Mercurial > pylearn
view sandbox/rbm/parameters.py @ 402:ffdd2c199f2a
* Added momentum.
* Added deterministic_reconstruction_error.
author | Joseph Turian <turian@gmail.com> |
---|---|
date | Wed, 09 Jul 2008 15:27:12 -0400 |
parents | e0c9357456e0 |
children | c2e6a8fcc35e |
line wrap: on
line source
""" Parameters (weights) used by the L{Model}. """ import numpy import globals class Parameters: """ Parameters used by the L{Model}. """ def __init__(self, input_dimension=globals.INPUT_DIMENSION, hidden_dimension=globals.HIDDEN_DIMENSION, randomly_initialize=False, seed=globals.SEED): """ Initialize L{Model} parameters. @param randomly_initialize: If True, then randomly initialize according to the given seed. If False, then just use zeroes. """ if randomly_initialize: numpy.random.seed(seed) self.w = (numpy.random.rand(input_dimension, hidden_dimension)-0.5)/input_dimension self.b = numpy.zeros((1, hidden_dimension)) self.c = numpy.zeros((1, input_dimension)) else: self.w = numpy.zeros((input_dimension, hidden_dimension)) self.b = numpy.zeros((1, hidden_dimension)) self.c = numpy.zeros((1, input_dimension)) def __str__(self): s = "" s += "w: %s\n" % self.w s += "b: %s\n" % self.b s += "c: %s\n" % self.c return s