예제 #1
0
class CoursesDuplicateComplexAPITests(ComPAIRAPITestCase):
    def setUp(self):
        super(CoursesDuplicateComplexAPITests, self).setUp()
        self.data = ComparisonTestData()
        self.course = self.data.get_course()

        # add start_date
        self.course.start_date = datetime.datetime.utcnow()
        self.course.end_date = datetime.datetime.utcnow() + datetime.timedelta(
            days=90)

        index = 0
        for assignment in self.course.assignments:
            assignment.answer_start = self.course.start_date + datetime.timedelta(
                days=index)
            assignment.answer_end = self.course.start_date + datetime.timedelta(
                days=index + 7)
            if assignment.compare_start != None:
                assignment.compare_start = self.course.start_date + datetime.timedelta(
                    days=index + 14)
            if assignment.compare_end != None:
                assignment.compare_end = self.course.start_date + datetime.timedelta(
                    days=index + 21)
            index += 1
        db.session.commit()

        self.url = '/api/courses/' + self.course.uuid + '/duplicate'

        self.date_delta = datetime.timedelta(days=180)
        self.expected = {
            'name': 'duplicate course',
            'year': 2015,
            'term': 'Winter',
            'sandbox': False,
            'start_date':
            (self.course.start_date + self.date_delta).isoformat() + 'Z',
            'end_date':
            (self.course.end_date + self.date_delta).isoformat() + 'Z',
            'assignments': []
        }

        for assignment in self.course.assignments:
            if not assignment.active:
                continue

            assignment_data = {
                'id':
                assignment.uuid,
                'name':
                assignment.name,
                'answer_start':
                (assignment.answer_start + self.date_delta).isoformat() + 'Z',
                'answer_end':
                (assignment.answer_end + self.date_delta).isoformat() + 'Z'
            }

            if assignment.compare_start != None:
                assignment_data['compare_start'] = (
                    assignment.compare_start +
                    self.date_delta).isoformat() + 'Z'

            if assignment.compare_end != None:
                assignment_data['compare_end'] = (
                    assignment.compare_end + self.date_delta).isoformat() + 'Z'

            self.expected['assignments'].append(assignment_data)

        now = datetime.datetime.utcnow()
        self.valid_course = self.data.create_course()
        self.data.enrol_instructor(self.data.get_authorized_instructor(),
                                   self.valid_course)
        self.valid_assignment = self.data.create_assignment_in_answer_period(
            self.valid_course, self.data.get_authorized_instructor())

        self.valid_start_date = now.isoformat() + 'Z'
        self.valid_end_date = (now +
                               datetime.timedelta(days=90)).isoformat() + 'Z'

        self.invalid_end_date = (now -
                                 datetime.timedelta(days=1)).isoformat() + 'Z'

        self.valid_answer_start = now.isoformat() + 'Z'
        self.valid_answer_end = (now +
                                 datetime.timedelta(days=90)).isoformat() + 'Z'

        self.invalid_answer_start = (
            now - datetime.timedelta(days=1)).isoformat() + 'Z'
        self.invalid_answer_end = (
            now - datetime.timedelta(days=1)).isoformat() + 'Z'
        self.invalid_answer_end2 = (
            now + datetime.timedelta(days=91)).isoformat() + 'Z'

        self.valid_compare_start = now.isoformat() + 'Z'
        self.valid_compare_end = (
            now + datetime.timedelta(days=90)).isoformat() + 'Z'

        self.invalid_compare_start = (
            now - datetime.timedelta(days=1)).isoformat() + 'Z'
        self.invalid_compare_end = (
            now - datetime.timedelta(days=1)).isoformat() + 'Z'
        self.invalid_compare_end2 = (
            now + datetime.timedelta(days=91)).isoformat() + 'Z'

        self.validation_url = '/api/courses/' + self.valid_course.uuid + '/duplicate'
        self.validate_expected_assignment = {
            'id': self.valid_assignment.uuid,
            'name': self.valid_assignment.name,
            'answer_start': self.valid_answer_start,
            'answer_end': self.valid_answer_end,
            'compare_start': self.valid_compare_start,
            'compare_end': self.valid_compare_end
        }
        self.validate_expected_course = {
            'name': 'duplicate validation course',
            'year': 2015,
            'term': 'Winter',
            'sandbox': False,
            'start_date': self.valid_start_date,
            'end_date': self.valid_end_date,
            'assignments': [self.validate_expected_assignment]
        }

    def test_duplicate_course_complex(self):
        original_course = self.data.get_course()

        # test authorized user
        with self.login(self.data.get_authorized_instructor().username):
            # test valid expected
            rv = self.client.post(self.validation_url,
                                  data=json.dumps(
                                      self.validate_expected_course),
                                  content_type='application/json')
            self.assert200(rv)

            # test invalid course start/end dates
            invalid_expected = self.validate_expected_course.copy()
            invalid_expected['end_date'] = self.invalid_end_date
            rv = self.client.post(self.validation_url,
                                  data=json.dumps(invalid_expected),
                                  content_type='application/json')
            self.assert400(rv)
            self.assertEqual(rv.json["title"], "Course Not Saved")
            self.assertEqual(
                rv.json["message"],
                "Course end time must be after course start time.")

            # test invalid assignment answer start
            invalid_expected = self.validate_expected_course.copy()
            invalid_expected['assignments'][
                0] = self.validate_expected_assignment.copy()
            invalid_expected['assignments'][0]['answer_start'] = None
            rv = self.client.post(self.validation_url,
                                  data=json.dumps(invalid_expected),
                                  content_type='application/json')
            self.assert400(rv)
            self.assertEqual(rv.json["title"], "Course Not Saved")
            self.assertEqual(
                rv.json["message"],
                "No answer period start time provided for assignment " +
                self.valid_assignment.name + ".")

            # test invalid assignment answer end
            invalid_expected = self.validate_expected_course.copy()
            invalid_expected['assignments'][
                0] = self.validate_expected_assignment.copy()
            invalid_expected['assignments'][0]['answer_end'] = None
            rv = self.client.post(self.validation_url,
                                  data=json.dumps(invalid_expected),
                                  content_type='application/json')
            self.assert400(rv)
            self.assertEqual(rv.json["title"], "Course Not Saved")
            self.assertEqual(
                rv.json["message"],
                "No answer period end time provided for assignment " +
                self.valid_assignment.name + ".")

            invalid_expected = self.validate_expected_course.copy()
            invalid_expected['assignments'][
                0] = self.validate_expected_assignment.copy()
            invalid_expected['assignments'][0][
                'answer_end'] = self.invalid_answer_end
            rv = self.client.post(self.validation_url,
                                  data=json.dumps(invalid_expected),
                                  content_type='application/json')
            self.assert400(rv)
            self.assertEqual(rv.json["title"], "Course Not Saved")
            self.assertEqual(
                rv.json["message"],
                "Answer period end time must be after the answer start time for assignment "
                + self.valid_assignment.name + ".")

            invalid_expected = self.validate_expected_course.copy()
            invalid_expected['assignments'][
                0] = self.validate_expected_assignment.copy()
            invalid_expected['assignments'][0][
                'answer_end'] = self.invalid_answer_end2
            rv = self.client.post(self.validation_url,
                                  data=json.dumps(invalid_expected),
                                  content_type='application/json')
            self.assert400(rv)
            self.assertEqual(rv.json["title"], "Course Not Saved")
            self.assertEqual(
                rv.json["message"],
                "Answer period end time must be before the course end time for assignment "
                + self.valid_assignment.name + ".")

