How to use test_aggregation method in locust

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tests.py

Source:tests.py Github

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1import os2import application3import unittest4import tempfile5from app.services import *6from db.import_data.import_geonode import *7from pymongo import MongoClient8from mock import MagicMock9class LocatorTestCase(unittest.TestCase):10 def test_should_find_level_name_of_locator(self):11 self.assertEqual(Locator("UGANDA").level_name(), "national")12 self.assertEqual(Locator("UGANDA, ACHOLI").level_name(), "region")13 self.assertEqual(Locator("UGANDA, ACHOLI, GULU").level_name(), "district")14 self.assertEqual(Locator("UGANDA, ACHOLI, GULU, PATIKO").level_name(), "subcounty")15 self.assertEqual(Locator("UGANDA, ACHOLI, GULU, PATIKO, OTHER").level_name(), "parish")16 def test_should_find_child_level_name_of_locator(self):17 self.assertEqual(Locator("UGANDA").child_level_name(), "region")18 self.assertEqual(Locator("UGANDA, ACHOLI").child_level_name(), "district")19 self.assertEqual(Locator("UGANDA, ACHOLI, GULU").child_level_name(), "subcounty")20 self.assertEqual(Locator("UGANDA, ACHOLI, GULU, PATIKO").child_level_name(), "parish")21 self.assertEqual(Locator("UGANDA, ACHOLI, GULU, PATIKO, OTHER").child_level_name(), None)22class LocationServiceTestCase(unittest.TestCase):23 def setUp(self):24 self.db = MongoClient().location_tree25 self.db.location_tree.remove()26 self.db.location_tree.insert({27 "_id": "UGANDA, ACHOLI", 28 "type": "region",29 "location": { 30 "national": "UGANDA",31 "region": "ACHOLI"32 }})33 self.db.location_tree.insert({34 "_id": "UGANDA, ACHOLI, GULU", 35 "type": "district",36 "location": { 37 "national": "UGANDA",38 "region": "ACHOLI",39 "district": "GULU"40 }})41 self.db.location_tree.insert({42 "_id": "UGANDA, ACHOLI, AMURU", 43 "type": "district",44 "location": { 45 "national": "UGANDA",46 "region": "ACHOLI",47 "district": "AMURU"48 }})49 def test_find_children_of_location(self):50 locationService = LocationService(self.db)51 children = locationService.children(Locator("UGANDA, ACHOLI"))52 self.assertEqual(list((child['_id'] for child in children['children'])), ["UGANDA, ACHOLI, GULU", "UGANDA, ACHOLI, AMURU"])53class SiteVistServiceTestCase(unittest.TestCase):54 def setUp(self):55 self.db = MongoClient().devtrac2_test56 self.db.site_visits.remove()57 self.db.site_visits.insert({"_id": 1})58 self.db.site_visits.insert({"_id": 2})59 def test_should_find_all_questions(self):60 siteVisitService = SiteVisitService(self.db)61 self.assertEqual([siteVisit['_id'] for siteVisit in siteVisitService.all()], [1, 2])62class UReportTestCase(unittest.TestCase):63 def setUp(self):64 self.db = MongoClient().devtrac2_test65 self.db.ureport_questions.remove()66 self.db.ureport_responses.remove()67 self.db.ureport_questions.insert({"_id": 1, "question": "a_question"})68 self.db.ureport_questions.insert({"_id": 2, "question": "a_question_2"})69 self.db.ureport_responses.insert({70 "_id": 1, 71 "location": {72 "region": "ACHOLI"73 },74 "text": "text1",75 "poll_id": 176 })77 self.db.ureport_responses.insert({78 "_id": 8, 79 "location": {80 "region": "ACHOLI",81 "district": "GULU"82 },83 "text": "text8",84 "poll_id": 285 })86 self.db.ureport_responses.insert({87 "_id": 2, 88 "location": {89 "region": "ACHOLI",90 "district": "GULU"91 },92 "text": "text2",93 "poll_id": 194 })95 self.db.ureport_responses.insert({96 "_id": 3, 97 "location": {98 "region": "ACHOLI",99 "district": "GULU",100 "parish": "OTHER"101 },102 "text": "text3",103 "poll_id": 1104 })105 self.db.ureport_responses.insert({106 "_id": 4, 107 "location": {108 "region": "ACHOLI",109 "district": "GULU",110 "parish": "PATIKO"111 },112 "text": "text4",113 "poll_id": 1114 })115 self.db.ureport_responses.insert({116 "_id": 5, 117 "location": {118 "region": "KAMPALA"119 },120 "text": "text7",121 "poll_id": 1122 })123 self.db.ureport_responses.insert({124 "_id": 6, 125 "location": {126 "region": "ACHOLI",127 "district": "GULU"128 },129 "text": "text5",130 "poll_id": 1131 })132 self.db.ureport_responses.insert({133 "_id": 7, 134 "location": {135 "region": "ACHOLI",136 "district": "GULU"137 },138 "text": "text6",139 "poll_id": 1140 })141 def test_should_find_all_questions(self):142 ureportService = UReportService(self.db)143 self.assertEqual(len(ureportService.questions()), 2)144 self.assertEqual(ureportService.questions()[0]['_id'], 1); 145 self.assertEqual(ureportService.questions()[0]['question'], "a_question"); 146 def test_should_find_top5_for_district(self):147 ureportService = UReportService(self.db)148 responses = [ report['text'] for report in ureportService.top5(Locator("UGANDA, ACHOLI"), 1)]149 self.assertEqual(responses, ["text1", "text2", "text3", "text4", "text5"])150test_features = [151 {'properties' : 152 { 153 'Reg_2011': 'test_region',154 'DNAME_2010': "test_district",155 'SNAME_2010': "test_subcounty",156 'PNAME_2006': "test_parish"157 } 158 },159 {'properties' : 160 { 161 'Reg_2011': 'test_region',162 'DNAME_2010': "test_district",163 'SNAME_2010': "test_subcounty",164 'PNAME_2006': "test_parish"165 } 166 },167 {'properties' : 168 { 169 'Reg_2011': 'test_region',170 'DNAME_2010': "test_district",171 'SNAME_2010': "test_subcounty_2",172 'PNAME_2006': "test_parish_2"173 } 174 },175 {'properties' : 176 { 177 'Reg_2011': 'test_region',178 'DNAME_2010': "test_district_2",179 'SNAME_2010': "test_subcounty_2",180 'PNAME_2006': "test_parish_3"181 } 182 },183]184class ImportDataTestCase(unittest.TestCase):185 def setUp(self):186 self.database = MongoClient().devtrac2_test187 def test_should_import_and_aggregate_data(self):188 wfs_service = MagicMock()189 wfs_service.get_features.return_value = test_features190 import_dataset(wfs_service, self.database, "test", "test_feature")191 test_aggregation = self.database.test_aggregation192 self.assertEqual(self.database.test.count(), 4)193 self.assertEqual(test_aggregation.count(), 10)194 self.assertEqual(test_aggregation.find({'_id': 'UGANDA, test_region'})[0]['value'], 4) 195 self.assertEqual(test_aggregation.find({'_id': 'UGANDA, test_region, test_district'})[0]['value'], 3) 196 self.assertEqual(test_aggregation.find({'_id': 'UGANDA, test_region, test_district_2'})[0]['value'], 1) 197 self.assertEqual(test_aggregation.find({'_id': 'UGANDA, test_region, test_district, test_subcounty'})[0]['value'], 2)198 self.assertEqual(test_aggregation.find({'_id': 'UGANDA, test_region, test_district, test_subcounty_2'})[0]['value'], 1)199 self.assertEqual(test_aggregation.find({'_id': 'UGANDA, test_region, test_district_2, test_subcounty_2'})[0]['value'], 1)200 self.assertEqual(test_aggregation.find({'_id': 'UGANDA, test_region, test_district, test_subcounty, test_parish'})[0]['value'], 2)201 self.assertEqual(test_aggregation.find({'_id': 'UGANDA, test_region, test_district, test_subcounty_2, test_parish_2'})[0]['value'], 1)202 self.assertEqual(test_aggregation.find({'_id': 'UGANDA, test_region, test_district_2, test_subcounty_2, test_parish_3'})[0]['value'], 1)203 self.assertEqual(test_aggregation.find({'_id': 'UGANDA'})[0]['value'], 4)204 def test_should_create_location_tree(self):205 wfs_service = MagicMock()206 wfs_service.get_features.return_value = test_features207 import_locationTree(wfs_service, self.database)208 location_tree = self.database.location_tree209 self.assertEqual(location_tree.find({"type": "parish", "location.subcounty": "test_subcounty_2"}).count(), 2)210 self.assertEqual(location_tree.find({"type": "subcounty", "location.district": "test_district"}).count(), 2)211 self.assertEqual(location_tree.find({"type": "district", "location.region": "test_region"}).count(), 2)212 self.assertEqual(location_tree.find({"type": "region"}).count(), 1)213if __name__ == '__main__':...

