[Rd] FLAME
Jan de Leeuw
deleeuw at stat.ucla.edu
Sun Oct 26 16:43:33 MET 2003
Yesterday I ported FLAME to OS X
(http://www.cs.utexas.edu/users/flame/index.html).
FLAME is a system to automatically (currently semi-automatically)
generate
efficient and correct linear algebra routines in C or MATLAB or MPI
from descriptions
of the algorithms. It uses code that relies heavily on partitioning of
matrices,
and avoids indices as much as possible. There are a number of articles
in
TOMS on this approach, and on some applications. Short intro at
http://www.cs.utexas.edu/users/flame/new_FIREsite/Examples/index.html
I was able to shave 10%-20% of the time needed to do a large QR
decomposition,
compared to the LAPACK that is sitting in vecLib.framework. See the
examples
in http://www.cs.utexas.edu/users/flame/FIREsite/.
Now the FLAME group (in particular Robert van der Geijn, who is also
responsible
for PLAPACK) is interested in extending the FLAME approach to
non-standard
LAPACK extensions. I forward a message below, which he asked me to
forward
to "my community".
====================
If there were operations that are not (properly) supported by LAPACK,
what are they? In other words, what wish-list of
operations would you like to see supported by an LAPACK-like library
(just dense linear algebra, please)? What routines
in LAPACK were modified to get slightly different functionality?
An example we ran into was in updating the QR factorization:
LAPACK supports A -> Q R. But what if a new set of observations comes
in?
Given A->QR ,
/ A \ -> / Q1 \ R1
\ B / \ Q2 /
requires a complete new factorization, which is costly.
====================
I guess R-core can perhaps help getting more statistical computation
into FLAME
by answering these questions. I can forward answers, or you can directly
contact rvdg at cs.utexas.edu
===
Jan de Leeuw; Professor and Chair, UCLA Department of Statistics;
Editor: Journal of Multivariate Analysis, Journal of Statistical
Software
US mail: 8130 Math Sciences Bldg, Box 951554, Los Angeles, CA 90095-1554
phone (310)-825-9550; fax (310)-206-5658; email: deleeuw at stat.ucla.edu
homepage: http://gifi.stat.ucla.edu
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