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import unittest | ||
from apotheosis import Apotheosis | ||
from datalayer.hash_algorithm.tlsh_algorithm import TLSHHashAlgorithm | ||
from datalayer.node.hash_node import HashNode | ||
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APOTHEOSIS_HOST = "localhost:5000" | ||
HASHES = [ | ||
"T1A9817D1B87CF1EFCC4061974064FDC192098C0A046E496970F63B06779DE292F538F44", | ||
"T1F981478326FD18C5F5F3AFB45FF98024D832BD921A6AC56E01054A4E9AB2E54CD35B32", | ||
"T143816C05ABE51205E167F7702FF6C0AB892F7855CA3E4B6F004887671B53A407A16F7D", | ||
"T12481AB5067EE790DF1B2BD709E71C4354836FE105D73831F3680A989A5B4D7AC936B22", | ||
"T12781F94391825F638AC5A520482D324D792DE7BA035B39C392E89BF0964EFD67B302CD", | ||
"T1BA81F997BE82F4E3E7A8A840451E53473D2E823466320ADB76E3DF862456AC3273115B", | ||
"T13A819352F3115536C5E011507A4E76EA773ED8B14B5E5EEB9250ECEE8008BE73B7022B", | ||
"T12F81C557F34428230491902182CDAEEF755DB0F01B9AA8C7B382DCB97D1DAAAB674701", | ||
"T16681941BE2416823BA509064F71CB5EB7F0C50321B6A38CBF313AE95155D9E3A23625A", | ||
"T18281C79196908553B09590E09E8E7FF5FA0FE1380B4554CBB3D038FE6118EE3BB241AB" | ||
] | ||
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APROX_HASHES = ["T12B81E2134758C0E3CA097B381202C62AC793B46686CD9E2E8F9190EC89C537B5E7AF4C", | ||
"T1DF8174A9C2A506F9C6FFC292D6816333FEF1B845C419121A0F91CF5359B5B21FA3A304"] | ||
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class TestApotheosis(unittest.TestCase): | ||
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def setUp(self): | ||
self.apo_model = Apotheosis(M=64, ef=32, Mmax=64, Mmax0=128, distance_algorithm=TLSHHashAlgorithm) | ||
for hash in HASHES: | ||
self.apo_model.insert(HashNode(hash, TLSHHashAlgorithm)) | ||
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def test_insertion(self): | ||
found, exact, _ = self.apo_model.knn_search(query=HashNode(HASHES[3], TLSHHashAlgorithm), k=1, ef=4) | ||
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self.assertTrue(found) | ||
self.assertEqual(exact.get_id(), "T12481AB5067EE790DF1B2BD709E71C4354836FE105D73831F3680A989A5B4D7AC936B22") | ||
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def test_search_exact(self): | ||
expected_founds = [True for i in range (0, 10)] | ||
actual_founds = [] | ||
actual_hashes = [] | ||
for hash in HASHES: | ||
found, exact, result_dict = self.apo_model.knn_search(HashNode(hash, TLSHHashAlgorithm), k=1, ef=4) | ||
actual_hashes.append(exact.get_id()) | ||
actual_founds.append(found) | ||
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self.assertEqual(actual_founds, expected_founds) | ||
self.assertEqual(actual_hashes, HASHES) | ||
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def test_search_approximate(self): | ||
expected_founds = [False, False] | ||
expected_distances = [236, 224] | ||
actual_distances = [] | ||
actual_founds = [] | ||
for hash in APROX_HASHES: | ||
found, _, result_dict = self.apo_model.knn_search(HashNode(hash, TLSHHashAlgorithm), k=1, ef=4) | ||
actual_distances.append(list(result_dict.keys())[0]) | ||
actual_founds.append(found) | ||
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self.assertEqual(actual_founds, expected_founds) | ||
self.assertEqual(actual_distances, expected_distances) | ||
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@unittest.skip("?") | ||
def test_deletion(self): | ||
for hash in HASHES[:5]: | ||
self.apo_model.delete(HashNode(hash, TLSHHashAlgorithm)) | ||
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expected_founds = [False, False, False, False, False, True, True, True, True, True] | ||
actual_founds = [] | ||
for hash in HASHES: | ||
found, exact, result_dict = self.apo_model.knn_search(HashNode(hash, TLSHHashAlgorithm), 1) | ||
actual_founds.append(found) | ||
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self.assertEqual(actual_founds, expected_founds) | ||
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if __name__ == '__main__': | ||
unittest.main() |