            # test invalid assignment compare start
            invalid_expected = self.validate_expected_course.copy()
            invalid_expected['assignments'][
                0] = self.validate_expected_assignment.copy()
            invalid_expected['assignments'][0]['compare_start'] = None
            rv = self.client.post(self.validation_url,
                                  data=json.dumps(invalid_expected),
                                  content_type='application/json')
            self.assert400(rv)
            self.assertEqual(rv.json["title"], "Course Not Saved")
            self.assertEqual(
                rv.json["message"],
                "No compare period start time provided for assignment " +
                self.valid_assignment.name + ".")

            invalid_expected = self.validate_expected_course.copy()
            invalid_expected['assignments'][
                0] = self.validate_expected_assignment.copy()
            invalid_expected['assignments'][0][
                'compare_start'] = self.invalid_compare_start
            rv = self.client.post(self.validation_url,
                                  data=json.dumps(invalid_expected),
                                  content_type='application/json')
            self.assert400(rv)
            self.assertEqual(rv.json["title"], "Course Not Saved")
            self.assertEqual(
                rv.json["message"],
                "Compare period start time must be after the answer start time for assignment "
                + self.valid_assignment.name + ".")

            # test invalid assignment compare end
            invalid_expected = self.validate_expected_course.copy()
            invalid_expected['assignments'][
                0] = self.validate_expected_assignment.copy()
            invalid_expected['assignments'][0]['compare_end'] = None
            rv = self.client.post(self.validation_url,
                                  data=json.dumps(invalid_expected),
                                  content_type='application/json')
            self.assert400(rv)
            self.assertEqual(rv.json["title"], "Course Not Saved")
            self.assertEqual(
                rv.json["message"],
                "No compare period end time provided for assignment " +
                self.valid_assignment.name + ".")

            invalid_expected = self.validate_expected_course.copy()
            invalid_expected['assignments'][
                0] = self.validate_expected_assignment.copy()
            invalid_expected['assignments'][0][
                'compare_end'] = self.invalid_compare_end
            rv = self.client.post(self.validation_url,
                                  data=json.dumps(invalid_expected),
                                  content_type='application/json')
            self.assert400(rv)
            self.assertEqual(rv.json["title"], "Course Not Saved")
            self.assertEqual(
                rv.json["message"],
                "Compare period end time must be after the compare start time for assignment "
                + self.valid_assignment.name + ".")

            invalid_expected = self.validate_expected_course.copy()
            invalid_expected['assignments'][
                0] = self.validate_expected_assignment.copy()
            invalid_expected['assignments'][0][
                'compare_end'] = self.invalid_compare_end2
            rv = self.client.post(self.validation_url,
                                  data=json.dumps(invalid_expected),
                                  content_type='application/json')
            self.assert400(rv)
            self.assertEqual(rv.json["title"], "Course Not Saved")
            self.assertEqual(
                rv.json["message"],
                "Compare period end time must be before the course end time for assignment "
                + self.valid_assignment.name + ".")

            # test deep copy assignments
            rv = self.client.post(self.url,
                                  data=json.dumps(self.expected),
                                  content_type='application/json')
            self.assert200(rv)

            duplicate_course = Course.query.filter_by(
                uuid=rv.json['id']).first()
            self.assertIsNotNone(duplicate_course)

            # verify course duplicated correctly
            self.assertNotEqual(original_course.id, duplicate_course.id)
            self.assertNotEqual(original_course.uuid, duplicate_course.uuid)
            self.assertEqual(self.expected['name'], duplicate_course.name)
            self.assertEqual(self.expected['year'], duplicate_course.year)
            self.assertEqual(self.expected['term'], duplicate_course.term)
            self.assertEqual(self.expected['sandbox'],
                             duplicate_course.sandbox)
            self.assertEqual(self.expected['start_date'].replace('Z', ''),
                             rv.json['start_date'].replace('+00:00', ''))
            self.assertEqual(self.expected['end_date'].replace('Z', ''),
                             rv.json['end_date'].replace('+00:00', ''))

            # verify instructor added to duplicate course
            user_course = UserCourse.query \
                .filter_by(
                    user_id=self.data.get_authorized_instructor().id,
                    course_uuid=rv.json['id']
                ) \
                .one_or_none()
            self.assertIsNotNone(user_course)

            original_assignments = original_course.assignments.all()
            duplicate_assignments = duplicate_course.assignments.all()

            self.assertEqual(len(original_assignments), 3)
            self.assertEqual(len(original_assignments),
                             len(duplicate_assignments))

            for index, original_assignment in enumerate(original_assignments):
                duplicate_assignment = duplicate_assignments[index]

                self.assertNotEqual(original_assignment.id,
                                    duplicate_assignment.id)
                self.assertNotEqual(original_assignment.uuid,
                                    duplicate_assignment.uuid)
                self.assertEqual(duplicate_course.id,
                                 duplicate_assignment.course_id)
                self.assertEqual(original_assignment.name,
                                 duplicate_assignment.name)
                self.assertEqual(original_assignment.description,
                                 duplicate_assignment.description)
                self.assertEqual(original_assignment.number_of_comparisons,
                                 duplicate_assignment.number_of_comparisons)
                self.assertEqual(original_assignment.students_can_reply,
                                 duplicate_assignment.students_can_reply)
                self.assertEqual(original_assignment.enable_self_evaluation,
                                 duplicate_assignment.enable_self_evaluation)
                self.assertEqual(original_assignment.pairing_algorithm,
                                 duplicate_assignment.pairing_algorithm)

                self.assertEqual(
                    original_assignment.answer_start,
                    (duplicate_assignment.answer_start - self.date_delta))
                self.assertEqual(
                    original_assignment.answer_end,
                    (duplicate_assignment.answer_end - self.date_delta))

                if original_assignment.compare_start != None:
                    self.assertEqual(
                        original_assignment.compare_start,
                        (duplicate_assignment.compare_start - self.date_delta))
                else:
                    self.assertIsNone(duplicate_assignment.compare_start)

                if original_assignment.compare_end != None:
                    self.assertEqual(
                        original_assignment.compare_end,
                        (duplicate_assignment.compare_end - self.date_delta))
                else:
                    self.assertIsNone(duplicate_assignment.compare_end)

                self.assertEqual(len(original_assignment.criteria), 1)
                self.assertEqual(len(original_assignment.criteria),
                                 len(duplicate_assignment.criteria))

                for index, original_criteria in enumerate(
                        original_assignment.criteria):
                    duplicate_criteria = duplicate_assignment.criteria[index]
                    self.assertEqual(original_criteria.id,
                                     duplicate_criteria.id)

                original_comparison_examples = original_assignment.comparison_examples.all(
                )
                duplicate_comparison_examples = duplicate_assignment.comparison_examples.all(
                )

                if original_assignment.id in [1, 2]:
                    self.assertEqual(len(original_comparison_examples), 1)
                else:
                    self.assertEqual(len(original_comparison_examples), 0)
                self.assertEqual(len(original_comparison_examples),
                                 len(duplicate_comparison_examples))

                for index, original_comparison_example in enumerate(
                        original_comparison_examples):
                    duplicate_comparison_example = duplicate_comparison_examples[
                        index]

                    self.assertNotEqual(original_comparison_example.id,
                                        duplicate_comparison_example.id)
                    self.assertNotEqual(
                        original_comparison_example.answer1_id,
                        duplicate_comparison_example.answer1_id)
                    self.assertNotEqual(
                        original_comparison_example.answer2_id,
                        duplicate_comparison_example.answer2_id)
                    self.assertEqual(
                        duplicate_assignment.id,
                        duplicate_comparison_example.assignment_id)

