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钟尚武
dlib
Commits
a99fc566
Commit
a99fc566
authored
Jan 20, 2013
by
Davis King
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Made svd_fast() accept a wider range of matrices as arguments.
parent
6391a034
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Showing
2 changed files
with
49 additions
and
23 deletions
+49
-23
matrix_la.h
dlib/matrix/matrix_la.h
+47
-21
matrix_la_abstract.h
dlib/matrix/matrix_la_abstract.h
+2
-2
No files found.
dlib/matrix/matrix_la.h
View file @
a99fc566
...
...
@@ -835,12 +835,17 @@ convergence:
// ----------------------------------------------------------------------------------------
// ----------------------------------------------------------------------------------------
template
<
typename
T
>
template
<
typename
T
,
long
Anr
,
long
Anc
,
typename
MM
,
typename
L
>
void
find_matrix_range
(
const
matrix
<
T
>&
A
,
const
matrix
<
T
,
Anr
,
Anc
,
MM
,
L
>&
A
,
unsigned
long
l
,
matrix
<
T
>&
Q
,
unsigned
long
q
=
0
matrix
<
T
,
Anr
,
0
,
MM
,
L
>&
Q
,
unsigned
long
q
)
/*!
requires
...
...
@@ -882,12 +887,20 @@ convergence:
// ----------------------------------------------------------------------------------------
template
<
typename
T
>
template
<
typename
T
,
long
Anr
,
long
Anc
,
long
Unr
,
long
Unc
,
long
Wnr
,
long
Wnc
,
long
Vnr
,
long
Vnc
,
typename
MM
,
typename
L
>
void
svd_fast
(
const
matrix
<
T
>&
A
,
matrix
<
T
>&
u
,
matrix
<
T
,
0
,
1
>&
w
,
matrix
<
T
>&
v
,
const
matrix
<
T
,
Anr
,
Anc
,
MM
,
L
>&
A
,
matrix
<
T
,
Unr
,
Unc
,
MM
,
L
>&
u
,
matrix
<
T
,
Wnr
,
Wnc
,
MM
,
L
>&
w
,
matrix
<
T
,
Vnr
,
Vnc
,
MM
,
L
>&
v
,
unsigned
long
l
,
unsigned
long
q
=
1
)
...
...
@@ -901,26 +914,31 @@ convergence:
<<
"
\n\t
A.size(): "
<<
A
.
size
()
);
matrix
<
T
>
Q
;
matrix
<
T
,
Anr
,
0
,
MM
,
L
>
Q
;
find_matrix_range
(
A
,
k
,
Q
,
q
);
// Compute trans(B) = trans(Q)*A. The reason we store B transposed
// is so that when we take its SVD later using svd3() it doesn't consume
// a whole lot of RAM. That is, we make sure the square matrix coming out
// of svd3() has size lxl rather than the potentially much larger nxn.
matrix
<
T
>
B
=
trans
(
A
)
*
Q
;
matrix
<
T
,
0
,
0
,
MM
,
L
>
B
=
trans
(
A
)
*
Q
;
svd3
(
B
,
v
,
w
,
u
);
u
=
Q
*
u
;
}
// ----------------------------------------------------------------------------------------
template
<
typename
sparse_vector_type
,
typename
T
>
template
<
typename
sparse_vector_type
,
typename
T
,
typename
MM
,
typename
L
>
void
find_matrix_range
(
const
std
::
vector
<
sparse_vector_type
>&
A
,
unsigned
long
l
,
matrix
<
T
>&
Q
,
unsigned
long
q
=
0
matrix
<
T
,
0
,
0
,
MM
,
L
>&
Q
,
unsigned
long
q
)
/*!
requires
...
...
@@ -962,7 +980,7 @@ convergence:
const
unsigned
long
n
=
max_index_plus_one
(
A
);
for
(
unsigned
long
itr
=
0
;
itr
<
q
;
++
itr
)
{
matrix
<
T
>
Z
(
n
,
l
);
matrix
<
T
,
0
,
0
,
MM
,
L
>
Z
(
n
,
l
);
// Compute Z = trans(A)*Q
Z
=
0
;
for
(
unsigned
long
m
=
0
;
m
<
A
.
size
();
++
m
)
...
...
@@ -1001,12 +1019,20 @@ convergence:
// ----------------------------------------------------------------------------------------
template
<
typename
sparse_vector_type
,
typename
T
>
template
<
typename
sparse_vector_type
,
typename
T
,
long
Unr
,
long
Unc
,
long
Wnr
,
long
Wnc
,
long
Vnr
,
long
Vnc
,
typename
MM
,
typename
L
>
void
svd_fast
(
const
std
::
vector
<
sparse_vector_type
>&
A
,
matrix
<
T
>&
u
,
matrix
<
T
,
0
,
1
>&
w
,
matrix
<
T
>&
v
,
matrix
<
T
,
Unr
,
Unc
,
MM
,
L
>&
u
,
matrix
<
T
,
Wnr
,
Wnc
,
MM
,
L
>&
w
,
matrix
<
T
,
Vnr
,
Vnc
,
MM
,
L
>&
v
,
unsigned
long
l
,
unsigned
long
q
=
1
)
...
...
@@ -1022,14 +1048,14 @@ convergence:
<<
"
\n\t
A.size(): "
<<
A
.
size
()
);
matrix
<
T
>
Q
;
matrix
<
T
,
0
,
0
,
MM
,
L
>
Q
;
find_matrix_range
(
A
,
k
,
Q
,
q
);
// Compute trans(B) = trans(Q)*A. The reason we store B transposed
// is so that when we take its SVD later using svd3() it doesn't consume
// a whole lot of RAM. That is, we make sure the square matrix coming out
// of svd3() has size lxl rather than the potentially much larger nxn.
matrix
<
T
>
B
(
n
,
k
);
matrix
<
T
,
0
,
0
,
MM
,
L
>
B
(
n
,
k
);
B
=
0
;
for
(
unsigned
long
m
=
0
;
m
<
A
.
size
();
++
m
)
{
...
...
dlib/matrix/matrix_la_abstract.h
View file @
a99fc566
...
...
@@ -141,7 +141,7 @@ namespace dlib
void
svd_fast
(
const
matrix
<
T
>&
A
,
matrix
<
T
>&
u
,
matrix
<
T
,
0
,
1
>&
w
,
matrix
<
T
>&
w
,
matrix
<
T
>&
v
,
unsigned
long
l
,
unsigned
long
q
=
1
...
...
@@ -191,7 +191,7 @@ namespace dlib
void
svd_fast
(
const
std
::
vector
<
sparse_vector_type
>&
A
,
matrix
<
T
>&
u
,
matrix
<
T
,
0
,
1
>&
w
,
matrix
<
T
>&
w
,
matrix
<
T
>&
v
,
unsigned
long
l
,
unsigned
long
q
=
1
...
...
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