58ec59639a00d0bf885968dd885aaba610ece6d5,autosklearn/metrics/classification_metrics.py,,acc_metric,#Any#Any#Any#,22

Before Change

    label_num = solution.shape[1]
    bin_predictions = binarize_predictions(prediction, task)
    tn, fp, tp, fn = acc_stat(solution, bin_predictions)
    // Bounding to avoid division by 0
    eps = np.float(1e-15)
    tp = np.sum(tp)

After Change

    bin_predictions = binarize_predictions(prediction, task)
    tn = np.sum(np.multiply((1 - solution), (1 - bin_predictions)))
    fn = np.sum(np.multiply(solution, (1 - bin_predictions)))
    tp = np.sum(np.multiply(solution, bin_predictions))
    fp = np.sum(np.multiply((1 - solution), bin_predictions))
    // Bounding to avoid division by 0, 1e-7 because of float32
    eps = np.float(1e-7)
    tp = np.sum(tp)

Instances