seed = args.seed
if seed is None:
seed = np.random.randint(0, (2**32) - 1)
print("Using seed {}".format(seed))
print("Loading data")
print("----------")
# ds1_details = {
# 'data': loader.HTRU2Data(verbose=verbose, seed=seed),
# 'name': 'HTRU2',
# 'readable_name': 'HTRU2',
# }
ds1_details = {
'data': loader.PenDigitData(verbose=verbose, seed=seed),
'name': 'pen_digits',
'readable_name': 'Handwritten Digits',
}
ds2_details = {
'data': loader.CreditDefaultData(verbose=verbose, seed=seed),
'name': 'credit_default',
'readable_name': 'Credit Default',
}
# ds2_details = {
# 'data': None,
# 'name': None,
# 'readable_name': None,
# }
threads = args.threads
seed = args.seed
if seed is None:
seed = np.random.randint(0, (2**32) - 1)
print("Using seed {}".format(seed))
print("Loading data")
print("----------")
ds1_data = loader.CreditDefaultData(verbose=verbose, seed=seed)
ds1_name = 'credit_default'
ds1_readable_name = 'Credit Default'
ds1_data.load_and_process()
ds2_data = loader.PenDigitData(verbose=verbose, seed=seed)
ds2_name = 'pen_digits'
ds2_readable_name = 'Handwritten Digits'
ds2_data.load_and_process()
if verbose:
print("----------")
print("Running experiments")
timings = {}
experiment_details_ds1 = experiments.ExperimentDetails(ds1_data,
ds1_name,
ds1_readable_name,
threads=threads,
seed=seed)