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How to use validate_inputs method in pandera

Best Python code snippet using pandera_python

test_preprocessor.py

Source:test_preprocessor.py

...67    schedule_test = mock_data_generator(['CSC225','SENG275'],['CSC226'],['CSC230'], 1, 1)68    program_enrollment_test = json.load(open('../data/real/programEnrollmentData.json', 'r'))69    70    course_enrollment_test = {'key1':'value1'}71    valid, error = preprocessor.validate_inputs(course_enrollment_test, program_enrollment_test, schedule_test)72    assert not valid73    assert 'Expected historical course enrollment to be a list not' in error74 75    course_enrollment_test = ['offering']76    valid, error = preprocessor.validate_inputs(course_enrollment_test, program_enrollment_test, schedule_test)77    assert not valid78    assert 'Expected offering to be a dict not' in error79    offering = {"maximumEnrollment": 0, "subjectCourse": "CSC105"}80    course_enrollment_test = [offering]81    valid, error = preprocessor.validate_inputs(course_enrollment_test, program_enrollment_test, schedule_test)82    assert not valid83    assert 'No "term" field in course offering' in error84    offering = {"term": "202301", "subjectCourse": "CSC105"}85    course_enrollment_test = [offering]86    valid, error = preprocessor.validate_inputs(course_enrollment_test, program_enrollment_test, schedule_test)87    assert not valid88    assert 'No "maximumEnrollment" field in course offering' in error89    offering = {"term": "202301", "maximumEnrollment": 0}90    course_enrollment_test = [offering]91    valid, error = preprocessor.validate_inputs(course_enrollment_test, program_enrollment_test, schedule_test)92    assert not valid93    assert 'No "subjectCourse" field in course offering' in error94    offering = {"term": 202301,95                "maximumEnrollment": 0,96                "subjectCourse": "CSC105"97                }98    course_enrollment_test = [offering]99    valid, error = preprocessor.validate_inputs(course_enrollment_test, program_enrollment_test, schedule_test)100    assert not valid101    assert 'Expected "term" field to be string not' in error102    offering = {"term": '202301',103                "maximumEnrollment": '0',104                "subjectCourse": "CSC105"105                }106    course_enrollment_test = [offering]107    valid, error = preprocessor.validate_inputs(course_enrollment_test, program_enrollment_test, schedule_test)108    assert not valid109    assert 'Expected "maximumEnrollment" field to be int not' in error110    offering = {"term": '202301',111                "maximumEnrollment": 0,112                "subjectCourse": 1113                }114    course_enrollment_test = [offering]115    valid, error = preprocessor.validate_inputs(course_enrollment_test, program_enrollment_test, schedule_test)116    assert not valid117    assert 'Expected "subjectCourse" field to be string not' in error118def test_validate_input_invalid_program_enrolment():119    schedule_test = mock_data_generator(['CSC225','SENG275'],['CSC226'],['CSC230'], 1, 1)120    course_enrollment_test = generate_course_enrollment(['CSC225','SENG275'] ,121                                                        ['CSC226'], 122                                                        ['CSC230'], 123                                                        ['202109', '202201', '202205', '202209', '202301'])124    program_enrollment_test = []125    valid, error = preprocessor.validate_inputs(course_enrollment_test, program_enrollment_test, schedule_test)126    assert not valid127    assert 'Expected historical program enrollment to be a dict not' in error128    program_enrollment_test = {"2014":[]}129    valid, error = preprocessor.validate_inputs(course_enrollment_test, program_enrollment_test, schedule_test)130    assert not valid131    assert 'Expected yearly enrollment item to be a dict not' in error132    program_enrollment_test = {"2014" :{ 133                                        "2" : 68,134                                        "2T" : 8,135                                        "3" : 54,136                                        "4" : 21,137                                        "5" : 17,138                                        "6" : 4,139                                        "7" : 1140                                        }141                                }142    valid, error = preprocessor.validate_inputs(course_enrollment_test, program_enrollment_test, schedule_test)143    assert not valid144    assert 'No "1" field in ' in error145    program_enrollment_test = {"2014" :{ "1" : 84,146                                        "2T" : 8,147                                        "3" : 54,148                                        "4" : 21,149                                        "5" : 17,150                                        "6" : 4,151                                        "7" : 1152                                        }153                                }154    valid, error = preprocessor.validate_inputs(course_enrollment_test, program_enrollment_test, schedule_test)155    assert not valid156    