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D-X-Y
2021-01-25 21:48:14 +08:00
parent ec4f9c40c7
commit 06d5c547c9
19 changed files with 48 additions and 42 deletions
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16
exps/NATS-Bench/Analyze-time.py
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@@ -1,5 +1,5 @@
##############################################################################
# NATS-Bench: Benchmarking NAS algorithms for Architecture Topology and Size #
# NATS-Bench: Benchmarking NAS Algorithms for Architecture Topology and Size #
##############################################################################
# Copyright (c) Xuanyi Dong [GitHub D-X-Y], 2020.07 #
##############################################################################
@@ -19,15 +19,15 @@ from datasets import get_datasets
from nats_bench import create
def show_time(api):
print('Show the time for {:} with 12-epoch-training'.format(api))
def show_time(api, epoch=12):
print('Show the time for {:} with {:}-epoch-training'.format(api, epoch))
all_cifar10_time, all_cifar100_time, all_imagenet_time = 0, 0, 0
for index in tqdm.tqdm(range(len(api))):
info = api.get_more_info(index, 'ImageNet16-120', hp='12')
info = api.get_more_info(index, 'ImageNet16-120', hp=epoch)
imagenet_time = info['train-all-time']
info = api.get_more_info(index, 'cifar10-valid', hp='12')
info = api.get_more_info(index, 'cifar10-valid', hp=epoch)
cifar10_time = info['train-all-time']
info = api.get_more_info(index, 'cifar100', hp='12')
info = api.get_more_info(index, 'cifar100', hp=epoch)
cifar100_time = info['train-all-time']
# accumulate the time
all_cifar10_time += cifar10_time
@@ -41,8 +41,8 @@ def show_time(api):
if __name__ == '__main__':
api_nats_tss = create(None, 'tss', fast_mode=True, verbose=False)
show_time(api_nats_tss)
show_time(api_nats_tss, 12)
api_nats_sss = create(None, 'sss', fast_mode=True, verbose=False)
show_time(api_nats_sss)
show_time(api_nats_sss, 12)