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source: branches/HeuristicLab.Problems.GaussianProcessTuning/HeuristicLab.Eigen/Eigen/src/LU/arch/Inverse_SSE.h @ 9562

Last change on this file since 9562 was 9562, checked in by gkronber, 11 years ago

#1967 worked on Gaussian process evolution.

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1// This file is part of Eigen, a lightweight C++ template library
2// for linear algebra.
3//
4// Copyright (C) 2001 Intel Corporation
5// Copyright (C) 2010 Gael Guennebaud <gael.guennebaud@inria.fr>
6// Copyright (C) 2009 Benoit Jacob <jacob.benoit.1@gmail.com>
7//
8// This Source Code Form is subject to the terms of the Mozilla
9// Public License v. 2.0. If a copy of the MPL was not distributed
10// with this file, You can obtain one at http://mozilla.org/MPL/2.0/.
11
12// The SSE code for the 4x4 float and double matrix inverse in this file
13// comes from the following Intel's library:
14// http://software.intel.com/en-us/articles/optimized-matrix-library-for-use-with-the-intel-pentiumr-4-processors-sse2-instructions/
15//
16// Here is the respective copyright and license statement:
17//
18//   Copyright (c) 2001 Intel Corporation.
19//
20// Permition is granted to use, copy, distribute and prepare derivative works
21// of this library for any purpose and without fee, provided, that the above
22// copyright notice and this statement appear in all copies.
23// Intel makes no representations about the suitability of this software for
24// any purpose, and specifically disclaims all warranties.
25// See LEGAL.TXT for all the legal information.
26
27#ifndef EIGEN_INVERSE_SSE_H
28#define EIGEN_INVERSE_SSE_H
29
30namespace Eigen {
31
32namespace internal {
33
34template<typename MatrixType, typename ResultType>
35struct compute_inverse_size4<Architecture::SSE, float, MatrixType, ResultType>
36{
37  enum {
38    MatrixAlignment     = bool(MatrixType::Flags&AlignedBit),
39    ResultAlignment     = bool(ResultType::Flags&AlignedBit),
40    StorageOrdersMatch  = (MatrixType::Flags&RowMajorBit) == (ResultType::Flags&RowMajorBit)
41  };
42 
43  static void run(const MatrixType& matrix, ResultType& result)
44  {
45    EIGEN_ALIGN16 const unsigned int _Sign_PNNP[4] = { 0x00000000, 0x80000000, 0x80000000, 0x00000000 };
46
47    // Load the full matrix into registers
48    __m128 _L1 = matrix.template packet<MatrixAlignment>( 0);
49    __m128 _L2 = matrix.template packet<MatrixAlignment>( 4);
50    __m128 _L3 = matrix.template packet<MatrixAlignment>( 8);
51    __m128 _L4 = matrix.template packet<MatrixAlignment>(12);
52
53    // The inverse is calculated using "Divide and Conquer" technique. The
54    // original matrix is divide into four 2x2 sub-matrices. Since each
55    // register holds four matrix element, the smaller matrices are
56    // represented as a registers. Hence we get a better locality of the
57    // calculations.
