import os import cv2 import inspireface as isf import numpy as np import os FEATURE = np.asarray([ 0.0706566, 0.00640248, 0.0418103, -0.00597861, 0.0269879, 0.0187478, 0.0486305, 0.0349162, -0.0080779, -0.0550556, 0.0229963, -0.00683422, -0.0338589, 0.0533989, -0.0371725, 0.000972469, 0.0612415, 0.0389846, -0.00126743, -0.0128782, 0.0935529, 0.0588179, 0.0164787, -0.00732871, -0.0458209, -0.0100137, -0.0372892, 0.000871123, 0.0245121, -0.0811471, -0.00481095, 0.0266868, 0.0712961, -0.0675362, -0.0117453, 0.0658745, -0.0694139, -0.00704822, -0.0237313, 0.0209365, 0.0131902, 0.00192449, -0.0593105, 0.0191942, -0.00625798, 0.00748682, 0.0533557, 0.0314002, -0.0627113, 0.0827862, 0.00336722, -0.0191575, -0.0180252, 0.0150318, -0.0686462, 0.0465634, 0.0627244, 0.0449248, -0.037054, -0.0486668, 0.040752, 0.0143315, -0.0763842, -0.0161973, 0.0319588, 0.0112792, -0.102007, 0.0649219, 0.0630833, 0.0421069, 0.0519043, -0.084082, 0.0249516, 0.023046, 0.071994, -0.0272229, 0.0167103, -0.00694243, 0.0366775, 0.0672882, 0.0122419, -0.0233413, -0.0144258, -0.012853, -0.0202025, 0.000983093, -0.00776073, -0.0268638, 0.00682446, 0.0262906, -0.0407654, -0.0144264, -0.0310807, 0.0596711, 0.0238081, -0.0138019, 0.000502882, 0.0496892, 0.0126823, 0.0511028, -0.0310699, -0.0322141, 0.00996936, 0.0675392, -0.0164277, 0.0930009, -0.037467, 0.0419618, -0.00358901, -0.0309569, -0.0225608, -0.0332198, 0.00102291, 0.108814, -0.0831313, 0.048208, -0.0277542, -0.061584, 0.0721224, -0.0795082, 0.0340047, 0.056139, -0.0166783, -0.0803042, -0.014245, -0.0476374, 0.048495, 0.0378856, 0.0706566, 0.00640248, 0.0418103, -0.00597861, 0.0269879, 0.0187478, 0.0486305, 0.0349162, -0.0080779, -0.0550556, 0.0229963, -0.00683422, -0.0338589, 0.0533989, -0.0371725, 0.000972469, 0.0612415, 0.0389846, -0.00126743, -0.0128782, 0.0935529, 0.0588179, 0.0164787, -0.00732871, -0.0458209, -0.0100137, -0.0372892, 0.000871123, 0.0245121, -0.0811471, -0.00481095, 0.0266868, 0.0712961, -0.0675362, -0.0117453, 0.0658745, -0.0694139, -0.00704822, -0.0237313, 0.0209365, 0.0131902, 0.00192449, -0.0593105, 0.0191942, -0.00625798, 0.00748682, 0.0533557, 0.0314002, -0.0627113, 0.0827862, 0.00336722, -0.0191575, -0.0180252, 0.0150318, -0.0686462, 0.0465634, 0.0627244, 0.0449248, -0.037054, -0.0486668, 0.040752, 0.0143315, -0.0763842, -0.0161973, 0.0319588, 0.0112792, -0.102007, 0.0649219, 0.0630833, 0.0421069, 0.0519043, -0.084082, 0.0249516, 0.023046, 0.071994, -0.0272229, 0.0167103, -0.00694243, 0.0366775, 0.0672882, 0.0122419, -0.0233413, -0.0144258, -0.012853, -0.0202025, 0.000983093, -0.00776073, -0.0268638, 0.00682446, 0.0262906, -0.0407654, -0.0144264, -0.0310807, 0.0596711, 0.0238081, -0.0138019, 0.000502882, 0.0496892, 0.0126823, 0.0511028, -0.0310699, -0.0322141, 0.00996936, 0.0675392, -0.0164277, 0.0930009, -0.037467, 0.0419618, -0.00358901, -0.0309569, -0.0225608, -0.0332198, 0.00102291, 0.108814, -0.0831313, 0.048208, -0.0277542, -0.061584, 0.0721224, -0.0795082, 0.0340047, 0.056139, -0.0166783, -0.0803042, -0.014245, -0.0476374, 0.048495, 0.0378856, 0.0706566, 0.00640248, 0.0418103, -0.00597861, 0.0269879, 0.0187478, 0.0486305, 0.0349162, -0.0080779, -0.0550556, 0.0229963, -0.00683422, -0.0338589, 0.0533989, -0.0371725, 0.000972469, 0.0612415, 0.0389846, -0.00126743, -0.0128782, 0.0935529, 0.0588179, 0.0164787, -0.00732871, -0.0458209, -0.0100137, -0.0372892, 0.000871123, 0.0245121, -0.0811471, -0.00481095, 0.0266868, 0.0712961, -0.0675362, -0.0117453, 