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How to use sanity_checks method in molecule

Best Python code snippet using molecule_python

data_sanity_checks.py

Source:data_sanity_checks.py

1from dataclasses import dataclass2import pandas as pd3from data_validation.data_validation_base_utils import Base4import grequests5import os6@dataclass7class DataSanitization(Base):8    valid_urls = []9    invalid_urls = []10    missing_dates = []11    file_list = os.listdir('../data/')12    invalid_csv_list = list()13    def start_sanitization(self):14        if not self.validate_all_csv_files():15            return self.sanity_checks16        for file in self.file_list:17            print(f'\n >>> PERFORMING SANITY CHECKS ON {file} <<<')18            df = pd.read_csv(f'../data/{file}')19            self.validate_urls(dataframe=df)20            self.validate_all_dates(dataframe=df)21            self.validate_if_any_year_missing(dataframe=df)22        for checks, results in self.sanity_checks.items():23            if isinstance(results, dict):24                self.sanity_passed = False25        return self.sanity_checks26    def validate_all_csv_files(self):27        print('- - Performing Sanity Checks - -')28        for file in self.file_list:29            try:30                df = pd.read_csv(f'../data/{file}')31                # check if any df is empty32                if df.empty:33                    self.invalid_csv_list.append(file)34                    self.sanity_checks['CSV_VALIDATION'] = {'STATUS': 'FAILURE',35                                                            'INVALID_CSV': self.invalid_csv_list}36                    return False37            except Exception as e:38                print(f"Error parsing file: {file} -> {e}")39                self.invalid_csv_list.append(file)40                self.sanity_checks['CSV_VALIDATION'] = {'STATUS': 'FAILURE',41                                                        'INVALID_CSV': self.invalid_csv_list}42                return False43        # return only those files who have valid data in them44        self.sanity_checks['CSV_VALIDATION'] = 'SUCCESS'45        return [x for x in self.file_list if x not in self.invalid_csv_list]46    def validate_urls(self, dataframe):47        current_url = None48        if 'url' in dataframe.columns:49            try:50                rs = (grequests.get(u) for u in dataframe['url'])51                requests = grequests.map(rs)52                for response, url in zip(requests, dataframe['url']):53                    current_url = url54                    # Validate if all URLS returns status code of 20055                    if response.status_code != 200:56                        self.invalid_urls.append(url)57                    else:58                        self.valid_urls.append(url)59            except Exception as e:60                self.invalid_urls.append(current_url)61        if len(self.invalid_urls) > 0:62            self.sanity_checks['URL_VALIDATION'] = {'STATUS': 'FAILED', 'INVALID_URL': self.invalid_urls}63        else:64            self.sanity_checks['URL_VALIDATION'] = 'SUCCESS'65            return True66    def validate_all_dates(self, dataframe):67        if 'date' in dataframe.columns:68            # Validate if dates match the specified format69            if pd.to_datetime(dataframe['date'], format='%Y-%m-%d', errors='coerce').notnull().all():70                self.sanity_checks['DATE_FORMAT_VALIDATION'] = 'SUCCESS'71            else:72                self.sanity_checks['DATE_FORMAT_VALIDATION'] = 'FAILED'73    def validate_if_any_year_missing(self, dataframe):74        if 'year' in dataframe.columns:75            # Get all unique years from the dataframes76            years = dataframe['year'].unique()77            # find all the years missing in the series78            missing_years = [y for y in range(min(years), max(years) + 1) if y not in years]79            # keep appending to avoid any issues in new files80            for year in missing_years:81                if year not in self.missing_dates:82                    self.missing_dates.append(year)83            if len(self.missing_dates) > 0:84                self.sanity_checks['RACE YEAR VALIDATION'] = {'Status': 'FAILED', 'MISSING YEARS': self.missing_dates}85            else:...