58
59    __m128 A, B, C, D; // the four sub-matrices
60    if(!StorageOrdersMatch)
61    {
62      A = _mm_unpacklo_ps(_L1, _L2);
63      B = _mm_unpacklo_ps(_L3, _L4);
64      C = _mm_unpackhi_ps(_L1, _L2);
65      D = _mm_unpackhi_ps(_L3, _L4);
66    }
67    else
68    {
69      A = _mm_movelh_ps(_L1, _L2);
70      B = _mm_movehl_ps(_L2, _L1);
71      C = _mm_movelh_ps(_L3, _L4);
72      D = _mm_movehl_ps(_L4, _L3);
73    }
74
75    __m128 iA, iB, iC, iD,                 // partial inverse of the sub-matrices
76            DC, AB;
77    __m128 dA, dB, dC, dD;                 // determinant of the sub-matrices
78    __m128 det, d, d1, d2;
79    __m128 rd;                             // reciprocal of the determinant
80
81    //  AB = A# * B
82    AB = _mm_mul_ps(_mm_shuffle_ps(A,A,0x0F), B);
83    AB = _mm_sub_ps(AB,_mm_mul_ps(_mm_shuffle_ps(A,A,0xA5), _mm_shuffle_ps(B,B,0x4E)));
84    //  DC = D# * C
85    DC = _mm_mul_ps(_mm_shuffle_ps(D,D,0x0F), C);
86    DC = _mm_sub_ps(DC,_mm_mul_ps(_mm_shuffle_ps(D,D,0xA5), _mm_shuffle_ps(C,C,0x4E)));
87
88    //  dA = |A|
89    dA = _mm_mul_ps(_mm_shuffle_ps(A, A, 0x5F),A);
90    dA = _mm_sub_ss(dA, _mm_movehl_ps(dA,dA));
91    //  dB = |B|
92    dB = _mm_mul_ps(_mm_shuffle_ps(B, B, 0x5F),B);
93    dB = _mm_sub_ss(dB, _mm_movehl_ps(dB,dB));
94
95    //  dC = |C|
96    dC = _mm_mul_ps(_mm_shuffle_ps(C, C, 0x5F),C);
97    dC = _mm_sub_ss(dC, _mm_movehl_ps(dC,dC));
98    //  dD = |D|
99    dD = _mm_mul_ps(_mm_shuffle_ps(D, D, 0x5F),D);
100    dD = _mm_sub_ss(dD, _mm_movehl_ps(dD,dD));
101
102    //  d = trace(AB*DC) = trace(A#*B*D#*C)
103    d = _mm_mul_ps(_mm_shuffle_ps(DC,DC,0xD8),AB);
104
105    //  iD = C*A#*B
106    iD = _mm_mul_ps(_mm_shuffle_ps(C,C,0xA0), _mm_movelh_ps(AB,AB));
107    iD = _mm_add_ps(iD,_mm_mul_ps(_mm_shuffle_ps(C,C,0xF5), _mm_movehl_ps(AB,AB)));
108    //  iA = B*D#*C
109    iA = _mm_mul_ps(_mm_shuffle_ps(B,B,0xA0), _mm_movelh_ps(DC,DC));
110    iA = _mm_add_ps(iA,_mm_mul_ps(_mm_shuffle_ps(B,B,0xF5), _mm_movehl_ps(DC,DC)));
111
112    //  d = trace(AB*DC) = trace(A#*B*D#*C) [continue]
113    d  = _mm_add_ps(d, _mm_movehl_ps(d, d));
114    d  = _mm_add_ss(d, _mm_shuffle_ps(d, d, 1));
115    d1 = _mm_mul_ss(dA,dD);
116    d2 = _mm_mul_ss(dB,dC);
117
118    //  iD = D*|A| - C*A#*B
119    iD = _mm_sub_ps(_mm_mul_ps(D,_mm_shuffle_ps(dA,dA,0)), iD);
120
121    //  iA = A*|D| - B*D#*C;
122    iA = _mm_sub_ps(_mm_mul_ps(A,_mm_shuffle_ps(dD,dD,0)), iA);
123
124    //  det = |A|*|D| + |B|*|C| - trace(A#*B*D#*C)
125    det = _mm_sub_ss(_mm_add_ss(d1,d2),d);
126    rd  = _mm_div_ss(_mm_set_ss(1.0f), det);
127
128//     #ifdef ZERO_SINGULAR
129//         rd = _mm_and_ps(_mm_cmpneq_ss(det,_mm_setzero_ps()), rd);
130//     #endif
131
132    //  iB = D * (A#B)# = D*B#*A
133    iB = _mm_mul_ps(D, _mm_shuffle_ps(AB,AB,0x33));