                    original_answer1 = original_comparison_example.answer1
                    duplicate_answer1 = duplicate_comparison_example.answer1

                    self.assertNotEqual(original_answer1.id,
                                        duplicate_answer1.id)
                    self.assertEqual(duplicate_assignment.id,
                                     duplicate_answer1.assignment_id)
                    self.assertEqual(original_answer1.content,
                                     duplicate_answer1.content)
                    self.assertEqual(original_answer1.practice,
                                     duplicate_answer1.practice)
                    self.assertEqual(original_answer1.active,
                                     duplicate_answer1.active)
                    self.assertEqual(original_answer1.draft,
                                     duplicate_answer1.draft)

                    original_answer2 = original_comparison_example.answer2
                    duplicate_answer2 = duplicate_comparison_example.answer2

                    self.assertNotEqual(original_answer2.id,
                                        duplicate_answer2.id)
                    self.assertEqual(duplicate_assignment.id,
                                     duplicate_answer2.assignment_id)
                    self.assertEqual(original_answer2.content,
                                     duplicate_answer2.content)
                    self.assertEqual(original_answer2.practice,
                                     original_answer2.practice)
                    self.assertEqual(original_answer2.active,
                                     original_answer2.active)
                    self.assertEqual(original_answer2.draft,
                                     original_answer2.draft)
class AlgorithmValidityTests(ComPAIRAPITestCase):
    SCORING_ALGORITHM = ScoringAlgorithm.elo
    PAIRING_ALGORITHM = PairingAlgorithm.adaptive_min_delta
    NUMBER_OF_ANSWERS = 100
    REPORT_PATH = None
    WINNER_SELECTOR = WinnerSelector.always_correct
    CORRECT_RATE = 1.0
    ACTUAL_GRADES = None

    def create_app(self):
        settings = test_app_settings.copy()
        settings['SQLALCHEMY_DATABASE_URI'] = 'sqlite:///'+self._sqlite_db()
        app = create_app(settings_override=settings)
        return app

    def setUp(self):
        # remove existing sqlite db if exists
        self._delete_sqlite_db()

        # get a new seed (needed for ConcurrentTestSuite so they don't produce the same results)
        random.seed()
        numpy.random.seed()

        super(AlgorithmValidityTests, self).setUp()
        self.data = ComparisonTestData()

        self.MAX_COMPARSIONS = (NUMBER_OF_ANSWERS - 1) * (NUMBER_OF_ANSWERS - 2) / 2
        self.TOTAL_MAX_ROUNDS = 50
        self.COMPARISONS_IN_ROUND = math.ceil(NUMBER_OF_ANSWERS / 2)
        # stop after lowest of total comparisons possible or 100 rounds worth of comparisons are complete
        self.TOTAL_MAX_COMPARISONS = min(
            self.COMPARISONS_IN_ROUND * self.TOTAL_MAX_ROUNDS,
            NUMBER_OF_ANSWERS * self.MAX_COMPARSIONS
        )

        self.course = self.data.create_course()
        self.instructor = self.data.create_instructor()
        self.data.enrol_instructor(self.instructor, self.course)
        self.assignment = self.data.create_assignment_in_comparison_period(
            self.course, self.instructor,
            number_of_comparisons=self.MAX_COMPARSIONS,
            scoring_algorithm=AlgorithmValidityTests.SCORING_ALGORITHM,
            pairing_algorithm=AlgorithmValidityTests.PAIRING_ALGORITHM)

        self.students = []
        self.answers = []
        self.grade_by_answer_uuid = {}
        actual_grades = ACTUAL_GRADES
        if not actual_grades:
            actual_grades = numpy.random.normal(0.78, 0.1, self.NUMBER_OF_ANSWERS)
        for grade in actual_grades:
            student = self.data.create_normal_user()
            self.data.enrol_student(student, self.course)
            self.students.append(student)

            answer = self.data.create_answer(self.assignment, student, with_score=False)
            self.answers.append(answer)
            self.grade_by_answer_uuid[answer.uuid] = grade

        self.base_url = self._build_url(self.course.uuid, self.assignment.uuid)
        db.session.commit()

    def tearDown(self):
        self._delete_sqlite_db()

    def _sqlite_db(self):
        return 'test_comparison'+str(os.getpid())+'.db'

    def _delete_sqlite_db(self):
        file_path = os.path.join(os.getcwd(), 'compair', self._sqlite_db())
        if os.path.isfile(file_path):
            try:
                os.remove(file_path)
            except Exception as e:
                print(e)

    def _decide_winner(self, answer1_uuid, answer2_uuid):
        answer1_grade = self.grade_by_answer_uuid[answer1_uuid]
        answer2_grade = self.grade_by_answer_uuid[answer2_uuid]

        if AlgorithmValidityTests.WINNER_SELECTOR == WinnerSelector.always_correct:
            return self.always_correct(answer1_grade, answer2_grade)
        elif AlgorithmValidityTests.WINNER_SELECTOR == WinnerSelector.guessing:
            return self.guessing()
        elif AlgorithmValidityTests.WINNER_SELECTOR == WinnerSelector.correct_with_error:
            return self.correct_with_error(answer1_grade, answer2_grade, AlgorithmValidityTests.CORRECT_RATE)
        elif AlgorithmValidityTests.WINNER_SELECTOR == WinnerSelector.closely_matched_errors:
            return self.closely_matched_errors(answer1_grade, answer2_grade, AlgorithmValidityTests.CORRECT_RATE)
        else:
            raise Exception()

    def always_correct(self, value1, value2):
        return self.correct_with_error(value1, value2, 1.0)

    def correct_with_error(self, value1, value2, correct_rate):
        if value1 == value2:
            return self.guessing()
        correct_answer = WinningAnswer.answer1 if value1 > value2 else WinningAnswer.answer2
        incorrect_answer = WinningAnswer.answer1 if value1 < value2 else WinningAnswer.answer2

        return correct_answer if random.random() <= correct_rate else incorrect_answer

    def guessing(self):
        return WinningAnswer.answer1 if random.random() <= 0.5 else WinningAnswer.answer2

    def closely_matched_errors(self, value1, value2, sigma):
        # make the actual values of answers fuzzy (represents perceived value errors)
        fuzzy_value1 = numpy.random.normal(value1, sigma, 1)[0]
        fuzzy_value2 = numpy.random.normal(value2, sigma, 1)[0]
        # return the correct winner using fuzzy perceived values
        return self.always_correct(fuzzy_value1, fuzzy_value2)

    def _build_url(self, course_uuid, assignment_uuid, tail=""):
        url = '/api/courses/' + course_uuid + '/assignments/' + assignment_uuid + '/comparisons' + tail
        return url

    def _build_comparison_submit(self, winner, draft=False):
        submit = {
            'comparison_criteria': [],
            'draft': draft
        }

        for criterion in self.assignment.criteria:
            submit['comparison_criteria'].append({
                'criterion_id': criterion.uuid,
                'winner': winner,
                'content': None
            })
        return submit

    def test_random_students_perform_comparisons(self):
        self.student_comparison_count = {
            student.id: 0 for student in self.students
        }

        comparison_count = 0
        round_count = 0

        results = []

        while comparison_count < self.TOTAL_MAX_COMPARISONS:
            # select a random student to answer
            student = random.choice(self.students)

            with self.login(student.username):
                # perform selection algorithm
                rv = self.client.get(self.base_url)
                self.assert200(rv)
                winner = self._decide_winner(rv.json['comparison']['answer1_id'], rv.json['comparison']['answer2_id'])
                comparison_submit = self._build_comparison_submit(winner.value)