assert 'No "2" field in ' in error157    program_enrollment_test = {"2014" :{ "1" : 84,158                                        "2" : 68,159                                        "3" : 54,160                                        "4" : 21,161                                        "5" : 17,162                                        "6" : 4,163                                        "7" : 1164                                        }165                                }166    valid, error = preprocessor.validate_inputs(course_enrollment_test, program_enrollment_test, schedule_test)167    assert not valid168    assert 'No "2T" field in ' in error169    program_enrollment_test = {"2014" :{ "1" : 84,170                                        "2" : 68,171                                        "2T" : 54,172                                        "4" : 21,173                                        "5" : 17,174                                        "6" : 4,175                                        "7" : 1176                                        }177                                }178    valid, error = preprocessor.validate_inputs(course_enrollment_test, program_enrollment_test, schedule_test)179    assert not valid180    assert 'No "3" field in ' in error181    program_enrollment_test = {"2014" :{ "1" : 84,182                                        "2" : 68,183                                        "2T" : 54,184                                        "3" : 21,185                                        "5" : 17,186                                        "6" : 4,187                                        "7" : 1188                                        }189                                }190    valid, error = preprocessor.validate_inputs(course_enrollment_test, program_enrollment_test, schedule_test)191    assert not valid192    assert 'No "4" field in ' in error193    program_enrollment_test = {"2014" :{ "1" : 84,194                                        "2" : 68,195                                        "2T" : 54,196                                        "3" : 21,197                                        "4" : 17,198                                        "6" : 4,199                                        "7" : 1200                                        }201                                }202    valid, error = preprocessor.validate_inputs(course_enrollment_test, program_enrollment_test, schedule_test)203    assert not valid204    assert 'No "5" field in ' in error205    program_enrollment_test = {"2014" :{ "1" : 84,206                                        "2" : 68,207                                        "2T" : 54,208                                        "3" : 21,209                                        "4" : 17,210                                        "5" : 4,211                                        "7" : 1212                                        }213                                }214    valid, error = preprocessor.validate_inputs(course_enrollment_test, program_enrollment_test, schedule_test)215    assert not valid216    assert 'No "6" field in ' in error217    program_enrollment_test = {"2014" :{ "1" : 84,218                                        "2" : 68,219                                        "2T" : 54,220                                        "3" : 21,221                                        "4" : 17,222                                        "5" : 4,223                                        "6" : 1224                                        }225                                }226    valid, error = preprocessor.validate_inputs(course_enrollment_test, program_enrollment_test, schedule_test)227    assert not valid228    assert 'No "7" field in ' in error229    program_enrollment_test = {"2014" :{ "1" : '84',230                                        "2" : 68,231                                        "2T" : 8,232                                        "3" : 54,233                                        "4" : 21,234                                        "5" : 17,235                                        "6" : 4,236                                        "7" : 1237                                        }238                                }239    valid, error = preprocessor.validate_inputs(course_enrollment_test, program_enrollment_test, schedule_test)240    assert not valid241    assert 'Expected "1" field to be int not' in error242    program_enrollment_test = {"2014" :{ "1" : 84,243                                        "2" : '68',244                                        "2T" : 8,245                                        "3" : 54,246                                        "4" : 21,247                                        "5" : 17,248                                        "6" : 4,249                                        "7" : 1250                                        }251                                }252    valid, error = preprocessor.validate_inputs(course_enrollment_test, program_enrollment_test, schedule_test)253    assert not valid254    assert 'Expected "2" field to be int not' in error255    program_enrollment_test = {"2014" :{ "1" : 