134    iB = _mm_sub_ps(iB, _mm_mul_ps(_mm_shuffle_ps(D,D,0xB1), _mm_shuffle_ps(AB,AB,0x66)));
135    //  iC = A * (D#C)# = A*C#*D
136    iC = _mm_mul_ps(A, _mm_shuffle_ps(DC,DC,0x33));
137    iC = _mm_sub_ps(iC, _mm_mul_ps(_mm_shuffle_ps(A,A,0xB1), _mm_shuffle_ps(DC,DC,0x66)));
138
139    rd = _mm_shuffle_ps(rd,rd,0);
140    rd = _mm_xor_ps(rd, _mm_load_ps((float*)_Sign_PNNP));
141
142    //  iB = C*|B| - D*B#*A
143    iB = _mm_sub_ps(_mm_mul_ps(C,_mm_shuffle_ps(dB,dB,0)), iB);
144
145    //  iC = B*|C| - A*C#*D;
146    iC = _mm_sub_ps(_mm_mul_ps(B,_mm_shuffle_ps(dC,dC,0)), iC);
147
148    //  iX = iX / det
149    iA = _mm_mul_ps(rd,iA);
150    iB = _mm_mul_ps(rd,iB);
151    iC = _mm_mul_ps(rd,iC);
152    iD = _mm_mul_ps(rd,iD);
153
154    result.template writePacket<ResultAlignment>( 0, _mm_shuffle_ps(iA,iB,0x77));
155    result.template writePacket<ResultAlignment>( 4, _mm_shuffle_ps(iA,iB,0x22));
156    result.template writePacket<ResultAlignment>( 8, _mm_shuffle_ps(iC,iD,0x77));
157    result.template writePacket<ResultAlignment>(12, _mm_shuffle_ps(iC,iD,0x22));
158  }
159
160};
161
162template<typename MatrixType, typename ResultType>
163struct compute_inverse_size4<Architecture::SSE, double, MatrixType, ResultType>
164{
165  enum {
166    MatrixAlignment = bool(MatrixType::Flags&AlignedBit),
167    ResultAlignment = bool(ResultType::Flags&AlignedBit),
168    StorageOrdersMatch  = (MatrixType::Flags&RowMajorBit) == (ResultType::Flags&RowMajorBit)
169  };
170  static void run(const MatrixType& matrix, ResultType& result)
171  {
172    const __m128d _Sign_NP = _mm_castsi128_pd(_mm_set_epi32(0x0,0x0,0x80000000,0x0));
173    const __m128d _Sign_PN = _mm_castsi128_pd(_mm_set_epi32(0x80000000,0x0,0x0,0x0));
174
175    // The inverse is calculated using "Divide and Conquer" technique. The
176    // original matrix is divide into four 2x2 sub-matrices. Since each
177    // register of the matrix holds two element, the smaller matrices are
178    // consisted of two registers. Hence we get a better locality of the
179    // calculations.
180
181    // the four sub-matrices
182    __m128d A1, A2, B1, B2, C1, C2, D1, D2;
183   
184    if(StorageOrdersMatch)
185    {
186      A1 = matrix.template packet<MatrixAlignment>( 0); B1 = matrix.template packet<MatrixAlignment>( 2);
187      A2 = matrix.template packet<MatrixAlignment>( 4); B2 = matrix.template packet<MatrixAlignment>( 6);
188      C1 = matrix.template packet<MatrixAlignment>( 8); D1 = matrix.template packet<MatrixAlignment>(10);
189      C2 = matrix.template packet<MatrixAlignment>(12); D2 = matrix.template packet<MatrixAlignment>(14);
190    }
191    else
192    {
193      __m128d tmp;
194      A1 = matrix.template packet<MatrixAlignment>( 0); C1 = matrix.template packet<MatrixAlignment>( 2);
195      A2 = matrix.template packet<MatrixAlignment>( 4); C2 = matrix.template packet<MatrixAlignment>( 6);
