pyfaust.factparams.ConstraintReal Class Reference

This class represents a real constraint on a matrix. More...

Public Member Functions
def	__init__ (self, name, num_rows, num_cols, cons_value, normalized=False, pos=False)
	Constructs a real type constraint. More...
def	project (self, M)
Public Member Functions inherited from pyfaust.factparams.ConstraintGeneric
def	is_int_constraint (self)
	Returns True if this constraint is a ConstraintInt, False otherwise. More...
def	is_real_constraint (self)
	Returns True if this constraint is a ConstraintReal, False otherwise. More...
def	is_mat_constraint (self)
	Returns True if this constraint is a ConstraintMat, False otherwise. More...
def	__repr__ (self)

Additional Inherited Members
Public Attributes inherited from pyfaust.factparams.ConstraintGeneric
	normalized
	pos
Properties inherited from pyfaust.factparams.ConstraintGeneric
	name = property
	Property to access the ConstraintName of the constraint. More...
	shape = property

Detailed Description

This class represents a real constraint on a matrix.

It constrains a matrix by a column/row-vector 2-norm (ConstraintName.NORMCOL, ConstraintName.NORMLIN).

See also

ConstraintReal.__init__

Constructor & Destructor Documentation

__init__()

def pyfaust.factparams.ConstraintReal.__init__	(		self,
			name,
			num_rows,
			num_cols,
			cons_value,
			normalized = False,
			pos = False
	)

Constructs a real type constraint.

Parameters

name	(ConstraintName or str) must be a ConstraintName instance set with a value among NORMCOL, NORMLIN (cf. ConstraintName) or it can also be one of the more handy str aliases which are respectively: 'normcol', 'normlin'.
num_rows	(int) the number of columns of the constrained matrix.
num_cols	(int) the number of columns of the constrained matrix.
cons_value	(float) the parameter value of the constraint, it must be a float number that designates the 2-norm imposed to all columns (if name is ConstraintName.NORMCOL) or rows (if name is ConstraintName.NORMLIN).

Examples

>>> from pyfaust.factparams import ConstraintReal
>>> from numpy.random import rand, seed
>>> from numpy.linalg import norm
>>> seed(42) # just for reproducibility
>>> cons = ConstraintReal('normcol', 10, 10, 2.) # a short for ConstraintReal(ConstraintName(ConstraintName.NORMCOL), 10, 10, 2.)
>>> M = rand(10,10)*10
>>> norm(M[:,2])
18.91380623771181
>>> norm(cons.project(M)[:,2])
1.9999999999999998

See also

ConstraintGeneric.__init__

Reimplemented from pyfaust.factparams.ConstraintGeneric.

Member Function Documentation

project()

def pyfaust.factparams.ConstraintReal.project	(		self,
			M
	)

See also

ConstraintGeneric.project

Reimplemented from pyfaust.factparams.ConstraintGeneric.

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The documentation for this class was generated from the following file:

• factparams.py