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Update REA, REINFORCE, RANDOM, and BOHB

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D-X-Y
2020-07-14 11:53:21 +00:00
parent 168b08d9e6
commit 2c861f33c4
8 changed files with 79 additions and 88 deletions
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6
lib/nas_201_api/api_utils.py
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@@ -68,14 +68,14 @@ class NASBenchMetaAPI(metaclass=abc.ABCMeta):
def reset_time(self):
self._used_time = 0
def simulate_train_eval(self, arch, dataset, hp='12', account_time=True):
def simulate_train_eval(self, arch, dataset, iepoch=None, hp='12', account_time=True):
index = self.query_index_by_arch(arch)
all_names = ('cifar10', 'cifar100', 'ImageNet16-120')
assert dataset in all_names, 'Invalid dataset name : {:} vs {:}'.format(dataset, all_names)
if dataset == 'cifar10':
info = self.get_more_info(index, 'cifar10-valid', iepoch=None, hp=hp, is_random=True)
info = self.get_more_info(index, 'cifar10-valid', iepoch=iepoch, hp=hp, is_random=True)
else:
info = self.get_more_info(index, dataset, iepoch=None, hp=hp, is_random=True)
info = self.get_more_info(index, dataset, iepoch=iepoch, hp=hp, is_random=True)
valid_acc, time_cost = info['valid-accuracy'], info['train-all-time'] + info['valid-per-time']
latency = self.get_latency(index, dataset)
if account_time: