Python LMTraining Examples

Example #1

File: lmt_01.py Project: ytsmiling/lmt

from config.svhn_avg.base import *
from src.model.classifier import LMTraining
from src.extension.c_scheduler import CScheduler
from src.extension.c_scheduler import GoyalSchedule

mode = ['lmt', 'lmt-fc']
start_c = 1e-5
end_c = 1e-1
model = LMTraining(predictor, preprocess, c=start_c)
extension += [(CScheduler(GoyalSchedule(start_c, end_c, 5)), (1, 'iteration'))]

Example #2

File: lmt_50.py Project: brandon-edwards/lmt

from config.outer_polytope.base import *
from src.model.classifier import LMTraining

mode = ['lmt', 'lmt-fc']
model = LMTraining(predictor, preprocess, c=50.)

Example #3

File: cw_30_1.py Project: ytsmiling/lmt

from config.outer_polytope.base import *
from src.model.classifier import LMTraining
from config.attack.cw_30_1_1_1 import attacker, attacker_args, attacker_kwargs

attacker = attacker(predictor, *attacker_args, **attacker_kwargs)
mode = ['default']
model = LMTraining(predictor, preprocess, attacker=attacker)
attacker.register_model(model)