j+4] = temp4 // Process column i temp0 = a0[i] temp1 = a1[i] temp2 = a2[i] temp3 = a3[i] temp4 = a4[i] a4[i] = r0[j+4] a0[i] = r0[j] a1[i] = r0[j+1] a2[i] = r0[j+2] a3[i] = r0[j+3] r0[j] = temp0 r1[j] = temp1 r2[j] = temp2 r3[j] = temp3 r4[j] = temp4 // Process column i+1 temp0 = a0[i+1] temp1 = a1[i+1] temp2 = a2[i+1] temp3 = a3[i+1] temp4 = a4[i+1] a4[i+1] = r1[j+4] a0[i+1] = r1[j] a1[i+1] = r1[j+1] a2[i+1] = r1[j+2] a3[i+1] = r1[j+3] r0[j+1] = temp0 r1[j+1] = temp1 r2[j+1] = temp2 r3[j+1] = temp3 r4[j+1] = temp4 // Process column i+2 temp0 = a0[i+2] temp1 = a1[i+2] temp2 = a2[i+2] temp3 = a3[i+2] temp4 = a4[i+2] a4[i+2] = r2[j+4] a0[i+2] = r2[j] a1[i+2] = r2[j+1] a2[i+2] = r2[j+2] a3[i+2] = r2[j+3] r0[j+2] = temp0 r1[j+2] = temp1 r2[j+2] = temp2 r3[j+2] = temp3 r4[j+2] = temp4 // Process column i+3 temp0 = a0[i+3] temp1 = a1[i+3] temp2 = a2[i+3] temp3 = a3[i+3] temp4 = a4[i+3] a4[i+3] = r3[j+4] a0[i+3] = r3[j] a1[i+3] = r3[j+1] a2[i+3] = r3[j+2] a3[i+3] = r3[j+3] r0[j+3] = temp0 r1[j+3] = temp1 r2[j+3] = temp2 r3[j+3] = temp3 r4[j+3] = temp4 } } // Do the fringe for ; i < len(m); i++ { j := 0 r := m[i] for ; j < i; j++ { t := r[j] r[j] = m[j][i] m[j][i] = t } } } func transposeTiled4(m [][]int32) { const B = 4 N := len(m) i := 0 for ; i < len(m)-(B-1); i += B { r0, r1, r2, r3 := m[i], m[i+1], m[i+2], m[i+3] if len(r0) < N || len(r1) < N || len(r2) < N || len(r3) < N { panic("Early bounds check failure") } // transpose diagonal d0, d1, d2, d3 := simd.LoadInt32x4Slice(r0[i:]), simd.LoadInt32x4Slice(r1[i:]), simd.LoadInt32x4Slice(r2[i:]), simd.LoadInt32x4Slice(r3[i:]) d0, d1, d2, d3 = Transpose4(d0, d1, d2, d3) d0.StoreSlice(r0[i:]) d1.StoreSlice(r1[i:]) d2.StoreSlice(r2[i:]) d3.StoreSlice(r3[i:]) // transpose across diagonal j := 0 for ; j < i; j += B { a0, a1, a2, a3 := m[j], m[j+1], m[j+2], m[j+3] u0, u1, u2, u3 := simd.LoadInt32x4Slice(a0[i:]), simd.LoadInt32x4Slice(a1[i:]), simd.LoadInt32x4Slice(a2[i:]), simd.LoadInt32x4Slice(a3[i:]) u0, u1, u2, u3 = Transpose4(u0, u1, u2, u3) l0 := simd.LoadInt32x4Slice(r0[j:]) u0.StoreSlice(r0[j:]) l1 := simd.LoadInt32x4Slice(r1[j:]) u1.StoreSlice(r1[j:]) l2 := simd.LoadInt32x4Slice(r2[j:]) u2.StoreSlice(r2[j:]) l3 := simd.LoadInt32x4Slice(r3[j:]) u3.StoreSlice(r3[j:]) u0, u1, u2, u3 = Transpose4(l0, l1, l2, l3) u0.StoreSlice(a0[i:]) u1.StoreSlice(a1[i:]) u2.StoreSlice(a2[i:]) u3.StoreSlice(a3[i:]) } } // Do