'''
This implements the standard SGD algorithm
'''
from params import Params
from latent_model import LatentModel
from mm_data_file import MMDataFile
from sgd_mf_machine import SGDMachine
import time
import numpy as np
if __name__ == "__main__":
# Parameters/Model initialization
params = Params()
params.parse_args("SGD method.")
params.print_params()
model = LatentModel(params)
# Handling I/O things
data = MMDataFile()
data.read_file(params)
print "File load successful..."
# Run the actual training program
program = SGDMachine()
start = time.clock()
program.train(params, model, data)
proc_time = (time.clock() - start)