                rv = self.client.post(self.base_url, data=json.dumps(comparison_submit), content_type='application/json')
                self.assert200(rv)

            comparison_count += 1

            # remove students who have completed all comparisons
            self.student_comparison_count[student.id] += 1
            if self.student_comparison_count[student.id] >= self.MAX_COMPARSIONS:
                indexes = [i for i, s in enumerate(self.students) if student.id == s.id]
                del self.students[indexes[0]]

            if comparison_count % self.COMPARISONS_IN_ROUND == 0:
                round_count += 1

                actual_grades = []
                current_scores = []
                for answer in self.answers:
                    answer_score = AnswerScore.query.filter_by(answer_id=answer.id).first()
                    if answer_score:
                        current_scores.append(answer_score.score)
                        actual_grades.append(self.grade_by_answer_uuid[answer.uuid])

                r_value, pearsonr_p_value = pearsonr(actual_grades, current_scores)
                #rho, spearmanr_p_value = spearmanr(actual_grades, current_scores)
                #tau, kendalltau_p_value = kendalltau(actual_grades, current_scores)
                results.append(str(r_value))
                #results.append(str(rho))
                #results.append(str(tau))
                #print("Round {} ----------- pearsonr={} value=={} spearmanr={} value=={} kendalltau={} value=={}".format(
                #    round_count, r_value, pearsonr_p_value, rho, spearmanr_p_value, tau, kendalltau_p_value
                #))

                if r_value >= ACCEPTABLE_CORRELATION:
                    break

        with open(AlgorithmValidityTests.REPORT_PATH, "a") as csvfile:
            out = csv.writer(csvfile)
            out.writerow(results)
예제 #3
0
class CoursesDuplicateComplexAPITests(ComPAIRAPITestCase):
    def setUp(self):
        super(CoursesDuplicateComplexAPITests, self).setUp()
        self.data = ComparisonTestData()
        self.course = self.data.get_course()

        # add start_date
        self.course.start_date = datetime.datetime.utcnow()
        self.course.end_date = datetime.datetime.utcnow() + datetime.timedelta(days=90)

        index = 0
        self.assertGreaterEqual(self.course.assignments.count(), 4) # make sure we have enough assignments to play with
        for assignment in self.course.assignments:
            assignment.answer_start = self.course.start_date + datetime.timedelta(days=index)
            assignment.answer_end = self.course.start_date + datetime.timedelta(days=index+7)
            if assignment.compare_start != None:
                assignment.compare_start = self.course.start_date + datetime.timedelta(days=index+14)
            if assignment.compare_end != None:
                assignment.compare_end = self.course.start_date + datetime.timedelta(days=index+21)
            # modify some assignments with self-evaluation
            if index % 2 == 0:
                assignment.enable_self_evaluation = True
            else:
                assignment.enable_self_evaluation = False
            if index % 4 == 0:
                assignment.self_eval_start = assignment.answer_end + datetime.timedelta(days=1)
                assignment.self_eval_end = assignment.self_eval_start + datetime.timedelta(days=1)
                assignment.self_eval_instructions = ''.join([choice(ascii_letters) for i in range(10)])
            else:
                assignment.self_eval_start = None
                assignment.self_eval_end = None
                assignment.self_eval_instructions = None
            index+=1
        db.session.commit()

        self.url = '/api/courses/' + self.course.uuid + '/duplicate'

        self.date_delta = datetime.timedelta(days=180)
        self.expected = {
            'name': 'duplicate course',
            'year': 2015,
            'term': 'Winter',
            'sandbox': False,
            'start_date': (self.course.start_date + self.date_delta).isoformat() + 'Z',
            'end_date': (self.course.end_date + self.date_delta).isoformat() + 'Z',
            'assignments': []
        }

        for assignment in self.course.assignments:
            if not assignment.active:
                continue

            assignment_data = {
                'id': assignment.uuid,
                'name': assignment.name,
                'answer_start': (assignment.answer_start + self.date_delta).isoformat() + 'Z',
                'answer_end': (assignment.answer_end + self.date_delta).isoformat() + 'Z',
                'enable_self_evaluation': assignment.enable_self_evaluation,
                'self_eval_start': (assignment.self_eval_start + self.date_delta).isoformat() + 'Z' if assignment.self_eval_start else assignment.self_eval_start,
                'self_eval_end': (assignment.self_eval_end + self.date_delta).isoformat() + 'Z' if assignment.self_eval_end else assignment.self_eval_end,
                'self_eval_instructions': assignment.self_eval_instructions,
            }

            if assignment.compare_start != None:
                assignment_data['compare_start'] = (assignment.compare_start + self.date_delta).isoformat() + 'Z'

            if assignment.compare_end != None:
                assignment_data['compare_end'] = (assignment.compare_end + self.date_delta).isoformat() + 'Z'

            self.expected['assignments'].append(assignment_data)

        now = datetime.datetime.utcnow()
        self.valid_course = self.data.create_course()
        self.data.enrol_instructor(self.data.get_authorized_instructor(), self.valid_course)
        self.valid_assignment = self.data.create_assignment_in_answer_period(self.valid_course, self.data.get_authorized_instructor())

        self.valid_start_date = now.isoformat() + 'Z'
        self.valid_end_date = (now + datetime.timedelta(days=120)).isoformat() + 'Z'

        self.invalid_end_date = (now - datetime.timedelta(days=1)).isoformat() + 'Z'

        self.valid_answer_start = now.isoformat() + 'Z'
        self.valid_answer_end = (now + datetime.timedelta(days=90)).isoformat() + 'Z'

        self.invalid_answer_start = (now - datetime.timedelta(days=1)).isoformat() + 'Z'
        self.invalid_answer_end = (now - datetime.timedelta(days=1)).isoformat() + 'Z'
        self.invalid_answer_end2 = (now + datetime.timedelta(days=121)).isoformat() + 'Z'

        self.valid_compare_start = now.isoformat() + 'Z'
        self.valid_compare_end = (now + datetime.timedelta(days=90)).isoformat() + 'Z'

        self.invalid_compare_start = (now - datetime.timedelta(days=1)).isoformat() + 'Z'
        self.invalid_compare_end = (now - datetime.timedelta(days=1)).isoformat() + 'Z'
        self.invalid_compare_end2 = (now + datetime.timedelta(days=121)).isoformat() + 'Z'

        self.valid_self_eval_start = (now + datetime.timedelta(days=92)).isoformat() + 'Z'
        self.valid_self_eval_end = (now + datetime.timedelta(days=120)).isoformat() + 'Z'

        self.invalid_self_eval_start = now.isoformat() + 'Z' # = compare_start
        self.invalid_self_eval_start2 = (now + datetime.timedelta(days=90)).isoformat() + 'Z' # = answer_end
        self.invalid_self_eval_end = (now + datetime.timedelta(days=91)).isoformat() + 'Z'   # < self_eval_start
        self.invalid_self_eval_end2 = (now + datetime.timedelta(days=121)).isoformat() + 'Z'  # > course_end

        self.validation_url = '/api/courses/' + self.valid_course.uuid + '/duplicate'
        self.validate_expected_assignment = {
            'id': self.valid_assignment.uuid,
            'name': self.valid_assignment.name,
            'answer_start': self.valid_answer_start,
            'answer_end': self.valid_answer_end,
            'compare_start': self.valid_compare_start,
            'compare_end': self.valid_compare_end
        }
        self.validate_expected_course = {
            'name': 'duplicate validation course',
            'year': 2015,
            'term': 'Winter',
            'sandbox': False,
            'start_date': self.valid_start_date,
            'end_date': self.valid_end_date,
            'assignments': [self.validate_expected_assignment]
        }

    def test_duplicate_course_complex(self):
        original_course = self.data.get_course()

        # test authorized user
        with self.login(self.data.get_authorized_instructor().username):
            # test valid expected
            rv = self.client.post(self.validation_url, data=json.dumps(self.validate_expected_course), content_type='application/json')
            self.assert200(rv)

            # test invalid course start/end dates
            invalid_expected = self.validate_expected_course.copy()
            invalid_expected['end_date'] = self.invalid_end_date
            rv = self.client.post(self.validation_url, data=json.dumps(invalid_expected), content_type='application/json')
            self.assert400(rv)
            self.assertEqual(rv.json["title"], "Course Not Saved")
            self.assertEqual(rv.json["message"], "Course end time must be after course start time.")

