if not os.path.exists(working_dir):
try:
os.makedirs(working_dir)
except:
logging.exception("Cannot create working directory: {}".format(working_dir))
# create file handler which logs even debug messages
fh = logging.FileHandler(os.path.join(working_dir,'experiment.log'))
fh.setLevel(logging.DEBUG)
# create console handler with a higher log level
ch = logging.StreamHandler()
ch.setLevel(logging.INFO)
# create formatter and add it to the handlers
formatter = logging.Formatter('%(levelname)s - %(message)s')
fh.setFormatter(formatter)
ch.setFormatter(formatter)
# add the handlers to the logger
logger.addHandler(fh)
logger.addHandler(ch)
if model_file != None and os.path.exists(model_file):
mod_f = open(model_file,'r')
model_definition_string = mod_f.read()
models = SailGMM.gmm_list_from_string(model_definition_string)
test_gmm_classification(models=models, n_samples=n_samples, working_dir=args.working_dir,
apply_hlda=args.apply_hlda, hlda_nuisance_dims=args.hlda_nuisance_dims,
do_not_generate_features=args.do_not_generate_features)
except:
logging.exception(
"Cannot create working directory: {}".format(working_dir))
# create file handler which logs even debug messages
fh = logging.FileHandler(os.path.join(working_dir, 'experiment.log'))
fh.setLevel(logging.DEBUG)
# create console handler with a higher log level
ch = logging.StreamHandler()
ch.setLevel(logging.INFO)
# create formatter and add it to the handlers
formatter = logging.Formatter('%(levelname)s - %(message)s')
fh.setFormatter(formatter)
ch.setFormatter(formatter)
# add the handlers to the logger
logger.addHandler(fh)
logger.addHandler(ch)
if model_file != None and os.path.exists(model_file):
mod_f = open(model_file, 'r')
model_definition_string = mod_f.read()
models = SailGMM.gmm_list_from_string(model_definition_string)
test_gmm_classification(
models=models,
n_samples=n_samples,
working_dir=args.working_dir,
apply_hlda=args.apply_hlda,
hlda_nuisance_dims=args.hlda_nuisance_dims,
do_not_generate_features=args.do_not_generate_features)
