def vanilla_cifar10_st_vgg(repeats, output_path=""):
args = Namespace(dataset="cifar10",
model='stVGG',
output_path=output_path,
verbose=True,
optimizer="sgd",
curriculum="vanilla",
batch_size=100,
num_epochs=140,
learning_rate=0.12,
lr_decay_rate=1.1,
minimal_lr=1e-3,
lr_batch_size=700,
batch_increase=100,
increase_amount=1.9,
starting_percent=0.04,
order="inception",
test_each=50,
repeats=repeats,
balance=True)
run_expriment(args)
def random_small_mammals(repeats, output_path=""):
args = Namespace(dataset="cifar100_subset_16",
model='stVGG',
output_path=output_path,
verbose=False,
optimizer="sgd",
curriculum="random",
batch_size=100,
num_epochs=140,
learning_rate=0.025,
lr_decay_rate=1.3,
minimal_lr=1e-4,
lr_batch_size=400,
batch_increase=100,
increase_amount=1.9,
starting_percent=0.04,
order="inception",
test_each=50,
repeats=repeats,
balance=True)
run_expriment(args)