test_sanity_check.py

Source:test_sanity_check.py

1import os2import tempfile3import portend4from django.db.utils import OperationalError5from django.test import TestCase6from mock import patch7from kolibri.utils import sanity_checks8from kolibri.utils.sanity_checks import DatabaseNotMigrated9from kolibri.utils.server import NotRunning10from kolibri.utils.tests.helpers import override_option11class SanityCheckTestCase(TestCase):12    @patch("kolibri.utils.sanity_checks.logging.error")13    @patch("kolibri.utils.sanity_checks.get_status", return_value={1, 2, 3})14    def test_other_kolibri_running(self, status_mock, logging_mock):15        with self.assertRaises(SystemExit):16            sanity_checks.check_other_kolibri_running("8080")17            logging_mock.assert_called()18    @patch("kolibri.utils.sanity_checks.logging.error")19    @patch("kolibri.utils.sanity_checks.portend.free")20    @patch("kolibri.utils.sanity_checks.get_status")21    def test_port_occupied(self, status_mock, portend_mock, logging_mock):22        status_mock.side_effect = NotRunning("Kolibri not running")23        portend_mock.side_effect = portend.Timeout24        with self.assertRaises(SystemExit):25            sanity_checks.check_port_availability("0.0.0.0", "8080")26            logging_mock.assert_called()27    @patch("kolibri.utils.sanity_checks.logging.error")28    @patch("kolibri.utils.sanity_checks.portend.free")29    def test_socket_activation_support(self, portend_mock, logging_mock):30        portend_mock.side_effect = portend.Timeout31        # LISTEN_PID environment variable would be set if using socket activation32        with patch.dict(os.environ, {"LISTEN_PID": "1234"}):33            sanity_checks.check_port_availability("0.0.0.0", "8080")34            logging_mock.assert_not_called()35    @patch("kolibri.utils.cli.get_version", return_value="")36    @patch("kolibri.utils.sanity_checks.logging.error")37    @override_option("Paths", "CONTENT_DIR", "/dir_dne")38    def test_content_dir_dne(self, logging_mock, get_version):39        with self.assertRaises(SystemExit):40            sanity_checks.check_content_directory_exists_and_writable()41            logging_mock.assert_called()42    @patch("kolibri.utils.sanity_checks.logging.error")43    @patch("kolibri.utils.sanity_checks.os.access", return_value=False)44    @override_option("Paths", "CONTENT_DIR", tempfile.mkdtemp())45    def test_content_dir_not_writable(self, access_mock, logging_mock):46        with self.assertRaises(SystemExit):47            sanity_checks.check_content_directory_exists_and_writable()48            logging_mock.assert_called()49    @patch("kolibri.utils.cli.get_version", return_value="")50    @patch("kolibri.utils.sanity_checks.shutil.move")51    @patch(52        "kolibri.utils.sanity_checks.os.path.exists",53        # This requires an additional return value at the end54        # to prevent a StopIteration exception during test55        # execution, but the first three values are the ones56        # that make the difference to the assert count below.57        side_effect=[True, False, True, False],58    )59    def test_old_log_file_exists(self, path_exists_mock, move_mock, get_version):60        sanity_checks.check_log_file_location()61        # Check if the number of calls to shutil.move equals to the number of times62        # os.path.exists returns True63        self.assertEqual(move_mock.call_count, 2)64    def test_check_database_is_migrated(self):65        from morango.models import InstanceIDModel66        with patch.object(67            InstanceIDModel, "get_or_create_current_instance"68        ) as get_or_create_current_instance:69            get_or_create_current_instance.side_effect = OperationalError("Test")70            with self.assertRaises(DatabaseNotMigrated):...

test_sanity_checks.py

Source:test_sanity_checks.py

...15        cfg = compose(16            config_name="config_test",17        )18    return cfg19def test_sanity_checks(cfg):20    """Integration test to ensure main launcher works"""21    sanity_checks.main(cfg)22@pytest.mark.parametrize("similarity_type", ["resnet18", "resnet18_no_aug"])23def test_run_within_v_across(cfg, similarity_type):24    image_net_dir = sanity_checks.get_image_net_dir()25    class_labels = sanity_checks.get_class_labels(cfg, image_net_dir)26    across_v_within = sanity_checks.run_within_v_across(27        image_net_dir,28        class_labels,29        similarity_type,30        max_n_image_pairs=cfg.sanity_checks.max_n_image_pairs,31        max_class_label_combinations=cfg.sanity_checks.max_class_label_combinations,32        randomly_rotate=False,33    )...

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