|GNU Octave Manual Version 3|
by John W. Eaton, David Bateman, Søren Hauberg
Paperback (6"x9"), 568 pages
RRP £24.95 ($39.95)
18.104.22.168 The Return Types of Operators and Functions
Octave attempts to return results of sparse matrix operations with an appropriate type, either sparse or full. When a matrix exceeds a certain density of non-zero elements it no longer makes sense to store it as a sparse matrix. For this reason, operators and functions that have a high probability of generating a full matrix result will always return a full matrix.
For example, adding a scalar constant to a sparse matrix returns a full matrix. This is true even if the constant is zero.
speye(3) + 0 => 1 0 0 0 1 0 0 0 1
Additionally, if the optional setting
enabled, all sparse functions test the amount of memory occupied by
their result to see if it is larger than the amount that would be used
by the equivalent full matrix. Therefore
speye (2) * 1 will
return a full matrix, as the memory used for the full version is
smaller than the sparse version.
As Octave provides a complete set of mixed operators and functions for
full and sparse matrices, automatic conversion generally allows
results to be computed in the most efficient way. However, a penalty
can occur when a sparse matrix is promoted to a full matrix, and
subsequent operations would resparsify the matrix. Such cases are
rare, but can be artificially created. For example
(fliplr(speye(3)) + speye(3)) - speye(3) gives a full matrix
when it should give a sparse one. In general, where such cases occur,
they impose only a small memory cost.
To avoid confusion, the
sparse function, and other functions
based on it (such as
speye), always return a sparse matrix,
even if the memory used will be larger than its full representation.
This ensures that expressions such as
diag (sparse([1,2,3]), -1)
always return a sparse matrix.
- Built-in Function: val = sparse_auto_mutate ()
- Built-in Function: old_val = sparse_auto_mutate (new_val)
- Query or set the internal variable that controls whether Octave will
automatically mutate sparse matrices to real matrices to save memory.
s = speye(3); sparse_auto_mutate (false) s (:, 1) = 1; typeinfo (s) => sparse matrix sparse_auto_mutate (true) s (1, :) = 1; typeinfo (s) => matrix
Note that the
sparse_auto_mutate option is incompatible with
Matlab, and so it is off by default.
|ISBN 095461206X||GNU Octave Manual Version 3||See the print edition|