iicd/swap-nas
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change 201 acc to more info func

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This commit is contained in:
Mhrooz
2024-08-26 10:50:54 +02:00
parent aead4df707
commit ff85bba9cd
1 changed files with 8 additions and 5 deletions
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13
correlation.py
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@@ -55,7 +55,8 @@ if __name__ == "__main__":
results = [] results = []
nasbench_len = 15625 # nasbench_len = 15625
nasbench_len = 15
# for index, i in arch_info.iterrows(): # for index, i in arch_info.iterrows():
for i in range(nasbench_len): for i in range(nasbench_len):
@@ -64,10 +65,12 @@ if __name__ == "__main__":
config = api.get_net_config(i, 'cifar10') config = api.get_net_config(i, 'cifar10')
network = get_cell_based_tiny_net(config) network = get_cell_based_tiny_net(config)
nas_results = api.query_by_index(i, 'cifar10') # nas_results = api.query_by_index(i, 'cifar10')
acc = nas_results[111].get_eval('ori-test') # acc = nas_results[111].get_eval('ori-test')
nas_results = api.get_more_info(i, 'cifar10', None, hp=200, is_random=False)
acc = nas_results['test-accuracy']
print(type(network)) # print(type(network))
start_time = time.time() start_time = time.time()
# network = Network(3, 10, 1, eval(i.genotype)) # network = Network(3, 10, 1, eval(i.genotype))
@@ -96,10 +99,10 @@ if __name__ == "__main__":
results.append([np.mean(swap_score), acc, i]) results.append([np.mean(swap_score), acc, i])
results = pd.DataFrame(results, columns=['swap_score', 'valid_acc', 'index']) results = pd.DataFrame(results, columns=['swap_score', 'valid_acc', 'index'])
results.to_csv('swap_results.csv', float_format='%.4f', index=False)
print() print()
print(f'Spearman\'s Correlation Coefficient: {stats.spearmanr(results.swap_score, results.valid_acc)[0]}') print(f'Spearman\'s Correlation Coefficient: {stats.spearmanr(results.swap_score, results.valid_acc)[0]}')
results.to_csv('swap_results.csv', float_format='%.4f', index=False)