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config.py

Source:config.py Github

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1#2# Copyright 2017 Wooga GmbH3#4# Permission is hereby granted, free of charge, to any person obtaining a copy of5# this software and associated documentation files (the "Software"), to deal in6# the Software without restriction, including without limitation the rights to7# use, copy, modify, merge, publish, distribute, sublicense, and/or sell copies8# of the Software, and to permit persons to whom the Software is furnished to do9# so, subject to the following conditions:10#11# The above copyright notice and this permission notice shall be included in all12# copies or substantial portions of the Software.13#14# THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR15# IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,16# FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE17# AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER18# LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM,19# OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE20# SOFTWARE.21from datetime import datetime, date22class ConfigHelper(dict):23 @staticmethod24 def __default_config():25 return {26 'context': {27 'defaults': {},28 },29 'targets': {30 'test_table': {31 'start_date': datetime.now(),32 'schema': 'test_schema',33 'key_columns': ['key_column'],34 'aggregated_columns': {35 'test_aggregation': {36 'test_column': {37 'column_name': 'test_src_column',38 'update_type': 'REPLACE',39 },40 'another_test_column': {41 'column_name': 'another_test_src_column',42 'update_type': 'MAX',43 },44 },45 'another_aggregation': {46 'another_aggregation_test_column': {47 'column_name': 'another_aggregation_test_src_column',48 'update_type': 'KEEP',49 }50 },51 },52 },53 'another_table': {54 'start_date': datetime.now(),55 'schema': 'another_test_schema',56 'key_columns': ['key_column'],57 'aggregated_columns': {58 'test_aggregation': {59 'test_column': {60 'column_name': 'another_table_test_src_column',61 'update_type': 'MIN',62 },63 },64 },65 },66 },67 'aggregations': {68 'test_aggregation': {69 'query': "SELECT * FROM DUAL WHERE dt BETWEEN '{{ start_date }}' AND '{{ end_date }}'",70 'time_key': 'test_time_key',71 },72 'another_aggregation': {73 'query': 'SELECT everything FROM here',74 'time_key': 'another_test_time_key',75 },76 },77 }78 def __init__(self, **kwargs):79 super(ConfigHelper, self).__init__(**kwargs)80 self.update(self.__default_config())81 def parameterize_context(self, items=None, with_targets=True):82 if items is None:83 items = {'item': {}, 'another_item': {}}84 self['context']['items'] = items85 self['context']['item_column'] = 'item_column'86 if with_targets:87 for tk, tv in self['targets'].iteritems():88 tv['items'] = '*'89 return self90 def parameterize_aggregation(self, aggregation_id='test_aggregation'):91 self['aggregations'][aggregation_id]['query'] = "SELECT * FROM {{ item }} WHERE dt BETWEEN '{{ start_date }}' AND '{{ end_date }}'"92 return self93 def with_parameter_columns(self):94 params = {95 'date': date(2017, 1, 1),96 'datetime': datetime(2017, 1, 1, 0, 0, 0),97 'number': 42,98 'bool': True,99 }100 if self['context'].get('items'):101 for item, p in self['context'].get('items').iteritems():102 p.update(params)103 else:104 self['context']['defaults'].update(params)105 for tc in self['targets'].values():106 parameter_columns = {}107 for k in params:108 parameter_columns["%s_col" % k] = k109 tc['parameter_columns'] = parameter_columns110 return self111 def with_timeseries(self, target_id='test_table'):112 self['targets'][target_id]['timeseries_key'] = 'timeseries_column'113 return self114 def with_offset(self, offset=1, aggregation_id='test_aggregation'):115 self['aggregations'][aggregation_id]['offset'] = offset116 return self117 def with_reruns(self, reruns=3, aggregation_id='test_aggregation'):118 self['aggregations'][aggregation_id]['reruns'] = reruns...