            # test invalid assignment answer start
            invalid_expected = self.validate_expected_course.copy()
            invalid_expected['assignments'][0] = self.validate_expected_assignment.copy()
            invalid_expected['assignments'][0]['answer_start'] = None
            rv = self.client.post(self.validation_url, data=json.dumps(invalid_expected), content_type='application/json')
            self.assert400(rv)
            self.assertEqual(rv.json["title"], "Course Not Saved")
            self.assertEqual(rv.json["message"], "No answer period start time provided for assignment "+self.valid_assignment.name+".")

            # test invalid assignment answer end
            invalid_expected = self.validate_expected_course.copy()
            invalid_expected['assignments'][0] = self.validate_expected_assignment.copy()
            invalid_expected['assignments'][0]['answer_end'] = None
            rv = self.client.post(self.validation_url, data=json.dumps(invalid_expected), content_type='application/json')
            self.assert400(rv)
            self.assertEqual(rv.json["title"], "Course Not Saved")
            self.assertEqual(rv.json["message"], "No answer period end time provided for assignment "+self.valid_assignment.name+".")

            invalid_expected = self.validate_expected_course.copy()
            invalid_expected['assignments'][0] = self.validate_expected_assignment.copy()
            invalid_expected['assignments'][0]['answer_end'] = self.invalid_answer_end
            rv = self.client.post(self.validation_url, data=json.dumps(invalid_expected), content_type='application/json')
            self.assert400(rv)
            self.assertEqual(rv.json["title"], "Course Not Saved")
            self.assertEqual(rv.json["message"], "Answer period end time must be after the answer start time for assignment "+self.valid_assignment.name+".")

            invalid_expected = self.validate_expected_course.copy()
            invalid_expected['assignments'][0] = self.validate_expected_assignment.copy()
            invalid_expected['assignments'][0]['answer_end'] = self.invalid_answer_end2
            rv = self.client.post(self.validation_url, data=json.dumps(invalid_expected), content_type='application/json')
            self.assert400(rv)
            self.assertEqual(rv.json["title"], "Course Not Saved")
            self.assertEqual(rv.json["message"], "Answer period end time must be before the course end time for assignment "+self.valid_assignment.name+".")

            # test invalid assignment compare start
            invalid_expected = self.validate_expected_course.copy()
            invalid_expected['assignments'][0] = self.validate_expected_assignment.copy()
            invalid_expected['assignments'][0]['compare_start'] = None
            rv = self.client.post(self.validation_url, data=json.dumps(invalid_expected), content_type='application/json')
            self.assert400(rv)
            self.assertEqual(rv.json["title"], "Course Not Saved")
            self.assertEqual(rv.json["message"], "No compare period start time provided for assignment "+self.valid_assignment.name+".")

            invalid_expected = self.validate_expected_course.copy()
            invalid_expected['assignments'][0] = self.validate_expected_assignment.copy()
            invalid_expected['assignments'][0]['compare_start'] = self.invalid_compare_start
            rv = self.client.post(self.validation_url, data=json.dumps(invalid_expected), content_type='application/json')
            self.assert400(rv)
            self.assertEqual(rv.json["title"], "Course Not Saved")
            self.assertEqual(rv.json["message"], "Compare period start time must be after the answer start time for assignment "+self.valid_assignment.name+".")

            # test invalid assignment compare end
            invalid_expected = self.validate_expected_course.copy()
            invalid_expected['assignments'][0] = self.validate_expected_assignment.copy()
            invalid_expected['assignments'][0]['compare_end'] = None
            rv = self.client.post(self.validation_url, data=json.dumps(invalid_expected), content_type='application/json')
            self.assert400(rv)
            self.assertEqual(rv.json["title"], "Course Not Saved")
            self.assertEqual(rv.json["message"], "No compare period end time provided for assignment "+self.valid_assignment.name+".")

            invalid_expected = self.validate_expected_course.copy()
            invalid_expected['assignments'][0] = self.validate_expected_assignment.copy()
            invalid_expected['assignments'][0]['compare_end'] = self.invalid_compare_end
            rv = self.client.post(self.validation_url, data=json.dumps(invalid_expected), content_type='application/json')
            self.assert400(rv)
            self.assertEqual(rv.json["title"], "Course Not Saved")
            self.assertEqual(rv.json["message"], "Compare period end time must be after the compare start time for assignment "+self.valid_assignment.name+".")

            invalid_expected = self.validate_expected_course.copy()
            invalid_expected['assignments'][0] = self.validate_expected_assignment.copy()
            invalid_expected['assignments'][0]['compare_end'] = self.invalid_compare_end2
            rv = self.client.post(self.validation_url, data=json.dumps(invalid_expected), content_type='application/json')
            self.assert400(rv)
            self.assertEqual(rv.json["title"], "Course Not Saved")
            self.assertEqual(rv.json["message"], "Compare period end time must be before the course end time for assignment "+self.valid_assignment.name+".")

            # test invalid assignment self-eval start
            invalid_expected = self.validate_expected_course.copy()
            invalid_expected['assignments'][0] = self.validate_expected_assignment.copy()
            invalid_expected['assignments'][0]['self_eval_start'] = None
            invalid_expected['assignments'][0]['self_eval_end'] = self.valid_self_eval_end
            rv = self.client.post(self.validation_url, data=json.dumps(invalid_expected), content_type='application/json')
            self.assert400(rv)
            self.assertEqual(rv.json["title"], "Course Not Saved")
            self.assertEqual(rv.json["message"], "No self-evaluation start time provided for assignment "+self.valid_assignment.name+".")

            invalid_expected = self.validate_expected_course.copy()
            invalid_expected['assignments'][0] = self.validate_expected_assignment.copy()
            invalid_expected['assignments'][0]['self_eval_start'] = self.invalid_self_eval_start
            invalid_expected['assignments'][0]['self_eval_end'] = self.valid_self_eval_end
            rv = self.client.post(self.validation_url, data=json.dumps(invalid_expected), content_type='application/json')
            self.assert400(rv)
            self.assertEqual(rv.json["title"], "Course Not Saved")
            self.assertEqual(rv.json["message"], "Self-evaluation start time must be after the compare start time for assignment "+self.valid_assignment.name+".")

            invalid_expected = self.validate_expected_course.copy()
            invalid_expected['assignments'][0] = self.validate_expected_assignment.copy()
            invalid_expected['assignments'][0]['compare_start'] = None
            invalid_expected['assignments'][0]['compare_end'] = None
            invalid_expected['assignments'][0]['self_eval_start'] = self.invalid_self_eval_start2
            invalid_expected['assignments'][0]['self_eval_end'] = self.valid_self_eval_end
            rv = self.client.post(self.validation_url, data=json.dumps(invalid_expected), content_type='application/json')
            self.assert400(rv)
            self.assertEqual(rv.json["title"], "Course Not Saved")
            self.assertEqual(rv.json["message"], "Self-evaluation start time must be after the answer end time for assignment "+self.valid_assignment.name+".")