0.0658745, -0.0694139, -0.00704822, -0.0237313, 0.0209365, 0.0131902, 0.00192449, -0.0593105, 0.0191942, -0.00625798, 0.00748682, 0.0533557, 0.0314002, -0.0627113, 0.0827862, 0.00336722, -0.0191575, -0.0180252, 0.0150318, -0.0686462, 0.0465634, 0.0627244, 0.0449248, -0.037054, -0.0486668, 0.040752, 0.0143315, -0.0763842, -0.0161973, 0.0319588, 0.0112792, -0.102007, 0.0649219, 0.0630833, 0.0421069, 0.0519043, -0.084082, 0.0249516, 0.023046, 0.071994, -0.0272229, 0.0167103, -0.00694243, 0.0366775, 0.0672882, 0.0122419, -0.0233413, -0.0144258, -0.012853, -0.0202025, 0.000983093, -0.00776073, -0.0268638, 0.00682446, 0.0262906, -0.0407654, -0.0144264, -0.0310807, 0.0596711, 0.0238081, -0.0138019, 0.000502882, 0.0496892, 0.0126823, 0.0511028, -0.0310699, -0.0322141, 0.00996936, 0.0675392, -0.0164277, 0.0930009, -0.037467, 0.0419618, -0.00358901, -0.0309569, -0.0225608, -0.0332198, 0.00102291, 0.108814, -0.0831313, 0.048208, -0.0277542, -0.061584, 0.0721224, -0.0795082, 0.0340047, 0.056139, -0.0166783, -0.0803042, -0.014245, -0.0476374, 0.048495, 0.0378856, 0.0706566, 0.00640248, 0.0418103, -0.00597861, 0.0269879, 0.0187478, 0.0486305, 0.0349162, -0.0080779, -0.0550556, 0.0229963, -0.00683422, -0.0338589, 0.0533989, -0.0371725, 0.000972469, 0.0612415, 0.0389846, -0.00126743, -0.0128782, 0.0935529, 0.0588179, 0.0164787, -0.00732871, -0.0458209, -0.0100137, -0.0372892, 0.000871123, 0.0245121, -0.0811471, -0.00481095, 0.0266868, 0.0712961, -0.0675362, -0.0117453, 0.0658745, -0.0694139, -0.00704822, -0.0237313, 0.0209365, 0.0131902, 0.00192449, -0.0593105, 0.0191942, -0.00625798, 0.00748682, 0.0533557, 0.0314002, -0.0627113, 0.0827862, 0.00336722, -0.0191575, -0.0180252, 0.0150318, -0.0686462, 0.0465634, 0.0627244, 0.0449248, -0.037054, -0.0486668, 0.040752, 0.0143315, -0.0763842, -0.0161973, 0.0319588, 0.0112792, -0.102007, 0.0649219, 0.0630833, 0.0421069, 0.0519043, -0.084082, 0.0249516, 0.023046, 0.071994, -0.0272229, 0.0167103, -0.00694243, 0.0366775, 0.0672882, 0.0122419, -0.0233413, -0.0144258, -0.012853, -0.0202025, 0.000983093, -0.00776073, -0.0268638, 0.00682446, 0.0262906, -0.0407654, -0.0144264, -0.0310807, 0.0596711, 0.0238081, -0.0138019, 0.000502882, 0.0496892, 0.0126823, 0.0511028, -0.0310699, -0.0322141, 0.00996936, 0.0675392, -0.0164277, 0.0930009, -0.037467, 0.0419618, -0.00358901, -0.0309569, -0.0225608, -0.0332198, 0.00102291, 0.108814, -0.0831313, 0.048208, -0.0277542, -0.061584, 0.0721224, -0.0795082, 0.0340047, 0.056139, -0.0166783, -0.0803042, -0.014245, -0.0476374, 0.048495, 0.0378856,], dtype=np.float32) def case_feature_hub(): db_path = "test.db" # Configure the feature management system. feature_hub_config = isf.FeatureHubConfiguration( primary_key_mode=isf.HF_PK_AUTO_INCREMENT, enable_persistence=True, persistence_db_path=db_path, search_threshold=0.48, search_mode=isf.HF_SEARCH_MODE_EAGER, ) ret = isf.feature_hub_enable(feature_hub_config) assert ret, "Failed to enable FeatureHub." print(isf.feature_hub_get_face_count()) for i in range(10): v = np.random.rand(512).astype(np.float32) feature = isf.FaceIdentity(v, -1) isf.feature_hub_face_insert(feature) feature = isf.FaceIdentity(FEATURE, -1) isf.feature_hub_face_insert(feature) print(isf.feature_hub_get_face_count()) result = isf.feature_hub_face_search(FEATURE) print(result.confidence, result.similar_identity.id) assert os.path.exists(db_path), "FeatureHub database file not found." if __name__ == "__main__": case_feature_hub()