main_album.py

"""
Experiment for AROC algorithm.
"""
import time
import numpy as np
from aroc import aroc
from metrics import f1_score


def main():

    faces_feature = """1.jpg ==== [[[-0.7183648943901062, 0.24911446869373322, -0.10534566640853882, -0.2502898871898651, -0.795711100101471, -0.19666250050067902, -0.15457765758037567, -0.5702183246612549, 0.7657853960990906, 0.595500111579895, -0.7903324365615845, -1.0109049081802368, -0.09226018190383911, -0.6051132678985596, 0.18581177294254303, -0.2781824469566345, -0.26161471009254456, -0.5561042428016663, 0.8473129868507385, 0.5489601492881775, -0.6854469776153564, 0.23657108843326569, 0.2964169383049011, 0.07128211855888367, -0.10338626801967621, -0.11208364367485046, 0.19952452182769775, -0.06626643240451813, -0.1959439069032669, -0.5582541823387146, -1.0655096769332886, -0.06479791551828384, -0.14065015316009521, -0.9709566235542297, -0.031749602407217026, -0.3272293210029602, -1.336584210395813, -0.12505394220352173, -0.43907102942466736, -0.3913746476173401, 0.1719883233308792, 0.49955233931541443, -0.42914655804634094, -0.050100743770599365, -0.5096033215522766, 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        "\n")
    facedict = {x.split("====")[0].replace(" ", ""): eval(x.split("====")[1]) for x in faces_feature}
    facefeas = list(facedict.values())
    features = []
    for fea in facefeas:
        for fa in fea:
            features.append(fa[0])

    features = np.asarray(features)

    label_lookup = {0: 0, 1: 0, 2: 0, 3: 0, 4: 0,
                    5: 1, 6: 1, 7: 1, 8: 1, 9: 1,
                    10: 2, 11: 2, 12: 2, 13: 2, 14: 2,
                    15: 3, 16: 4, }

    start_time = time.time()
    clusters = aroc(features, len(features)//2, 0.5, 40)
    print('Time taken for clustering: {:.3f} seconds'.format(
        time.time() - start_time))

    print(clusters)
    _, _, _, precision, recall, score = f1_score(
        clusters, label_lookup)
    print('Clusters: {}  Precision: {:.3f}  Recall: {:.3f}  F1: {:.3f}'.format(
        len(clusters), precision, recall, score))


if __name__ == '__main__':
    main()