            # test invalid assignment self-eval end
            invalid_expected = self.validate_expected_course.copy()
            invalid_expected['assignments'][0] = self.validate_expected_assignment.copy()
            invalid_expected['assignments'][0]['self_eval_start'] = self.valid_self_eval_start
            invalid_expected['assignments'][0]['self_eval_end'] = None
            rv = self.client.post(self.validation_url, data=json.dumps(invalid_expected), content_type='application/json')
            self.assert400(rv)
            self.assertEqual(rv.json["title"], "Course Not Saved")
            self.assertEqual(rv.json["message"], "No self-evaluation end time provided for assignment "+self.valid_assignment.name+".")

            invalid_expected = self.validate_expected_course.copy()
            invalid_expected['assignments'][0] = self.validate_expected_assignment.copy()
            invalid_expected['assignments'][0]['self_eval_start'] = self.valid_self_eval_start
            invalid_expected['assignments'][0]['self_eval_end'] = self.invalid_self_eval_end
            rv = self.client.post(self.validation_url, data=json.dumps(invalid_expected), content_type='application/json')
            self.assert400(rv)
            self.assertEqual(rv.json["title"], "Course Not Saved")
            self.assertEqual(rv.json["message"], "Self-evaluation end time must be after the self-evaluation start time for assignment "+self.valid_assignment.name+".")

            invalid_expected = self.validate_expected_course.copy()
            invalid_expected['assignments'][0] = self.validate_expected_assignment.copy()
            invalid_expected['assignments'][0]['self_eval_start'] = self.valid_self_eval_start
            invalid_expected['assignments'][0]['self_eval_end'] = self.invalid_self_eval_end2
            rv = self.client.post(self.validation_url, data=json.dumps(invalid_expected), content_type='application/json')
            self.assert400(rv)
            self.assertEqual(rv.json["title"], "Course Not Saved")
            self.assertEqual(rv.json["message"], "Self-evaluation end time must be before the course end time for assignment "+self.valid_assignment.name+".")

            # test deep copy assignments
            rv = self.client.post(self.url, data=json.dumps(self.expected), content_type='application/json')
            self.assert200(rv)

            duplicate_course = Course.query.filter_by(uuid=rv.json['id']).first()
            self.assertIsNotNone(duplicate_course)

            # verify course duplicated correctly
            self.assertNotEqual(original_course.id, duplicate_course.id)
            self.assertNotEqual(original_course.uuid, duplicate_course.uuid)
            self.assertEqual(self.expected['name'], duplicate_course.name)
            self.assertEqual(self.expected['year'], duplicate_course.year)
            self.assertEqual(self.expected['term'], duplicate_course.term)
            self.assertEqual(self.expected['sandbox'], duplicate_course.sandbox)
            self.assertEqual(self.expected['start_date'].replace('Z', ''), rv.json['start_date'].replace('+00:00', ''))
            self.assertEqual(self.expected['end_date'].replace('Z', ''), rv.json['end_date'].replace('+00:00', ''))

            # verify instructor added to duplicate course
            user_course = UserCourse.query \
                .filter_by(
                    user_id=self.data.get_authorized_instructor().id,
                    course_uuid=rv.json['id']
                ) \
                .one_or_none()
            self.assertIsNotNone(user_course)

            original_assignments = original_course.assignments.all()
            duplicate_assignments = duplicate_course.assignments.all()

            self.assertEqual(len(original_assignments), 5)
            self.assertEqual(len(original_assignments), len(duplicate_assignments))

            for index, original_assignment in enumerate(original_assignments):
                duplicate_assignment = duplicate_assignments[index]

                self.assertNotEqual(original_assignment.id, duplicate_assignment.id)
                self.assertNotEqual(original_assignment.uuid, duplicate_assignment.uuid)
                self.assertEqual(duplicate_course.id, duplicate_assignment.course_id)
                self.assertEqual(original_assignment.name, duplicate_assignment.name)
                self.assertEqual(original_assignment.description, duplicate_assignment.description)
                self.assertEqual(original_assignment.number_of_comparisons, duplicate_assignment.number_of_comparisons)
                self.assertEqual(original_assignment.students_can_reply, duplicate_assignment.students_can_reply)
                self.assertEqual(original_assignment.enable_self_evaluation, duplicate_assignment.enable_self_evaluation)
                self.assertEqual(original_assignment.pairing_algorithm, duplicate_assignment.pairing_algorithm)
                self.assertEqual(original_assignment.answer_grade_weight, duplicate_assignment.answer_grade_weight)
                self.assertEqual(original_assignment.comparison_grade_weight, duplicate_assignment.comparison_grade_weight)
                self.assertEqual(original_assignment.self_evaluation_grade_weight, duplicate_assignment.self_evaluation_grade_weight)
                self.assertEqual(original_assignment.enable_group_answers, duplicate_assignment.enable_group_answers)
                self.assertEqual(original_assignment.scoring_algorithm, duplicate_assignment.scoring_algorithm)
                self.assertEqual(original_assignment.peer_feedback_prompt, duplicate_assignment.peer_feedback_prompt)
                self.assertEqual(original_assignment.educators_can_compare, duplicate_assignment.educators_can_compare)
                self.assertEqual(original_assignment.rank_display_limit, duplicate_assignment.rank_display_limit)

                self.assertEqual(original_assignment.answer_start,
                    (duplicate_assignment.answer_start - self.date_delta))
                self.assertEqual(original_assignment.answer_end,
                    (duplicate_assignment.answer_end - self.date_delta))

                if original_assignment.compare_start != None:
                    self.assertEqual(original_assignment.compare_start,
                        (duplicate_assignment.compare_start - self.date_delta))
                else:
                    self.assertIsNone(duplicate_assignment.compare_start)

                if original_assignment.compare_end != None:
                    self.assertEqual(original_assignment.compare_end,
                        (duplicate_assignment.compare_end - self.date_delta))
                else:
                    self.assertIsNone(duplicate_assignment.compare_end)

                self.assertEqual(len(original_assignment.criteria), 1)
                self.assertEqual(len(original_assignment.criteria), len(duplicate_assignment.criteria))

                for index, original_criteria in enumerate(original_assignment.criteria):
                    duplicate_criteria = duplicate_assignment.criteria[index]
                    self.assertEqual(original_criteria.id, duplicate_criteria.id)

                self.assertEqual(original_assignment.enable_self_evaluation,
                    duplicate_assignment.enable_self_evaluation)
                if original_assignment.self_eval_start:
                    self.assertEqual(original_assignment.self_eval_start,
                        (duplicate_assignment.self_eval_start - self.date_delta))
                else:
                    self.assertIsNone(duplicate_assignment.self_eval_start)
                if original_assignment.self_eval_end:
                    self.assertEqual(original_assignment.self_eval_end,
                        (duplicate_assignment.self_eval_end - self.date_delta))
                else:
                    self.assertIsNone(duplicate_assignment.self_eval_end)
                self.assertEqual(original_assignment.self_eval_instructions,
                    duplicate_assignment.self_eval_instructions)

                original_comparison_examples = original_assignment.comparison_examples.all()
                duplicate_comparison_examples = duplicate_assignment.comparison_examples.all()

