<commit_before># Copyright (c) 2012, GPy authors (see AUTHORS.txt).
# Licensed under the BSD 3-clause license (see LICENSE.txt)

import unittest
import numpy as np
import GPy
import inspect
import pkgutil
import os
import random


class ExamplesTests(unittest.TestCase):
    def _checkgrad(self, model):
        self.assertTrue(model.checkgrad())

    def _model_instance(self, model):
        self.assertTrue(isinstance(model, GPy.models))

"""
def model_instance_generator(model):
    def check_model_returned(self):
        self._model_instance(model)
    return check_model_returned

def checkgrads_generator(model):
    def model_checkgrads(self):
        self._checkgrad(model)
    return model_checkgrads
"""

def model_checkgrads(model):
    assert model.checkgrad()


def model_instance(model):
    assert isinstance(model, GPy.core.model)


def test_models():
    examples_path = os.path.dirname(GPy.examples.__file__)
    #Load modules<commit_msg>Fixed checkgrad test to randomize before checking<commit_after># Copyright (c) 2012, GPy authors (see AUTHORS.txt).
# Licensed under the BSD 3-clause license (see LICENSE.txt)

import unittest
import numpy as np
import GPy
import inspect
import pkgutil
import os
import random


class ExamplesTests(unittest.TestCase):
    def _checkgrad(self, model):
        self.assertTrue(model.checkgrad())

    def _model_instance(self, model):
        self.assertTrue(isinstance(model, GPy.models))

"""
def model_instance_generator(model):
    def check_model_returned(self):
        self._model_instance(model)
    return check_model_returned

def checkgrads_generator(model):
    def model_checkgrads(self):
        self._checkgrad(model)
    return model_checkgrads
"""

def model_checkgrads(model):
    model.randomize()
    assert model.checkgrad()


def model_instance(model):
    assert isinstance(model, GPy.core.model)


def test_models():
    examples_path = os.path.dirname(GPy.examples.__file__)
    #Load modules
{'fraction_non_alphanumeric': 0.09270516717325228, 'fraction_numerical': 0.005065856129685917, 'mean_word_length': 4.410958904109589, 'pattern_counts': {'":': 0, '<': 3, '<?xml version=': 0, '>': 3, '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': '6860798', 'n_tokens_mistral': 614, 'n_tokens_neox': 595, 'n_words': 150}