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run.py
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import argparse
import os
parser = argparse.ArgumentParser(description="Run experiments and reproduce results.")
parser.add_argument('--SGD_lr_search', action='store_true')
parser.add_argument('--SVRG_lr_search', action='store_true')
parser.add_argument('--SGD_small_batch_lr_search', action='store_true')
parser.add_argument('--SVRG_small_batch_lr_search', action='store_true')
parser.add_argument('--SGD_tiny_batch_lr_search', action='store_true')
parser.add_argument('--SVRG_tiny_batch_lr_search', action='store_true')
parser.add_argument('--CIFAR10_SGD_lr_search', action='store_true')
parser.add_argument('--CIFAR10_SVRG_lr_search', action='store_true')
parser.add_argument('--CIFAR10_SGD_small_batch_lr_search', action='store_true')
parser.add_argument('--CIFAR10_SVRG_small_batch_lr_search', action='store_true')
LR_RANGE = [0.1, 0.03, 0.01, 0.003, 0.001]
def SGD_lr_search():
arg_list_template = [
'python', 'run_svrg.py',
'--exp_name', 'SGD_lr_search',
'--optimizer', 'SGD',
'--nn_model', 'MNIST_one_layer',
'--dataset', 'MNIST',
'--n_epoch', '100',
'--batch_size', '128',
'--weight_decay', '0.0001',
'--lr']
for lr in LR_RANGE:
arg_list = arg_list_template + [str(lr)]
command = ' '.join(arg_list)
print(command)
os.system(command)
def SVRG_lr_search():
arg_list_template = [
'python', 'run_svrg.py',
'--exp_name', 'SVRG_lr_search',
'--optimizer', 'SVRG',
'--nn_model', 'MNIST_one_layer',
'--dataset', 'MNIST',
'--n_epoch', '100',
'--batch_size', '128',
'--weight_decay', '0.0001',
'--lr']
for lr in LR_RANGE:
arg_list = arg_list_template + [str(lr)]
command = ' '.join(arg_list)
print(command)
os.system(command)
def SGD_small_batch_lr_search():
arg_list_template = [
'python', 'run_svrg.py',
'--exp_name', 'SGD_small_batch_lr_search',
'--optimizer', 'SGD',
'--nn_model', 'MNIST_one_layer',
'--dataset', 'MNIST',
'--n_epoch', '100',
'--batch_size', '16',
'--weight_decay', '0.0001',
'--lr']
for lr in LR_RANGE:
arg_list = arg_list_template + [str(lr)]
command = ' '.join(arg_list)
print(command)
os.system(command)
def SVRG_small_batch_lr_search():
arg_list_template = [
'python', 'run_svrg.py',
'--exp_name', 'SVRG_small_batch_lr_search',
'--optimizer', 'SVRG',
'--nn_model', 'MNIST_one_layer',
'--dataset', 'MNIST',
'--n_epoch', '100',
'--batch_size', '16',
'--weight_decay', '0.0001',
'--lr']
for lr in LR_RANGE:
arg_list = arg_list_template + [str(lr)]
command = ' '.join(arg_list)
print(command)
os.system(command)
def SGD_tiny_batch_lr_search():
arg_list_template = [
'python', 'run_svrg.py',
'--exp_name', 'SGD_tiny_batch_lr_search',
'--optimizer', 'SGD',
'--nn_model', 'MNIST_one_layer',
'--dataset', 'MNIST',
'--n_epoch', '100',
'--batch_size', '4',
'--weight_decay', '0.0001',
'--lr']
for lr in LR_RANGE:
arg_list = arg_list_template + [str(lr)]
command = ' '.join(arg_list)
print(command)
os.system(command)
def SVRG_tiny_batch_lr_search():
arg_list_template = [
'python', 'run_svrg.py',
'--exp_name', 'SVRG_tiny_batch_lr_search',
'--optimizer', 'SVRG',
'--nn_model', 'MNIST_one_layer',
'--dataset', 'MNIST',
'--n_epoch', '100',
'--batch_size', '4',
'--weight_decay', '0.0001',
'--lr']
for lr in LR_RANGE:
arg_list = arg_list_template + [str(lr)]
command = ' '.join(arg_list)
print(command)
os.system(command)
def CIFAR10_SGD_lr_search():
arg_list_template = [
'python', 'run_svrg.py',
'--exp_name', 'CIFAR10_SGD_lr_search',
'--optimizer', 'SGD',
'--nn_model', 'CIFAR10_convnet',
'--dataset', 'CIFAR10',
'--n_epoch', '100',
'--batch_size', '128',
'--weight_decay', '0.0001',
'--lr']
for lr in LR_RANGE:
arg_list = arg_list_template + [str(lr)]
command = ' '.join(arg_list)
print(command)
os.system(command)
def CIFAR10_SVRG_lr_search():
arg_list_template = [
'python', 'run_svrg.py',
'--exp_name', 'CIFAR10_SVRG_lr_search',
'--optimizer', 'SVRG',
'--nn_model', 'CIFAR10_convnet',
'--dataset', 'CIFAR10',
'--n_epoch', '100',
'--batch_size', '128',
'--weight_decay', '0.0001',
'--lr']
for lr in LR_RANGE:
arg_list = arg_list_template + [str(lr)]
command = ' '.join(arg_list)
print(command)
os.system(command)
def CIFAR10_SGD_small_batch_lr_search():
arg_list_template = [
'python', 'run_svrg.py',
'--exp_name', 'CIFAR10_SGD_small_batch_lr_search',
'--optimizer', 'SGD',
'--nn_model', 'CIFAR10_convnet',
'--dataset', 'CIFAR10',
'--n_epoch', '100',
'--batch_size', '16',
'--weight_decay', '0.0001',
'--lr']
for lr in LR_RANGE:
arg_list = arg_list_template + [str(lr)]
command = ' '.join(arg_list)
print(command)
os.system(command)
def CIFAR10_SVRG_small_batch_lr_search():
arg_list_template = [
'python', 'run_svrg.py',
'--exp_name', 'CIFAR10_SVRG_small_batch_lr_search',
'--optimizer', 'SVRG',
'--nn_model', 'CIFAR10_convnet',
'--dataset', 'CIFAR10',
'--n_epoch', '100',
'--batch_size', '16',
'--weight_decay', '0.0001',
'--lr']
for lr in LR_RANGE:
arg_list = arg_list_template + [str(lr)]
command = ' '.join(arg_list)
print(command)
os.system(command)
if __name__ == "__main__":
args = parser.parse_args()
if args.SGD_lr_search:
SGD_lr_search()
if args.SVRG_lr_search:
SVRG_lr_search()
if args.SGD_small_batch_lr_search:
SGD_small_batch_lr_search()
if args.SVRG_small_batch_lr_search:
SVRG_small_batch_lr_search()
if args.SGD_tiny_batch_lr_search:
SGD_tiny_batch_lr_search()
if args.SVRG_tiny_batch_lr_search:
SVRG_tiny_batch_lr_search()
# CIFAR10
if args.CIFAR10_SGD_lr_search:
CIFAR10_SGD_lr_search()
if args.CIFAR10_SVRG_lr_search:
CIFAR10_SVRG_lr_search()
if args.CIFAR10_SGD_small_batch_lr_search:
CIFAR10_SGD_small_batch_lr_search()
if args.CIFAR10_SVRG_small_batch_lr_search:
CIFAR10_SVRG_small_batch_lr_search()