84,256                                        "2" : 68,257                                        "2T" : '8',258                                        "3" : 54,259                                        "4" : 21,260                                        "5" : 17,261                                        "6" : 4,262                                        "7" : 1263                                        }264                                }265    valid, error = preprocessor.validate_inputs(course_enrollment_test, program_enrollment_test, schedule_test)266    assert not valid267    assert 'Expected "2T" field to be int not' in error268    program_enrollment_test = {"2014" :{ "1" : 84,269                                        "2" : 68,270                                        "2T" : 8,271                                        "3" : '54',272                                        "4" : 21,273                                        "5" : 17,274                                        "6" : 4,275                                        "7" : 1276                                        }277                                }278    valid, error = preprocessor.validate_inputs(course_enrollment_test, program_enrollment_test, schedule_test)279    assert not valid280    assert 'Expected "3" field to be int not' in error281    program_enrollment_test = {"2014" :{ "1" : 84,282                                        "2" : 68,283                                        "2T" : 8,284                                        "3" : 54,285                                        "4" : '21',286                                        "5" : 17,287                                        "6" : 4,288                                        "7" : 1289                                        }290                                }291    valid, error = preprocessor.validate_inputs(course_enrollment_test, program_enrollment_test, schedule_test)292    assert not valid293    assert 'Expected "4" field to be int not' in error294    program_enrollment_test = {"2014" :{ "1" : 84,295                                        "2" : 68,296                                        "2T" : 8,297                                        "3" : 54,298                                        "4" : 21,299                                        "5" : '17',300                                        "6" : 4,301                                        "7" : 1302                                        }303                                }304    valid, error = preprocessor.validate_inputs(course_enrollment_test, program_enrollment_test, schedule_test)305    assert not valid306    assert 'Expected "5" field to be int not' in error307    program_enrollment_test = {"2014" :{ "1" : 84,308                                        "2" : 68,309                                        "2T" : 8,310                                        "3" : 54,311                                        "4" : 21,312                                        "5" : 17,313                                        "6" : '4',314                                        "7" : 1315                                        }316                                }317    valid, error = preprocessor.validate_inputs(course_enrollment_test, program_enrollment_test, schedule_test)318    assert not valid319    assert 'Expected "6" field to be int not' in error320    program_enrollment_test = {"2014" :{ "1" : 84,321                                        "2" : 68,322                                        "2T" : 8,323                                        "3" : 54,324                                        "4" : 21,325                                        "5" : 17,326                                        "6" : 4,327                                        "7" : '1'328                                        }329                                }330    valid, error = preprocessor.validate_inputs(course_enrollment_test, program_enrollment_test, schedule_test)331    assert not valid332    assert 'Expected "7" field to be int not' in error333def test_validate_input_invalid_schedule():334    course_enrollment_test = generate_course_enrollment(['CSC225','SENG275'] ,335                                                        ['CSC226'], 336                                                        ['CSC230'], 337                                                        ['202109', '202201', '202205', '202209', '202301'])338    program_enrollment_test = json.load(open('../data/real/programEnrollmentData.json', 'r'))339    schedule_test = [] 340    valid, error = preprocessor.validate_inputs(course_enrollment_test, program_enrollment_test, schedule_test)341    assert not valid342    assert 'Expected schedule to be a dict not' in error343    schedule_test = {'mid_summer':[]} 344    valid, error = preprocessor.validate_inputs(course_enrollment_test, program_enrollment_test, schedule_test)345    assert not valid346    assert 'Expected "fall", "spring", or "summer" field not' in error347    schedule_test = {'fall':{}} 348    valid, error = preprocessor.validate_inputs(course_enrollment_test, program_enrollment_test, schedule_test)349    