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test_PUMS_demographic_count_aggregation.py

Source:test_PUMS_demographic_count_aggregation.py Github

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1"""Doing aggregation is runtime-intensive so all tests use same aggregator object"""2import pytest3from aggregate.PUMS.count_PUMS_demographics import PUMSCountDemographics4from tests.util import race_counts, age_bucket_counts5from tests.PUMS.local_loader import LocalLoader6local_loader = LocalLoader()7@pytest.mark.test_aggregation8@pytest.mark.test_new_crosstabs9def test_local_loader(all_data):10 """This code to take all_data arg from command line and get the corresponding data has to be put in test because of how pytest works.11 This test exists for the sake of passing all_data arg from command line to local loader, it DOESN'T test anything"""12 local_loader.load_count_aggregator(all_data)13@pytest.mark.test_aggregation14@pytest.mark.test_new_crosstabs15def test_all_counts_sum_to_total_pop():16 aggregator = local_loader.count_aggregator17 for ind in aggregator.indicators_denom:18 assert (19 aggregator.aggregated[20 [f"{category}-count" for category in aggregator.categories[ind]]21 ].sum(axis=1)22 == aggregator.aggregated["total_pop-count"]23 ).all()24@pytest.mark.test_aggregation25def test_that_all_races_sum_to_total_within_indicator():26 """Parameterize this to look at nativity, age buckets as well"""27 lep_race_cols = [28 f"lep-{r}-count" for r in race_counts29 ] # Generate this from function30 assert (31 local_loader.aggregated[lep_race_cols].sum(axis=1)32 == local_loader.aggregated["lep-count"]33 ).all()34@pytest.mark.test_aggregation35def test_that_all_races_sum_to_total():36 assert (37 local_loader.aggregated[race_counts].sum(axis=1)38 == local_loader.aggregated["total_pop-count"]39 ).all()40@pytest.mark.test_aggregation41def test_that_all_age_buckets_sum_to_total():42 assert (43 local_loader.aggregated[age_bucket_counts].sum(axis=1)44 == local_loader.aggregated["total_pop-count"]45 ).all()46@pytest.mark.test_aggregation47def test_total_counts_match():48 citywide_gb = local_loader.by_person.groupby("age_bucket_by_race").agg(49 {"PWGTP": "sum"}50 )51 for variable in citywide_gb.index:52 assert (53 citywide_gb.at[variable, "PWGTP"]54 == local_loader.aggregated[f"{variable}-count"].sum()55 )56@pytest.mark.test_aggregation57def test_age_bucket_assignment_correct():58 """95 is top coded value for age"""59 by_person_data = local_loader.by_person60 assert min(by_person_data[by_person_data["age_bucket"] == "PopU16"]["AGEP"]) == 061 assert max(by_person_data[by_person_data["age_bucket"] == "PopU16"]["AGEP"]) == 1562 assert min(by_person_data[by_person_data["age_bucket"] == "P16t64"]["AGEP"]) == 1663 assert max(by_person_data[by_person_data["age_bucket"] == "P16t64"]["AGEP"]) == 6464 assert min(by_person_data[by_person_data["age_bucket"] == "P65pl"]["AGEP"]) == 6565 assert max(by_person_data[by_person_data["age_bucket"] == "P65pl"]["AGEP"]) == 9566@pytest.mark.test_aggregation67def test_that_fb_correctly_assigned():68 by_person_data = local_loader.by_person69 assert (70 by_person_data[by_person_data["NATIVITY"] == "Native"]["foreign_born"]71 .isna()72 .all()73 )74 assert (75 by_person_data[by_person_data["NATIVITY"] == "Foreign born"]["foreign_born"]76 == "fb"77 ).all()78TEST_CASES = [79 ("20150000144861", "fb_wnh"),80 ("2019HU13853441", "fb_hsp"),81 ("2019HU12654531", "fb_anh"),82 ("20160002802551", "fb_onh"),83 ("2019HU12564633", "fb_bnh"),84]85@pytest.mark.test_aggregation86@pytest.mark.parametrize("person_id, expected_val", TEST_CASES)87def test_that_fb_by_race_correctly_assigned(person_id, expected_val):88 assert local_loader.by_person.loc[person_id]["foreign_born_by_race"] == expected_val89@pytest.mark.test_aggregation90def test_that_native_born_no_fb_by_race():91 by_person_data = local_loader.by_person92 assert (93 by_person_data[by_person_data["NATIVITY"] == "Native"]["foreign_born_by_race"]94 .isna()95 .all()96 )97TEST_RECORDS = [98 ("20150001199221", "lep_hsp"),99 ("20150000267661", "lep_wnh"),100 ("20150002963751", "lep_bnh"),101 ("20150003090011", "lep_anh"),102 ("20160006078411", "lep_onh"),103]104@pytest.mark.test_aggregation105@pytest.mark.parametrize("record_id, expected_val", TEST_RECORDS)106def test_that_LEP_by_race_correctly_assigned(record_id, expected_val):...

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