xautodl/exps/experimental/test-flops.py
2020-03-30 16:20:01 -07:00

25 lines
759 B
Python

import sys, time, random, argparse
from copy import deepcopy
import torchvision.models as models
from pathlib import Path
lib_dir = (Path(__file__).parent / '..' / '..' / 'lib').resolve()
if str(lib_dir) not in sys.path: sys.path.insert(0, str(lib_dir))
from utils import get_model_infos
#from models.ImageNet_MobileNetV2 import MobileNetV2
from torchvision.models.mobilenet import MobileNetV2
def main(width_mult):
# model = MobileNetV2(1001, width_mult, 32, 1280, 'InvertedResidual', 0.2)
model = MobileNetV2(width_mult=width_mult)
print(model)
flops, params = get_model_infos(model, (2, 3, 224, 224))
print('FLOPs : {:}'.format(flops))
print('Params : {:}'.format(params))
print('-'*50)
if __name__ == '__main__':
main(1.0)
main(1.4)