<commit_before># Copyright (c) <NAME>, 2007

__docformat__='reStructuredText'
__all__ = ['FullRankCovariance']


from numpy import *
from numpy.linalg import cholesky, LinAlgError
from GPutils import regularize_array, trisolve
from linalg_utils import dpotrf_wrap
from Covariance import Covariance
from incomplete_chol import ichol, ichol_continue
from IPython.Debugger import Pdb


class FullRankCovariance(Covariance):
    
    """
    C=FullRankCovariance(eval_fun, **params)<commit_msg>Removed Pdb dependency<commit_after># Copyright (c) <NAME>, 2007

__docformat__='reStructuredText'
__all__ = ['FullRankCovariance']


from numpy import *
from numpy.linalg import cholesky, LinAlgError
from GPutils import regularize_array, trisolve
from linalg_utils import dpotrf_wrap
from Covariance import Covariance
from incomplete_chol import ichol, ichol_continue


class FullRankCovariance(Covariance):
    
    """
    C=FullRankCovariance(eval_fun, **params)
{'fraction_non_alphanumeric': 0.07217573221757322, 'fraction_numerical': 0.008368200836820083, 'mean_word_length': 6.595238095238095, 'pattern_counts': {'":': 0, '<': 5, '<?xml version=': 0, '>': 5, 'https://': 0, 'lorem ipsum': 0, 'www.': 0, 'xml': 0}, 'pii_count': 0, 'substrings_counts': 0, 'word_list_counts': {'cursed_substrings.json': 0, 'profanity_word_list.json': 0, 'sexual_word_list.json': 0, 'zh_pornsignals.json': 0}}
{'dir': 'git-commits-cleaned', 'id': '4013878', 'n_tokens_mistral': 331, 'n_tokens_neox': 304, 'n_words': 81}