                if original_assignment.id in [1,2,3,4]:
                    self.assertEqual(len(original_comparison_examples), 1)
                else:
                    self.assertEqual(len(original_comparison_examples), 0)
                self.assertEqual(len(original_comparison_examples), len(duplicate_comparison_examples))

                for index, original_comparison_example in enumerate(original_comparison_examples):
                    duplicate_comparison_example = duplicate_comparison_examples[index]

                    self.assertNotEqual(original_comparison_example.id, duplicate_comparison_example.id)
                    self.assertNotEqual(original_comparison_example.answer1_id, duplicate_comparison_example.answer1_id)
                    self.assertNotEqual(original_comparison_example.answer2_id, duplicate_comparison_example.answer2_id)
                    self.assertEqual(duplicate_assignment.id, duplicate_comparison_example.assignment_id)

                    original_answer1 = original_comparison_example.answer1
                    duplicate_answer1 = duplicate_comparison_example.answer1

                    self.assertNotEqual(original_answer1.id, duplicate_answer1.id)
                    self.assertEqual(duplicate_assignment.id, duplicate_answer1.assignment_id)
                    self.assertEqual(original_answer1.content, duplicate_answer1.content)
                    self.assertEqual(original_answer1.practice, duplicate_answer1.practice)
                    self.assertEqual(original_answer1.active, duplicate_answer1.active)
                    self.assertEqual(original_answer1.draft, duplicate_answer1.draft)

                    original_answer2 = original_comparison_example.answer2
                    duplicate_answer2 = duplicate_comparison_example.answer2

                    self.assertNotEqual(original_answer2.id, duplicate_answer2.id)
                    self.assertEqual(duplicate_assignment.id, duplicate_answer2.assignment_id)
                    self.assertEqual(original_answer2.content, duplicate_answer2.content)
                    self.assertEqual(original_answer2.practice, original_answer2.practice)
                    self.assertEqual(original_answer2.active, original_answer2.active)
                    self.assertEqual(original_answer2.draft, original_answer2.draft)
예제 #4
0
class UsersCourseStatusAPITests(ComPAIRAPITestCase):
    def setUp(self):
        super(UsersCourseStatusAPITests, self).setUp()
        self.data = ComparisonTestData()

    def _create_enough_answers_for_assignment(self, assignment):
        course = assignment.course

        for i in range(assignment.number_of_comparisons*2):
            student = self.data.create_normal_user()
            self.data.enrol_student(student, course)
            self.data.create_answer(assignment, student)



    def _submit_all_comparisons_for_assignment(self, assignment, user_id):
        submit_count = 0

        for comparison_example in assignment.comparison_examples:
            comparisons = Comparison.create_new_comparison_set(assignment.id, user_id, False)
            self.assertEqual(comparisons[0].answer1_id, comparison_example.answer1_id)
            self.assertEqual(comparisons[0].answer2_id, comparison_example.answer2_id)
            for comparison in comparisons:
                comparison.completed = True
                comparison.winner_id = min([comparisons[0].answer1_id, comparisons[0].answer2_id])
                db.session.add(comparison)
            submit_count += 1
            db.session.commit()

        for i in range(assignment.number_of_comparisons):
            comparisons = Comparison.create_new_comparison_set(assignment.id, user_id, False)
            for comparison in comparisons:
                comparison.completed = True
                comparison.winner_id = min([comparisons[0].answer1_id, comparisons[0].answer2_id])
                db.session.add(comparison)
            submit_count += 1
            db.session.commit()

            Comparison.calculate_scores(assignment.id)
        return submit_count

    def test_get_course_list(self):
        # test login required
        course = self.data.get_course()
        url = '/api/users/courses/status?ids='+course.uuid
        rv = self.client.get(url)
        self.assert401(rv)

        with self.login(self.data.get_authorized_student().username):
            # ids missing
            rv = self.client.get('/api/users/courses/status')
            self.assert400(rv)

            # empty ids
            rv = self.client.get('/api/users/courses/status?ids=')
            self.assert400(rv)

            # empty course doesn't exists
            rv = self.client.get('/api/users/courses/status?ids=999')
            self.assert400(rv)

            # test authorized student
            rv = self.client.get(url)
            self.assert200(rv)
            self.assertEqual(1, len(rv.json['statuses']))
            self.assertIn(course.uuid, rv.json['statuses'])

            # test course with no assignments
            course = self.data.create_course()
            self.data.enrol_student(self.data.get_authorized_student(), course)
            self.data.enrol_instructor(self.data.get_authorized_instructor(), course)
            url = '/api/users/courses/status?ids='+course.uuid

            rv = self.client.get(url)
            self.assert200(rv)
            self.assertEqual(1, len(rv.json['statuses']))
            self.assertIn(course.uuid, rv.json['statuses'])
            self.assertEqual(0, rv.json['statuses'][course.uuid]['incomplete_assignments'])

            # test course with 2 assignment
            self.data.create_assignment(course, self.data.get_authorized_instructor(),
                datetime.datetime.now() + datetime.timedelta(days=7), datetime.datetime.now() + datetime.timedelta(days=14))
            past_assignment = self.data.create_assignment(course, self.data.get_authorized_instructor(),
                datetime.datetime.now() - datetime.timedelta(days=28), datetime.datetime.now() - datetime.timedelta(days=21))
            past_assignment.compare_start = datetime.datetime.now() - datetime.timedelta(days=14)
            past_assignment.compare_end = datetime.datetime.now() - datetime.timedelta(days=7)
            db.session.commit()

            rv = self.client.get(url)
            self.assert200(rv)
            self.assertEqual(1, len(rv.json['statuses']))
            self.assertEqual(0, rv.json['statuses'][course.uuid]['incomplete_assignments'])

            # test course with 3 assignment
            # - 1 in answering period
            answering_assignment = self.data.create_assignment_in_answer_period(course, self.data.get_authorized_instructor())

            rv = self.client.get(url)
            self.assert200(rv)
            self.assertEqual(1, len(rv.json['statuses']))
            self.assertEqual(1, rv.json['statuses'][course.uuid]['incomplete_assignments'])

            # test course with 5 assignment
            # - 1 in answering period
            # - 1 in comparison_period
            # - 1 in comparison_period with self evaluation
            comparing_assignment = self.data.create_assignment_in_comparison_period(course, self.data.get_authorized_instructor())
            comparing_assignment_self_eval = self.data.create_assignment_in_comparison_period(course, self.data.get_authorized_instructor())
            comparing_assignment_self_eval.enable_self_evaluation = True
            db.session.commit()

            rv = self.client.get(url)
            self.assert200(rv)
            self.assertEqual(1, len(rv.json['statuses']))
            self.assertEqual(3, rv.json['statuses'][course.uuid]['incomplete_assignments'])

            # test course with 5 assignment
            # - 1 in answering period (answered)
            # - 1 in comparison_period
            # - 1 in comparison_period with self evaluation
            self.data.create_answer(answering_assignment, self.data.get_authorized_student())

            rv = self.client.get(url)
            self.assert200(rv)
            self.assertEqual(1, len(rv.json['statuses']))
            self.assertEqual(2, rv.json['statuses'][course.uuid]['incomplete_assignments'])

            # test course with 5 assignment
            # - 1 in answering period (answered)
            # - 1 in comparison_period (fully compared)
            # - 1 in comparison_period with self evaluation
            self._create_enough_answers_for_assignment(comparing_assignment)
            self._submit_all_comparisons_for_assignment(comparing_assignment, self.data.get_authorized_student().id)

            rv = self.client.get(url)
            self.assert200(rv)
            self.assertEqual(1, len(rv.json['statuses']))
            self.assertEqual(1, rv.json['statuses'][course.uuid]['incomplete_assignments'])