assert not valid350    assert 'Expected term to be a list not' in error351    schedule_test = {'fall':['offering']} 352    valid, error = preprocessor.validate_inputs(course_enrollment_test, program_enrollment_test, schedule_test)353    assert not valid354    assert 'Expected offering to be a dict not' in error355    # offering = {sections':[{'capacity':1015, 'max_capacity':1015}]}356    offering = {'sections':[{'capacity':1015}]}357    schedule_test = {'fall':[offering]} 358    valid, error = preprocessor.validate_inputs(course_enrollment_test, program_enrollment_test, schedule_test)359    assert not valid360    assert 'No "course" field in course offering' in error361    offering = {'course':{'code':'CHEM101'}}362    schedule_test = {'fall':[offering]} 363    valid, error = preprocessor.validate_inputs(course_enrollment_test, program_enrollment_test, schedule_test)364    assert not valid365    assert 'No "sections" field in course offering' in error366    # offering = {'course':[]367    #             'sections':[{'capacity':1015, 'max_capacity':1015}]368    #             }369    offering = {'course':[],370                'sections':[{'capacity':1015}]371                }372    schedule_test = {'fall':[offering]} 373    valid, error = preprocessor.validate_inputs(course_enrollment_test, program_enrollment_test, schedule_test)374    assert not valid375    assert 'Expected offerings "course" field to be a dict not' in error376    offering = {'course':{'code':'CHEM101'},377                'sections':{}378                }379    schedule_test = {'fall':[offering]} 380    valid, error = preprocessor.validate_inputs(course_enrollment_test, program_enrollment_test, schedule_test)381    assert not valid382    assert 'Expected offerings "sections" field to be a list' in error383    offering = {'course':{},384                'sections':[]385                }386    schedule_test = {'fall':[offering]} 387    valid, error = preprocessor.validate_inputs(course_enrollment_test, program_enrollment_test, schedule_test)388    assert not valid389    assert 'Expected "code" field in course' in error390    offering = {'course':{'code':100},391                'sections':[]}392    schedule_test = {'fall':[offering]} 393    valid, error = preprocessor.validate_inputs(course_enrollment_test, program_enrollment_test, schedule_test)394    assert not valid395    assert 'Expected "code" field to be a string not' in error396    offering = {'course':{'code':'CHEM101'},397                'sections':['section']398                }399    schedule_test = {'fall':[offering]} 400    valid, error = preprocessor.validate_inputs(course_enrollment_test, program_enrollment_test, schedule_test)401    assert not valid402    assert 'Expected section to be a dict not' in error403    offering = {'course':{'code':'CHEM101'},404                'sections':[{}]405                }406    schedule_test = {'fall':[offering]} 407    valid, error = preprocessor.validate_inputs(course_enrollment_test, program_enrollment_test, schedule_test)408    assert not valid409    assert 'Expected "capacity" field to be in section' in error410    # offering = {'course':{'code':'CHEM101'}411    #             'sections':[{'capacity':1015}]412    #             }413    # schedule_test = {'fall':[offering]} 414    # valid, error = preprocessor.validate_inputs(course_enrollment_test, program_enrollment_test, schedule_test)415    # assert not valid416    # assert 'Expected "max_capacity" field to be in section' in error417    offering = {'course':{'code':'CHEM101'},418                'sections':[{'capacity':'1015'}]419                }420    schedule_test = {'fall':[offering]} 421    valid, error = preprocessor.validate_inputs(course_enrollment_test, program_enrollment_test, schedule_test)422    assert not valid423    assert 'Expected capacity to be a int not' in error424    # offering = {'course':{'code':'CHEM101'}425    #             'sections':[{'capacity':'1015', 'max_capacity':'1015'}]426    #             }427    # schedule_test = {'fall':[offering]} 428    # valid, error = preprocessor.validate_inputs(course_enrollment_test, program_enrollment_test, schedule_test)429    # assert not valid430    # assert 'Expected max_capacity to be a int not' in error431    432def test_max_capacity():433    schedule_test = json.load(open('../data/mock/mockSchedule3.json', 'r'))434    course_enrollment_test = json.load(open('../data/mock/mockHistoricCourseData.json', 'r'))435    data = preprocessor.pre_process(course_enrollment_test, schedule_test)436    assert data == {'CSC225-F': {'data': [250, 250, 250, 750], 'approach': 0, 'capacity': 0},437                    'CSC226-F': {'data': [250, 250, 750, 250], 'approach': 0, 'capacity': 0},438                    'CSC391-F': {'data': [0, 0, 0, 0], 'approach': 0, 'capacity': 60},439                    'CSC320-SP': {'data': [250, 250, 250, 500], 'approach': 0, 'capacity': 0},440                    'CSC360-SU': {'data': [250, 750, 250, 250], 'approach': 0, 'capacity': 0},441                    'CSC370-SU': {'data': None, 'approach': 0, 'capacity': 100},442                    'CSC381-SU': {'data': [0,0,0,0], 'approach': 0, 'capacity': 50}...

