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      SUBROUTINE <a name="SGEBD2.1"></a><a href="sgebd2.f.html#SGEBD2.1">SGEBD2</a>( M, N, A, LDA, D, E, TAUQ, TAUP, WORK, INFO )
<span class="comment">*</span><span class="comment">
</span><span class="comment">*</span><span class="comment">  -- LAPACK routine (version 3.1) --
</span><span class="comment">*</span><span class="comment">     Univ. of Tennessee, Univ. of California Berkeley and NAG Ltd..
</span><span class="comment">*</span><span class="comment">     November 2006
</span><span class="comment">*</span><span class="comment">
</span><span class="comment">*</span><span class="comment">     .. Scalar Arguments ..
</span>      INTEGER            INFO, LDA, M, N
<span class="comment">*</span><span class="comment">     ..
</span><span class="comment">*</span><span class="comment">     .. Array Arguments ..
</span>      REAL               A( LDA, * ), D( * ), E( * ), TAUP( * ),
     $                   TAUQ( * ), WORK( * )
<span class="comment">*</span><span class="comment">     ..
</span><span class="comment">*</span><span class="comment">
</span><span class="comment">*</span><span class="comment">  Purpose
</span><span class="comment">*</span><span class="comment">  =======
</span><span class="comment">*</span><span class="comment">
</span><span class="comment">*</span><span class="comment">  <a name="SGEBD2.18"></a><a href="sgebd2.f.html#SGEBD2.1">SGEBD2</a> reduces a real general m by n matrix A to upper or lower
</span><span class="comment">*</span><span class="comment">  bidiagonal form B by an orthogonal transformation: Q' * A * P = B.
</span><span class="comment">*</span><span class="comment">
</span><span class="comment">*</span><span class="comment">  If m &gt;= n, B is upper bidiagonal; if m &lt; n, B is lower bidiagonal.
</span><span class="comment">*</span><span class="comment">
</span><span class="comment">*</span><span class="comment">  Arguments
</span><span class="comment">*</span><span class="comment">  =========
</span><span class="comment">*</span><span class="comment">
</span><span class="comment">*</span><span class="comment">  M       (input) INTEGER
</span><span class="comment">*</span><span class="comment">          The number of rows in the matrix A.  M &gt;= 0.
</span><span class="comment">*</span><span class="comment">
</span><span class="comment">*</span><span class="comment">  N       (input) INTEGER
</span><span class="comment">*</span><span class="comment">          The number of columns in the matrix A.  N &gt;= 0.
</span><span class="comment">*</span><span class="comment">
</span><span class="comment">*</span><span class="comment">  A       (input/output) REAL array, dimension (LDA,N)
</span><span class="comment">*</span><span class="comment">          On entry, the m by n general matrix to be reduced.
</span><span class="comment">*</span><span class="comment">          On exit,
</span><span class="comment">*</span><span class="comment">          if m &gt;= n, the diagonal and the first superdiagonal are
</span><span class="comment">*</span><span class="comment">            overwritten with the upper bidiagonal matrix B; the
</span><span class="comment">*</span><span class="comment">            elements below the diagonal, with the array TAUQ, represent
</span><span class="comment">*</span><span class="comment">            the orthogonal matrix Q as a product of elementary
</span><span class="comment">*</span><span class="comment">            reflectors, and the elements above the first superdiagonal,
</span><span class="comment">*</span><span class="comment">            with the array TAUP, represent the orthogonal matrix P as
</span><span class="comment">*</span><span class="comment">            a product of elementary reflectors;
</span><span class="comment">*</span><span class="comment">          if m &lt; n, the diagonal and the first subdiagonal are
</span><span class="comment">*</span><span class="comment">            overwritten with the lower bidiagonal matrix B; the
</span><span class="comment">*</span><span class="comment">            elements below the first subdiagonal, with the array TAUQ,
</span><span class="comment">*</span><span class="comment">            represent the orthogonal matrix Q as a product of
</span><span class="comment">*</span><span class="comment">            elementary reflectors, and the elements above the diagonal,
</span><span class="comment">*</span><span class="comment">            with the array TAUP, represent the orthogonal matrix P as
</span><span class="comment">*</span><span class="comment">            a product of elementary reflectors.
</span><span class="comment">*</span><span class="comment">          See Further Details.
</span><span class="comment">*</span><span class="comment">
</span><span class="comment">*</span><span class="comment">  LDA     (input) INTEGER
</span><span class="comment">*</span><span class="comment">          The leading dimension of the array A.  LDA &gt;= max(1,M).
</span><span class="comment">*</span><span class="comment">
</span><span class="comment">*</span><span class="comment">  D       (output) REAL array, dimension (min(M,N))
</span><span class="comment">*</span><span class="comment">          The diagonal elements of the bidiagonal matrix B:
</span><span class="comment">*</span><span class="comment">          D(i) = A(i,i).
