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ddot.c
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Sun, Jul 13, 11:25
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Tue, Jul 15, 11:25 (1 d, 23 h)
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R1252 EMPoWER
ddot.c
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/*
% ddotX = ddot(d,X,blkstart [, Xblkjc])
% DDOT Given N x m matrix X, creates (blkstart(end)-blkstart(1)) x m matrix
% ddotX, having entries d[i]'* xj[i] for each (Lorentz norm bound) block
% blkstart(i):blkstart(i+1)-1. If X is sparse, then Xblkjc(:,2:3) should
% point to first and 1-beyond-last nonzero in blkstart range for each column.
%
% SEE ALSO sedumi, partitA.
% ********** INTERNAL FUNCTION OF SEDUMI **********
function ddotX = ddot(d,X,blkstart, Xblkjc)
% This file is part of SeDuMi 1.1 by Imre Polik and Oleksandr Romanko
% Copyright (C) 2005 McMaster University, Hamilton, CANADA (since 1.1)
%
% Copyright (C) 2001 Jos F. Sturm (up to 1.05R5)
% Dept. Econometrics & O.R., Tilburg University, the Netherlands.
% Supported by the Netherlands Organization for Scientific Research (NWO).
%
% Affiliation SeDuMi 1.03 and 1.04Beta (2000):
% Dept. Quantitative Economics, Maastricht University, the Netherlands.
%
% Affiliations up to SeDuMi 1.02 (AUG1998):
% CRL, McMaster University, Canada.
% Supported by the Netherlands Organization for Scientific Research (NWO).
%
% This program is free software; you can redistribute it and/or modify
% it under the terms of the GNU General Public License as published by
% the Free Software Foundation; either version 2 of the License, or
% (at your option) any later version.
%
% This program is distributed in the hope that it will be useful,
% but WITHOUT ANY WARRANTY; without even the implied warranty of
% MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the
% GNU General Public License for more details.
%
% You should have received a copy of the GNU General Public License
% along with this program; if not, write to the Free Software
% Foundation, Inc., 51 Franklin Street, Fifth Floor, Boston, MA
% 02110-1301, USA
*/
#include <string.h>
#include "mex.h"
#include "blksdp.h"
#define DDOTX_OUT plhs[0]
#define NPAROUT 1
#define D_IN prhs[0]
#define X_IN prhs[1]
#define BLKSTART_IN prhs[2]
#define NPARINMIN 3
#define XBLKJC_IN prhs[3]
#define NPARIN 4
/* ************************************************************
PROCEDURE ddotxj -Compute y[k]= d[k]'*xpr[k] for each lorentz block k.
INPUT
d - qDim scaling vector with qDim := blkstart[nblk]-blkstart[0].
xpr - qDim data vector.
blkstart - length nblk+1 array, listing 1st subscript per block.
NOTE: should have blkstart[0] == 0.
nblk - Number of blocks.
OUTPUT
ypr - nblk vector. Gives d[k]'*xj[k] for each block.
************************************************************ */
void
ddotxj
(
double
*
ypr
,
const
double
*
d
,
const
double
*
xpr
,
const
mwIndex
*
blkstart
,
const
mwIndex
nblk
)
{
mwIndex
k
;
mxAssert
(
blkstart
[
0
]
==
0
,
""
);
for
(
k
=
0
;
k
<
nblk
;
k
++
)
ypr
[
k
]
=
realdot
(
d
+
blkstart
[
k
],
xpr
+
blkstart
[
k
],
blkstart
[
k
+
1
]
-
blkstart
[
k
]);
}
/* ************************************************************
PROCEDURE spddotxj - Compute y[k] = d_k'*xj_k for each nonzero
block in xj.
INPUT
d - qDim scaling vector with qDim := blkstart[nblk]-blkstart[0].
xir, xpr - sparse matrix. We compute d[k]'*xj[k] for each (lorentz) block
where the column xj has nonzeros.
xjc0, xjc1 - Length m arrays, subscripts of column j in blkstart-range
are between xjc0(j) and xjc1(j).
blkstart - length nblk+1 array. Lorentz block k has subscripts
blkstart[k]:blkstart[k+1]-1.
xblk - length qDim array, with k = xblk(i-blkstart[0]) iff
blkstart[k] <= i < blkstart[k+1], k=0:nblk-1.
