def __init__(self, k=5, nbits=18, lamb=.1):
self.vector = VowpalVector(nbits)
self.batchSize = k # Batch size. k=1 is SGD, k=N is batch GD
self.t = 1
self.lamb = lamb
self.inputfile = None
self.outputfile = None
class Pegasos:
def __init__(self, k=5, nbits=18, lamb=.1):
self.vector = VowpalVector(nbits)
self.batchSize = k # Batch size. k=1 is SGD, k=N is batch GD
self.t = 1
self.lamb = lamb
self.inputfile = None
self.outputfile = None
def setInputFile(self, filename):
self.inputfile = filename
def setOutputFile(self, filename):
self.outputfile = filename
def iterate(self, filename=None):
""" Single pass over the input dataset"""
if self.inputfile is None and filename is None:
print "No input file specified."
else:
if filename is None:
filename = self.inputfile
currentBatch = []
inputfile = open(filename, 'r')
for line in inputfile:
splitLine = line.split(',')
currentBatch.append(splitLine)
if len(currentBatch) >= self.batchSize:
self.vector.processBatch(currentBatch, self.t)
self.t = self.t + 1
currentBatch = []
if len(currentBatch) > 0:
self.vector.processBatch(currentBatch, self.t)
inputfile.close()