test_prototypes.py

Source:test_prototypes.py

...16        param.prototype = rlist(rint(0))17        params.inputs = {"a": param}18        input = rlist(rint(1))19        inputs = {"a": input}20        assert "" == validate_inputs(params, inputs)21    def testRListRList(self):22        params = omero.grid.JobParams()23        param = omero.grid.Param()24        param.prototype = rlist(rlist())25        params.inputs = {"a": param}26        input = rlist(rlist(rint(1), rstring("a")))27        inputs = {"a": input}28        assert "" == validate_inputs(params, inputs)29    def testRListRListRString(self):30        params = omero.grid.JobParams()31        param = omero.grid.Param()32        param.prototype = rlist(rlist(rstring("")))33        params.inputs = {"a": param}34        input = rlist(rlist(rstring("a")))35        inputs = {"a": input}36        assert "" == validate_inputs(params, inputs)37        input.val[0].val.insert(0, rint(1))38        assert not "" == validate_inputs(params, inputs)39    # Nested maps40    def testRMapRInt(self):41        params = omero.grid.JobParams()42        param = omero.grid.Param()43        param.prototype = rmap({"b": rint(0)})44        params.inputs = {"a": param}45        input = rmap({"b": rint(1)})46        inputs = {"a": input}47        assert "" == validate_inputs(params, inputs)48    def testRMapRMap(self):49        params = omero.grid.JobParams()50        param = omero.grid.Param()51        param.prototype = rmap({"b": rmap({})})52        params.inputs = {"a": param}53        input = rmap({"b": rmap({"l": rlong(0)})})54        inputs = {"a": input}55        assert "" == validate_inputs(params, inputs)56    def testRMapRMapRInt(self):57        params = omero.grid.JobParams()58        param = omero.grid.Param()59        param.prototype = rmap({"b": rmap({"c": rint(0)})})60        params.inputs = {"a": param}61        input = rmap({"b": rmap({"c": rint(1)})})62        inputs = {"a": input}63        assert "" == validate_inputs(params, inputs)64    # Other65    def testAllParametersChecked(self):66        params = omero.grid.JobParams()67        param = omero.grid.Param()68        param.prototype = rlist(rstring(""))69        params.inputs = {"a": param}70        input = rlist(rstring("foo"), rint(1))71        inputs = {"a": input}72        assert not "" == validate_inputs(params, inputs)73    # Bugs74    def testTicket2323Min(self):75        params = omero.grid.JobParams()76        # Copied from integration/scripts.py:testUploadOfficialScripts77        param = Long('longParam', True, description='theDesc', min=long(1),78                     max=long(10), values=[rlong(5)])79        assert 1 == param.min.getValue(), \80            "Min value not correct:" + str(param.min)81        assert 10 == param.max.getValue(), \82            "Max value not correct:" + str(param.max)83        assert 5 == param.values.getValue()[0].getValue(), \84            "First option value not correct:" + str(param.values)85        params.inputs = {"a": param}86        inputs = {"a": rlong(5)}87        errors = validate_inputs(params, inputs)88        assert "" == errors, errors89    def testTicket2323List(self):90        param = List('listParam', True, description='theDesc',91                     values=[rlong(5)])...

test_functions.py

Source:test_functions.py

...47    ew = {48        "policy": {"errors": {}, "warnings": {}},49        "behavior": {"errors": {}, "warnings": {}},50    }51    res = functions.validate_inputs(52        {"data_source": "CPS", "year": 2013}, {"policy": {}, "behavior": {}}, ew53    )54    assert res["errors_warnings"]["policy"]["errors"].get("year")55class TestFunctions1(CoreTestFunctions):56    get_version = functions.get_version57    get_inputs = functions.get_inputs58    validate_inputs = functions.validate_inputs59    run_model = functions.run_model60    ok_adjustment = OK_ADJUSTMENT61    bad_adjustment = BAD_ADJUSTMENT62class TestFunctions2(CoreTestFunctions):63    get_version = functions.get_version64    get_inputs = functions.get_inputs65    validate_inputs = functions.validate_inputs...

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