OUTPUT
y - sparse nblk x m matrix, with y.jc[m] <= sum(xjc1-xjc0).
y(k,j) = d[k]'*xj[k]
************************************************************ */
void
spddotxj
(
jcir
y
,
const
double
*
d
,
const
mwIndex
*
xir
,
const
double
*
xpr
,
const
mwIndex
*
xjc0
,
const
mwIndex
*
xjc1
,
const
mwIndex
*
xblk
,
const
mwIndex
*
blkstart
,
const
mwIndex
nblk
,
const
mwIndex
m
)
{
mwIndex
knz
,
nexti
,
inz
,
i
,
j
,
k
,
lend
;
double
yk
;
/* ------------------------------------------------------------
INIT: Let blkstart[0] point to 1st nonzero in d and xblk, and
let knz poin to 1st available entry in y.
Let lend := blkstart[nblk] be 1 beyond valid subscripts.
------------------------------------------------------------ */
d
-=
blkstart
[
0
];
/* Make d=d(blkstart[0]:blkstart[lorN]) */
xblk
-=
blkstart
[
0
];
knz
=
0
;
lend
=
blkstart
[
nblk
];
for
(
j
=
0
;
j
<
m
;
j
++
){
y
.
jc
[
j
]
=
knz
;
/* ------------------------------------------------------------
Process column only if nonzero subscripts in blkstart[0:nblk].
------------------------------------------------------------ */
if
((
inz
=
xjc0
[
j
])
<
xjc1
[
j
])
if
(
(
i
=
xir
[
inz
])
<
lend
){
/* ------------------------------------------------------------
Open initial block k; current block has subscripts smaller than nexti.
Accumulate yk = ddotxj[k].
------------------------------------------------------------ */
k
=
xblk
[
i
];
nexti
=
blkstart
[
k
+
1
];
yk
=
d
[
i
]
*
xpr
[
inz
];
/* ------------------------------------------------------------
Browse through nonzeros in xj
------------------------------------------------------------ */
for
(
++
inz
;
inz
<
xjc1
[
j
];
inz
++
)
if
(
(
i
=
xir
[
inz
])
<
nexti
)
yk
+=
d
[
i
]
*
xpr
[
inz
];
else
if
(
i
<
lend
){
/* ------------------------------------------------------------
If we finished the previous nonzero Lorentz block, then write entry,
and initialize new block.
------------------------------------------------------------ */
y
.
ir
[
knz
]
=
k
;
/* yir lists Lorentz blocks */
y
.
pr
[
knz
++
]
=
yk
;
k
=
xblk
[
i
];
/* init new Lorentz block */
nexti
=
blkstart
[
k
+
1
];
yk
=
d
[
i
]
*
xpr
[
inz
];
}
else
/* finished with all Lorentz blocks */
break
;
/* ------------------------------------------------------------
Write last yk = ddotxj[k] entry into y(:,j).
------------------------------------------------------------ */
y
.
ir
[
knz
]
=
k
;
/* yir lists Lorentz blocks */
y
.
pr
[
knz
++
]
=
yk
;
}
/* If column j has valid nonzeros */
}
/* j=0:m-1 */
/* ------------------------------------------------------------
Close last column of y
------------------------------------------------------------ */
y
.
jc
[
m
]
=
knz
;
}
/* ============================================================
MEXFUNCTION
============================================================ */
/* ************************************************************
PROCEDURE mexFunction - Entry for Matlab
************************************************************ */
void
mexFunction
(
int
nlhs
,
mxArray
*
plhs
[],
int
nrhs
,
const
mxArray
*
prhs
[])
{
mwIndex
i
,
j
,
k
,
m
,
nrows
,
maxnnz
,
nblk
,
qDim
;
const
double
*
d
,
*
XjcPr
,
*
blkstartPr
;
mwIndex
*
xjc1
,
*
xblk
,
*
blkstart
;
jcir
X
,
ddotx
;
/* ------------------------------------------------------------
Check for proper number of arguments
------------------------------------------------------------ */
mxAssert
(
nrhs
>=
NPARINMIN
,
"ddot requires more input arguments."