the fringe for ; i < len(m); i++ { j := 0 r := m[i] for ; j < i; j++ { t := r[j] r[j] = m[j][i] m[j][i] = t } } } func transposeTiled8(m [][]int32) { const B = 8 N := len(m) i := 0 for ; i < len(m)-(B-1); i += B { r0, r1, r2, r3, r4, r5, r6, r7 := m[i], m[i+1], m[i+2], m[i+3], m[i+4], m[i+5], m[i+6], m[i+7] if len(r0) < N || len(r1) < N || len(r2) < N || len(r3) < N || len(r4) < N || len(r5) < N || len(r6) < N || len(r7) < N { panic("Early bounds check failure") } // transpose diagonal d0, d1, d2, d3, d4, d5, d6, d7 := simd.LoadInt32x8Slice(r0[i:]), simd.LoadInt32x8Slice(r1[i:]), simd.LoadInt32x8Slice(r2[i:]), simd.LoadInt32x8Slice(r3[i:]), simd.LoadInt32x8Slice(r4[i:]), simd.LoadInt32x8Slice(r5[i:]), simd.LoadInt32x8Slice(r6[i:]), simd.LoadInt32x8Slice(r7[i:]) d0, d1, d2, d3, d4, d5, d6, d7 = Transpose8(d0, d1, d2, d3, d4, d5, d6, d7) d0.StoreSlice(r0[i:]) d1.StoreSlice(r1[i:]) d2.StoreSlice(r2[i:]) d3.StoreSlice(r3[i:]) d4.StoreSlice(r4[i:]) d5.StoreSlice(r5[i:]) d6.StoreSlice(r6[i:]) d7.StoreSlice(r7[i:]) // transpose across diagonal j := 0 for ; j < i; j += B { a7, a0, a1, a2, a3, a4, a5, a6 := m[j+7], m[j], m[j+1], m[j+2], m[j+3], m[j+4], m[j+5], m[j+6] u0, u1, u2, u3, u4, u5, u6, u7 := simd.LoadInt32x8Slice(a0[i:]), simd.LoadInt32x8Slice(a1[i:]), simd.LoadInt32x8Slice(a2[i:]), simd.LoadInt32x8Slice(a3[i:]), simd.LoadInt32x8Slice(a4[i:]), simd.LoadInt32x8Slice(a5[i:]), simd.LoadInt32x8Slice(a6[i:]), simd.LoadInt32x8Slice(a7[i:]) u0, u1, u2, u3, u4, u5, u6, u7 = Transpose8(u0, u1, u2, u3, u4, u5, u6, u7) l0 := simd.LoadInt32x8Slice(r0[j:]) u0.StoreSlice(r0[j:]) l1 := simd.LoadInt32x8Slice(r1[j:]) u1.StoreSlice(r1[j:]) l2 := simd.LoadInt32x8Slice(r2[j:]) u2.StoreSlice(r2[j:]) l3 := simd.LoadInt32x8Slice(r3[j:]) u3.StoreSlice(r3[j:]) l4 := simd.LoadInt32x8Slice(r4[j:]) u4.StoreSlice(r4[j:]) l5 := simd.LoadInt32x8Slice(r5[j:]) u5.StoreSlice(r5[j:]) l6 := simd.LoadInt32x8Slice(r6[j:]) u6.StoreSlice(r6[j:]) l7 := simd.LoadInt32x8Slice(r7[j:]) u7.StoreSlice(r7[j:]) u0, u1, u2, u3, u4, u5, u6, u7 = Transpose8(l0, l1, l2, l3, l4, l5, l6, l7) u0.StoreSlice(a0[i:]) u1.StoreSlice(a1[i:]) u2.StoreSlice(a2[i:]) u3.StoreSlice(a3[i:]) u4.StoreSlice(a4[i:]) u5.StoreSlice(a5[i:]) u6.StoreSlice(a6[i:]) u7.StoreSlice(a7[i:]) } } // Do the fringe for ; i < len(m); i++ { j := 0 r := m[i] for ; j < i; j++ { t := r[j] r[j] = m[j][i] m[j][i] = t } } }