196      tmp = A1;
197      A1 = _mm_unpacklo_pd(A1,A2);
198      A2 = _mm_unpackhi_pd(tmp,A2);
199      tmp = C1;
200      C1 = _mm_unpacklo_pd(C1,C2);
201      C2 = _mm_unpackhi_pd(tmp,C2);
202     
203      B1 = matrix.template packet<MatrixAlignment>( 8); D1 = matrix.template packet<MatrixAlignment>(10);
204      B2 = matrix.template packet<MatrixAlignment>(12); D2 = matrix.template packet<MatrixAlignment>(14);
205      tmp = B1;
206      B1 = _mm_unpacklo_pd(B1,B2);
207      B2 = _mm_unpackhi_pd(tmp,B2);
208      tmp = D1;
209      D1 = _mm_unpacklo_pd(D1,D2);
210      D2 = _mm_unpackhi_pd(tmp,D2);
211    }
212   
213    __m128d iA1, iA2, iB1, iB2, iC1, iC2, iD1, iD2,     // partial invese of the sub-matrices
214            DC1, DC2, AB1, AB2;
215    __m128d dA, dB, dC, dD;     // determinant of the sub-matrices
216    __m128d det, d1, d2, rd;
217
218    //  dA = |A|
219    dA = _mm_shuffle_pd(A2, A2, 1);
220    dA = _mm_mul_pd(A1, dA);
221    dA = _mm_sub_sd(dA, _mm_shuffle_pd(dA,dA,3));
222    //  dB = |B|
223    dB = _mm_shuffle_pd(B2, B2, 1);
224    dB = _mm_mul_pd(B1, dB);
225    dB = _mm_sub_sd(dB, _mm_shuffle_pd(dB,dB,3));
226
227    //  AB = A# * B
228    AB1 = _mm_mul_pd(B1, _mm_shuffle_pd(A2,A2,3));
229    AB2 = _mm_mul_pd(B2, _mm_shuffle_pd(A1,A1,0));
230    AB1 = _mm_sub_pd(AB1, _mm_mul_pd(B2, _mm_shuffle_pd(A1,A1,3)));
231    AB2 = _mm_sub_pd(AB2, _mm_mul_pd(B1, _mm_shuffle_pd(A2,A2,0)));
232
233    //  dC = |C|
234    dC = _mm_shuffle_pd(C2, C2, 1);
235    dC = _mm_mul_pd(C1, dC);
236    dC = _mm_sub_sd(dC, _mm_shuffle_pd(dC,dC,3));
237    //  dD = |D|
238    dD = _mm_shuffle_pd(D2, D2, 1);
239    dD = _mm_mul_pd(D1, dD);
240    dD = _mm_sub_sd(dD, _mm_shuffle_pd(dD,dD,3));
241
242    //  DC = D# * C
243    DC1 = _mm_mul_pd(C1, _mm_shuffle_pd(D2,D2,3));
244    DC2 = _mm_mul_pd(C2, _mm_shuffle_pd(D1,D1,0));
245    DC1 = _mm_sub_pd(DC1, _mm_mul_pd(C2, _mm_shuffle_pd(D1,D1,3)));
246    DC2 = _mm_sub_pd(DC2, _mm_mul_pd(C1, _mm_shuffle_pd(D2,D2,0)));
247
248    //  rd = trace(AB*DC) = trace(A#*B*D#*C)
249    d1 = _mm_mul_pd(AB1, _mm_shuffle_pd(DC1, DC2, 0));
250    d2 = _mm_mul_pd(AB2, _mm_shuffle_pd(DC1, DC2, 3));
251    rd = _mm_add_pd(d1, d2);
252    rd = _mm_add_sd(rd, _mm_shuffle_pd(rd, rd,3));
253
254    //  iD = C*A#*B
255    iD1 = _mm_mul_pd(AB1, _mm_shuffle_pd(C1,C1,0));
256    iD2 = _mm_mul_pd(AB1, _mm_shuffle_pd(C2,C2,0));
257    iD1 = _mm_add_pd(iD1, _mm_mul_pd(AB2, _mm_shuffle_pd(C1,C1,3)));
258    iD2 = _mm_add_pd(iD2, _mm_mul_pd(AB2, _mm_shuffle_pd(C2,C2,3)));
259
260    //  iA = B*D#*C
261    iA1 = _mm_mul_pd(DC1, _mm_shuffle_pd(B1,B1,0));
262    iA2 = _mm_mul_pd(DC1, _mm_shuffle_pd(B2,B2,0));
263    iA1 = _mm_add_pd(iA1, _mm_mul_pd(DC2, _mm_shuffle_pd(B1,B1,3)));
264    iA2 = _mm_add_pd(iA2, _mm_mul_pd(DC2, _mm_shuffle_pd(B2,B2,3)));
265
266    //  iD = D*|A| - C*A#*B
267    dA = _mm_shuffle_pd(dA,dA,0);
268    iD1 = _mm_sub_pd(_mm_mul_pd(D1, dA), iD1);
269    iD2 = _mm_sub_pd(_mm_mul_pd(D2, dA), iD2);
270
271    //  iA = A*|D| - B*D#*C;
272    dD = _mm_shuffle_pd(dD,dD,0);
273    iA1 = _mm_sub_pd(_mm_mul_pd(A1, dD), iA1);
274    iA2 = _mm_sub_pd(_mm_mul_pd(A2, dD), iA2);
275
276    d1 = _mm_mul_sd(dA, dD);
277    d2 = _mm_mul_sd(dB, dC);
278
279    //  iB = D * (A#B)# = D*B#*A
280    iB1 = _mm_mul_pd(D1, _mm_shuffle_pd(AB2,AB1,1));
281    iB2 = _mm_mul_pd(D2, _mm_shuffle_pd(AB2,AB1,1));
282    iB1 = _mm_sub_pd(iB1, _mm_mul_pd(_mm_shuffle_pd(D1,D1,1), _mm_shuffle_pd(AB2,AB1,2)));
283    iB2 = _mm_sub_pd(iB2, _mm_mul_pd(_mm_shuffle_pd(D2,D2,1), _mm_shuffle_pd(AB2,AB1,2)));
284
285    //  det = |A|*|D| + |B|*|C| - trace(A#*B*D#*C)
286    det = _mm_add_sd(d1, d2);
287    det = _mm_sub_sd(det, rd);
288
289    //  iC = A * (D#C)# = A*C#*D
290    iC1 = _mm_mul_pd(A1, _mm_shuffle_pd(DC2,DC1,1));
291    iC2 = _mm_mul_pd(A2, _mm_shuffle_pd(DC2,DC1,1));
292    iC1 = _mm_sub_pd(iC1, _mm_mul_pd(_mm_shuffle_pd(A1,A1,1), _mm_shuffle_pd(DC2,DC1,2)));
293    iC2 = _mm_sub_pd(iC2, _mm_mul_pd(_mm_shuffle_pd(A2,A2,1), _mm_shuffle_pd(DC2,DC1,2)));
294
295    rd = _mm_div_sd(_mm_set_sd(1.0), det);
296//     #ifdef ZERO_SINGULAR
297//         rd = _mm_and_pd(_mm_cmpneq_sd(det,_mm_setzero_pd()), rd);
298//     #endif
299    rd = _mm_shuffle_pd(rd,rd,0);
300
301    //  iB = C*|B| - D*B#*A
302    dB = _mm_shuffle_pd(dB,dB,0);
303    iB1 = _mm_sub_pd(_mm_mul_pd(C1, dB), iB1);
304    iB2 = _mm_sub_pd(_mm_mul_pd(C2, dB), iB2);
305
306    d1 = _mm_xor_pd(rd, _Sign_PN);
307    d2 = _mm_xor_pd(rd, _Sign_NP);
308
309    //  iC = B*|C| - A*C#*D;
310    dC = _mm_shuffle_pd(dC,dC,0);
311    iC1 = _mm_sub_pd(_mm_mul_pd(B1, dC), iC1);
312    iC2 = _mm_sub_pd(_mm_mul_pd(B2, dC), iC2);
313
314    result.template writePacket<ResultAlignment>( 0, _mm_mul_pd(_mm_shuffle_pd(iA2, iA1, 3), d1));     // iA# / det
315    result.template writePacket<ResultAlignment>( 4, _mm_mul_pd(_mm_shuffle_pd(iA2, iA1, 0), d2));
316    result.template writePacket<ResultAlignment>( 2, _mm_mul_pd(_mm_shuffle_pd(iB2, iB1, 3), d1));     // iB# / det
317    result.template writePacket<ResultAlignment>( 6, _mm_mul_pd(_mm_shuffle_pd(iB2, iB1, 0), d2));
318    result.template writePacket<ResultAlignment>( 8, _mm_mul_pd(_mm_shuffle_pd(iC2, iC1, 3), d1));     // iC# / det
319    result.template writePacket<ResultAlignment>(12, _mm_mul_pd(_mm_shuffle_pd(iC2, iC1, 0), d2));
320    result.template writePacket<ResultAlignment>(10, _mm_mul_pd(_mm_shuffle_pd(iD2, iD1, 3), d1));     // iD# / det
321    result.template writePacket<ResultAlignment>(14, _mm_mul_pd(_mm_shuffle_pd(iD2, iD1, 0), d2));
322  }
323};
324
325} // end namespace internal
326
327} // end namespace Eigen
328
329#endif // EIGEN_INVERSE_SSE_H
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