);
mxAssert
(
nlhs
<=
NPAROUT
,
"ddot generates less output arguments."
);
/* ------------------------------------------------------------
Get INPUTS d, X, blkstart.
------------------------------------------------------------ */
d
=
mxGetPr
(
D_IN
);
qDim
=
mxGetM
(
D_IN
)
*
mxGetN
(
D_IN
);
nrows
=
mxGetM
(
X_IN
);
m
=
mxGetN
(
X_IN
);
X
.
pr
=
mxGetPr
(
X_IN
);
blkstartPr
=
mxGetPr
(
BLKSTART_IN
);
nblk
=
mxGetM
(
BLKSTART_IN
)
*
mxGetN
(
BLKSTART_IN
)
-
1
;
mxAssert
(
nblk
>=
0
,
"blkstart size mismatch."
);
/* ------------------------------------------------------------
Allocate mwIndex working array blkstart(nblk+1).
------------------------------------------------------------ */
blkstart
=
(
mwIndex
*
)
mxCalloc
(
nblk
+
1
,
sizeof
(
mwIndex
));
/* ------------------------------------------------------------
Convert Fortran double to C mwIndex
------------------------------------------------------------ */
for
(
i
=
0
;
i
<=
nblk
;
i
++
){
j
=
(
mwIndex
)
blkstartPr
[
i
];
/* double to mwIndex */
mxAssert
(
j
>
0
,
""
);
blkstart
[
i
]
=
--
j
;
}
if
(
qDim
!=
blkstart
[
nblk
]
-
blkstart
[
0
]){
mxAssert
(
qDim
>=
blkstart
[
nblk
],
"d size mismatch."
);
d
+=
blkstart
[
0
];
/* Point to Lorentz norm-bound */
qDim
=
blkstart
[
nblk
]
-
blkstart
[
0
];
}
/* ------------------------------------------------------------
CASE THAT X IS FULL:
------------------------------------------------------------ */
if
(
!
mxIsSparse
(
X_IN
)){
if
(
nrows
!=
qDim
)
{
if
(
nrows
<
blkstart
[
nblk
]){
mxAssert
(
nrows
==
nblk
+
qDim
,
"X size mismatch"
);
X
.
pr
+=
nblk
;
/* Lorentz tr + norm bound */
}
else
{
/* LP, Lorentz, PSD */
X
.
pr
+=
blkstart
[
0
];
/* Point to Lorentz norm-bound */
}
}
/* ------------------------------------------------------------
DDOTX is full nblk x m.
------------------------------------------------------------ */
DDOTX_OUT
=
mxCreateDoubleMatrix
(
nblk
,
m
,
mxREAL
);
ddotx
.
pr
=
mxGetPr
(
DDOTX_OUT
);
/* ------------------------------------------------------------
Let blkstart -= blkstart[0], so that blkstart[0] = 0.
------------------------------------------------------------ */
j
=
blkstart
[
0
];
for
(
i
=
0
;
i
<=
nblk
;
i
++
)
blkstart
[
i
]
-=
j
;
/* ------------------------------------------------------------
Compute d[k]'*x[k,i] for all Lorentz blocks k.
------------------------------------------------------------ */
for
(
i
=
0
;
i
<
m
;
i
++
){
ddotxj
(
ddotx
.
pr
,
d
,
X
.
pr
,
blkstart
,
nblk
);
ddotx
.
pr
+=
nblk
;
X
.
pr
+=
nrows
;
/* to next column */
}
}
else
{
/* ------------------------------------------------------------
The CASE that X is SPARSE:
------------------------------------------------------------ */
mxAssert
(
nrows
>=
blkstart
[
nblk
],
"X size mismatch"
);
X
.
jc
=
mxGetJc
(
X_IN
);
X
.
ir
=
mxGetIr
(
X_IN
);
/* ------------------------------------------------------------
Get XqjcPr, pointing to start of Lorentz blocks in X.
