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Upgrade NAS-API to v2.0:

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we use an abstract class NASBenchMetaAPI to define the spec of an API; it can be inherited to support different kinds of NAS API, while keep the query interface the same.
This commit is contained in:
D-X-Y
2020-06-30 09:05:38 +00:00
parent 91ee265bd2
commit 6effb6f127
23 changed files with 1888 additions and 944 deletions
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3
exps/NAS-Bench-201/statistics-v2.py
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@@ -22,7 +22,7 @@ def create_result_count(used_seed: int, dataset: Text, arch_config: Dict[Text, A
results: Dict[Text, Any], dataloader_dict: Dict[Text, Any]) -> ResultsCount:
xresult = ResultsCount(dataset, results['net_state_dict'], results['train_acc1es'], results['train_losses'],
results['param'], results['flop'], arch_config, used_seed, results['total_epoch'], None)
net_config = dict2config({'name': 'infer.tiny', 'C': arch_config['channel'], 'N': arch_config['num_cells'], 'genotype': CellStructure.str2structure(arch_config['arch_str']), 'num_classes':arch_config['class_num']}, None)
net_config = dict2config({'name': 'infer.tiny', 'C': arch_config['channel'], 'N': arch_config['num_cells'], 'genotype': CellStructure.str2structure(arch_config['arch_str']), 'num_classes': arch_config['class_num']}, None)
network = get_cell_based_tiny_net(net_config)
network.load_state_dict(xresult.get_net_param())
if 'train_times' in results: # new version
@@ -126,7 +126,6 @@ def correct_time_related_info(arch_index: int, arch_info_full: ArchResults, arch
arch_info.reset_pseudo_eval_times('ImageNet16-120', None, 'ori-test', eval_per_sample * nums['ImageNet16-120-test'])
# arch_info_full.debug_test()
# arch_info_less.debug_test()
# import pdb; pdb.set_trace()
return arch_info_full, arch_info_less