diff DL/RLS-DLA/private/ompcore.h @ 60:ad36f80e2ccf

(none)

--- /dev/null	Thu Jan 01 00:00:00 1970 +0000
+++ b/DL/RLS-DLA/private/ompcore.h	Tue Mar 15 12:20:59 2011 +0000
@@ -0,0 +1,80 @@
+/**************************************************************************
+ *
+ * File name: ompcore.h
+ *
+ * Ron Rubinstein
+ * Computer Science Department
+ * Technion, Haifa 32000 Israel
+ * ronrubin@cs
+ *
+ * Last Updated: 18.8.2009
+ *
+ * Contains the core implementation of Batch-OMP / OMP-Cholesky.
+ *
+ *************************************************************************/
+
+
+#ifndef __OMP_CORE_H__
+#define __OMP_CORE_H__
+
+
+#include "mex.h"
+
+
+
+/**************************************************************************
+ * Perform Batch-OMP or OMP-Cholesky on a specified set of signals, using
+ * either a fixed number of atoms or an error bound.
+ *
+ * Parameters (not all required):
+ *
+ *   D - the dictionary, of size n X m
+ *   x - the signals, of size n X L
+ *   DtX - D'*x, of size m X L
+ *   XtX - squared norms of the signals in x, sum(x.*x), of length L
+ *   G - D'*D, of size m X m
+ *   T - target sparsity, or maximal number of atoms for error-based OMP
+ *   eps - target residual norm for error-based OMP
+ *   gamma_mode - one of the constants FULL_GAMMA or SPARSE_GAMMA
+ *   profile - if non-zero, profiling info is printed
+ *   msg_delta - positive: the # of seconds between status prints, otherwise: nothing is printed
+ *   erroromp - if nonzero indicates error-based OMP, otherwise fixed sparsity OMP
+ *
+ * Usage:
+ *
+ *   The function can be called using different parameters, and will have
+ *   different complexity depending on the parameters specified. Arrays which
+ *   are not specified should be passed as null (0). When G is specified, 
+ *   Batch-OMP is performed. Otherwise, OMP-Cholesky is performed.
+ *
+ *   Fixed-sparsity usage:
+ *   ---------------------
+ *   Either DtX, or D and x, must be specified. Specifying DtX is more efficient.
+ *   XtX does not need to be specified.
+ *   When D and x are specified, G is not required. However, not providing G
+ *   will significantly degrade efficiency.
+ *   The number of atoms must be specified in T. The value of eps is ignored.
+ *   Finally, set erroromp to 0.
+ *
+ *   Error-OMP usage:
+ *   ----------------
+ *   Either DtX and Xtx, or D and x, must be specified. Specifying DtX and XtX
+ *   is more efficient.
+ *   When D and x are specified, G is not required. However, not providing G
+ *   will significantly degrade efficiency.
+ *   The target error must be specified in eps. A hard limit on the number
+ *   of atoms can also be specified via the parameter T. Otherwise, T should 
+ *   be negative. Finally, set erroromp to nonzero.
+ *
+ *
+ * Returns: 
+ *   An mxArray containing the sparse representations of the signals in x
+ *   (allocated using the appropriate mxCreateXXX() function).
+ *   The array is either full or sparse, depending on gamma_mode.
+ *
+ **************************************************************************/
+mxArray* ompcore(double D[], double x[], double DtX[], double XtX[], double G[], mwSize n, mwSize m, mwSize L,
+                 int T, double eps, int gamma_mode, int profile, double msg_delta, int erroromp);
+
+
+#endif