------------------------------------------------------------ */
mxAssert
(
nrhs
>=
NPARIN
,
"ddot with sparse X requires more input arguments."
);
mxAssert
(
mxGetM
(
XBLKJC_IN
)
==
m
&&
mxGetN
(
XBLKJC_IN
)
>=
3
,
"Xjc size mismatch"
);
XjcPr
=
mxGetPr
(
XBLKJC_IN
)
+
m
;
/* Point to Xjc(:,2) */
/* ------------------------------------------------------------
Allocate working arrays:
mwIndex xjc1(2*m), xblk(qDim).
------------------------------------------------------------ */
xjc1
=
(
mwIndex
*
)
mxCalloc
(
MAX
(
2
*
m
,
1
),
sizeof
(
mwIndex
)
);
xblk
=
(
mwIndex
*
)
mxCalloc
(
MAX
(
qDim
,
1
),
sizeof
(
mwIndex
)
);
/* ------------------------------------------------------------
Convert double to mwIndex:
------------------------------------------------------------ */
for
(
i
=
0
;
i
<
2
*
m
;
i
++
)
xjc1
[
i
]
=
(
mwIndex
)
XjcPr
[
i
];
/* double to mwIndex */
/* ------------------------------------------------------------
Let k = xblk(j-blkstart[0]) iff
blkstart[k] <= j < blkstart[k+1], k=0:nblk-1.
------------------------------------------------------------ */
j
=
0
;
for
(
k
=
0
;
k
<
nblk
;
k
++
){
i
=
blkstart
[
k
+
1
]
-
blkstart
[
0
];
while
(
j
<
i
)
xblk
[
j
++
]
=
k
;
}
/* ------------------------------------------------------------
Let maxnnz := sum(xjc1(:,2)-xjc1(:,1)).
Create sparse output ddotX(nblk,m,maxnnz)
------------------------------------------------------------ */
maxnnz
=
0
;
for
(
i
=
0
;
i
<
m
;
i
++
)
maxnnz
+=
xjc1
[
m
+
i
]
-
xjc1
[
i
];
maxnnz
=
MAX
(
1
,
maxnnz
);
DDOTX_OUT
=
mxCreateSparse
(
nblk
,
m
,
maxnnz
,
mxREAL
);
ddotx
.
jc
=
mxGetJc
(
DDOTX_OUT
);
ddotx
.
ir
=
mxGetIr
(
DDOTX_OUT
);
ddotx
.
pr
=
mxGetPr
(
DDOTX_OUT
);
/* ------------------------------------------------------------
The real job:
------------------------------------------------------------ */
spddotxj
(
ddotx
,
d
,
X
.
ir
,
X
.
pr
,
xjc1
,
xjc1
+
m
,
xblk
,
blkstart
,
nblk
,
m
);
/* ------------------------------------------------------------
REALLOC (shrink) ddotx to ddotx.jc[m] nonzeros.
------------------------------------------------------------ */
maxnnz
=
MAX
(
1
,
ddotx
.
jc
[
m
]);
if
((
ddotx
.
ir
=
(
mwIndex
*
)
mxRealloc
(
ddotx
.
ir
,
maxnnz
*
sizeof
(
mwIndex
)))
==
NULL
)
mexErrMsgTxt
(
"Memory allocation error"
);
if
((
ddotx
.
pr
=
(
double
*
)
mxRealloc
(
ddotx
.
pr
,
maxnnz
*
sizeof
(
double
)))
==
NULL
)
mexErrMsgTxt
(
"Memory allocation error"
);
mxSetPr
(
DDOTX_OUT
,
ddotx
.
pr
);
mxSetIr
(
DDOTX_OUT
,
ddotx
.
ir
);
mxSetNzmax
(
DDOTX_OUT
,
maxnnz
);
/* ------------------------------------------------------------
Release working arrays (SPARSE PART).
------------------------------------------------------------ */
mxFree
(
xjc1
);
mxFree
(
xblk
);
}
/* ------------------------------------------------------------
Release common working arrays.
------------------------------------------------------------ */
mxFree
(
blkstart
);
}
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