</span><span class="comment">*</span><span class="comment">
</span><span class="comment">*</span><span class="comment">  E       (output) REAL array, dimension (min(M,N)-1)
</span><span class="comment">*</span><span class="comment">          The off-diagonal elements of the bidiagonal matrix B:
</span><span class="comment">*</span><span class="comment">          if m &gt;= n, E(i) = A(i,i+1) for i = 1,2,...,n-1;
</span><span class="comment">*</span><span class="comment">          if m &lt; n, E(i) = A(i+1,i) for i = 1,2,...,m-1.
</span><span class="comment">*</span><span class="comment">
</span><span class="comment">*</span><span class="comment">  TAUQ    (output) REAL array dimension (min(M,N))
</span><span class="comment">*</span><span class="comment">          The scalar factors of the elementary reflectors which
</span><span class="comment">*</span><span class="comment">          represent the orthogonal matrix Q. See Further Details.
</span><span class="comment">*</span><span class="comment">
</span><span class="comment">*</span><span class="comment">  TAUP    (output) REAL array, dimension (min(M,N))
</span><span class="comment">*</span><span class="comment">          The scalar factors of the elementary reflectors which
</span><span class="comment">*</span><span class="comment">          represent the orthogonal matrix P. See Further Details.
</span><span class="comment">*</span><span class="comment">
</span><span class="comment">*</span><span class="comment">  WORK    (workspace) REAL array, dimension (max(M,N))
</span><span class="comment">*</span><span class="comment">
</span><span class="comment">*</span><span class="comment">  INFO    (output) INTEGER
</span><span class="comment">*</span><span class="comment">          = 0: successful exit.
</span><span class="comment">*</span><span class="comment">          &lt; 0: if INFO = -i, the i-th argument had an illegal value.
</span><span class="comment">*</span><span class="comment">
</span><span class="comment">*</span><span class="comment">  Further Details
</span><span class="comment">*</span><span class="comment">  ===============
</span><span class="comment">*</span><span class="comment">
</span><span class="comment">*</span><span class="comment">  The matrices Q and P are represented as products of elementary
</span><span class="comment">*</span><span class="comment">  reflectors:
</span><span class="comment">*</span><span class="comment">
</span><span class="comment">*</span><span class="comment">  If m &gt;= n,
</span><span class="comment">*</span><span class="comment">
</span><span class="comment">*</span><span class="comment">     Q = H(1) H(2) . . . H(n)  and  P = G(1) G(2) . . . G(n-1)
</span><span class="comment">*</span><span class="comment">
</span><span class="comment">*</span><span class="comment">  Each H(i) and G(i) has the form:
</span><span class="comment">*</span><span class="comment">
</span><span class="comment">*</span><span class="comment">     H(i) = I - tauq * v * v'  and G(i) = I - taup * u * u'
</span><span class="comment">*</span><span class="comment">
</span><span class="comment">*</span><span class="comment">  where tauq and taup are real scalars, and v and u are real vectors;
</span><span class="comment">*</span><span class="comment">  v(1:i-1) = 0, v(i) = 1, and v(i+1:m) is stored on exit in A(i+1:m,i);
</span><span class="comment">*</span><span class="comment">  u(1:i) = 0, u(i+1) = 1, and u(i+2:n) is stored on exit in A(i,i+2:n);
</span><span class="comment">*</span><span class="comment">  tauq is stored in TAUQ(i) and taup in TAUP(i).
</span><span class="comment">*</span><span class="comment">
</span><span class="comment">*</span><span class="comment">  If m &lt; n,
</span><span class="comment">*</span><span class="comment">
</span><span class="comment">*</span><span class="comment">     Q = H(1) H(2) . . . H(m-1)  and  P = G(1) G(2) . . . G(m)
</span><span class="comment">*</span><span class="comment">
</span><span class="comment">*</span><span class="comment">  Each H(i) and G(i) has the form:
</span><span class="comment">*</span><span class="comment">
</span><span class="comment">*</span><span class="comment">     H(i) = I - tauq * v * v'  and G(i) = I - taup * u * u'
</span><span class="comment">*</span><span class="comment">
</span><span class="comment">*</span><span class="comment">  where tauq and taup are real scalars, and v and u are real vectors;
</span><span class="comment">*</span><span class="comment">  v(1:i) = 0, v(i+1) = 1, and v(i+2:m) is stored on exit in A(i+2:m,i);
</span><span class="comment">*</span><span class="comment">  u(1:i-1) = 0, u(i) = 1, and u(i+1:n) is stored on exit in A(i,i+1:n);
</span><span class="comment">*</span><span class="comment">  tauq is stored in TAUQ(i) and taup in TAUP(i).
</span><span class="comment">*</span><span class="comment">
</span><span class="comment">*</span><span class="comment">  The contents of A on exit are illustrated by the following examples:
</span><span class="comment">*</span><span class="comment">
</span><span class="comment">*</span><span class="comment">  m = 6 and n = 5 (m &gt; n):          m = 5 and n = 6 (m &lt; n):
</span><span class="comment">*</span><span class="comment">
</span><span class="comment">*</span><span class="comment">    (  d   e   u1  u1  u1 )           (  d   u1  u1  u1  u1  u1 )

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