            # test course with 5 assignment
            # - 1 in answering period (answered)
            # - 1 in comparison_period (fully compared)
            # - 1 in comparison_period with self evaluation (fully compared, not self-evaulated)
            self._create_enough_answers_for_assignment(comparing_assignment_self_eval)
            self._submit_all_comparisons_for_assignment(comparing_assignment_self_eval, self.data.get_authorized_student().id)

            rv = self.client.get(url)
            self.assert200(rv)
            self.assertEqual(1, len(rv.json['statuses']))
            self.assertEqual(1, rv.json['statuses'][course.uuid]['incomplete_assignments'])

            # test course with 5 assignment
            # - 1 in answering period (answered)
            # - 1 in comparison_period (fully compared)
            # - 1 in comparison_period with self evaluation (fully compared and self-evaulated)
            answer = self.data.create_answer(comparing_assignment_self_eval, self.data.get_authorized_student())
            answer_comment = AnswerComment(
                user_id=self.data.get_authorized_student().id,
                answer_id=answer.id,
                comment_type=AnswerCommentType.self_evaluation,
                draft=False
            )
            db.session.add(answer_comment)
            db.session.commit()

            rv = self.client.get(url)
            self.assert200(rv)
            self.assertEqual(1, len(rv.json['statuses']))
            self.assertEqual(0, rv.json['statuses'][course.uuid]['incomplete_assignments'])
예제 #5
0
class AlgorithmValidityTests(ComPAIRAPITestCase):
    # def create_app(self):
    #     settings = test_app_settings.copy()
    #     settings['SQLALCHEMY_DATABASE_URI'] = 'sqlite:///'+self._sqlite_db()
    #     app = create_app(settings_override=settings)
    #     return app

    def setUp(self):
        if SKIP_VALIDITY_TEST:
            self.skipTest("scipy and numpy not installed. run `make deps`")
        # remove existing sqlite db if exists
        # self._delete_sqlite_db()

        # TODO: Modify conditions to be more fuzzy (closely_matched_errors with 0.05 correct rate)
        # Depends on results of research
        super(AlgorithmValidityTests, self).setUp()
        self.data = ComparisonTestData()
        self.ACCEPTABLE_CORRELATION = 0.8
        self.NUMBER_OF_ANSWERS = 40
        self.WINNER_SELECTOR = WinnerSelector.always_correct
        self.CORRECT_RATE = 1.0

        self.MAX_COMPARSIONS = (self.NUMBER_OF_ANSWERS - 1) * (self.NUMBER_OF_ANSWERS - 2) / 2
        self.TOTAL_MAX_ROUNDS = 6 # 3 comparisons per student
        self.COMPARISONS_IN_ROUND = math.ceil(self.NUMBER_OF_ANSWERS / 2)
        # stop after lowest of total comparisons possible or 100 rounds worth of comparisons are complete
        self.TOTAL_MAX_COMPARISONS = min(
            self.COMPARISONS_IN_ROUND * self.TOTAL_MAX_ROUNDS,
            self.NUMBER_OF_ANSWERS * self.MAX_COMPARSIONS
        )

        self.course = self.data.create_course()
        self.instructor = self.data.create_instructor()
        self.data.enrol_instructor(self.instructor, self.course)
        self.assignment = self.data.create_assignment_in_comparison_period(
            self.course, self.instructor,
            number_of_comparisons=self.MAX_COMPARSIONS,
            scoring_algorithm=ScoringAlgorithm.elo,
            pairing_algorithm=PairingAlgorithm.adaptive_min_delta
        )

        self.students = []
        self.answers = []
        self.grade_by_answer_uuid = {}
        actual_grades = numpy.random.normal(0.78, 0.1, self.NUMBER_OF_ANSWERS)
        for grade in actual_grades:
            student = self.data.create_normal_user()
            self.data.enrol_student(student, self.course)
            self.students.append(student)

            answer = self.data.create_answer(self.assignment, student, with_score=False)
            self.answers.append(answer)
            self.grade_by_answer_uuid[answer.uuid] = grade

        self.base_url = self._build_url(self.course.uuid, self.assignment.uuid)
        db.session.commit()

    # def tearDown(self):
    #     self._delete_sqlite_db()

    # def _sqlite_db(self):
    #     return 'test_comparison'+str(os.getpid())+'.db'

    # def _delete_sqlite_db(self):
    #     file_path = os.path.join(os.getcwd(), 'compair', self._sqlite_db())
    #     if os.path.isfile(file_path):
    #         try:
    #             os.remove(file_path)
    #         except Exception as e:
    #             print(e)

    def _decide_winner(self, answer1_uuid, answer2_uuid):
        answer1_grade = self.grade_by_answer_uuid[answer1_uuid]
        answer2_grade = self.grade_by_answer_uuid[answer2_uuid]

        if self.WINNER_SELECTOR == WinnerSelector.always_correct:
            return self.always_correct(answer1_grade, answer2_grade)
        elif self.WINNER_SELECTOR == WinnerSelector.guessing:
            return self.guessing()
        elif self.WINNER_SELECTOR == WinnerSelector.correct_with_error:
            return self.correct_with_error(answer1_grade, answer2_grade, self.CORRECT_RATE)
        elif self.WINNER_SELECTOR == WinnerSelector.closely_matched_errors:
            return self.closely_matched_errors(answer1_grade, answer2_grade, self.CORRECT_RATE)
        else:
            raise Exception()

    def always_correct(self, value1, value2):
        return self.correct_with_error(value1, value2, 1.0)

    def correct_with_error(self, value1, value2, correct_rate):
        if value1 == value2:
            return self.guessing()
        correct_answer = WinningAnswer.answer1 if value1 > value2 else WinningAnswer.answer2
        incorrect_answer = WinningAnswer.answer1 if value1 < value2 else WinningAnswer.answer2

        return correct_answer if random.random() <= correct_rate else incorrect_answer

    def guessing(self):
        return WinningAnswer.answer1 if random.random() <= 0.5 else WinningAnswer.answer2

    def closely_matched_errors(self, value1, value2, sigma):
        # make the actual values of answers fuzzy (represents perceived value errors)
        fuzzy_value1 = numpy.random.normal(value1, sigma, 1)[0]
        fuzzy_value2 = numpy.random.normal(value2, sigma, 1)[0]
        # return the correct winner using fuzzy perceived values
        return self.always_correct(fuzzy_value1, fuzzy_value2)

    def _build_url(self, course_uuid, assignment_uuid, tail=""):
        url = '/api/courses/' + course_uuid + '/assignments/' + assignment_uuid + '/comparisons' + tail
        return url

    def _build_comparison_submit(self, winner, draft=False):
        submit = {
            'comparison_criteria': [],
            'draft': draft
        }

        for criterion in self.assignment.criteria:
            submit['comparison_criteria'].append({
                'criterion_id': criterion.uuid,
                'winner': winner,
                'content': None
            })
        return submit

    def test_random_students_perform_comparisons(self):
        self.student_comparison_count = {
            student.id: 0 for student in self.students
        }

        comparison_count = 0
        round_count = 0
        r_value = None

        while comparison_count < self.TOTAL_MAX_COMPARISONS:
            # select a random student to answer
            student = random.choice(self.students)

            with self.login(student.username):
                # perform selection algorithm
                rv = self.client.get(self.base_url)
                self.assert200(rv)
                winner = self._decide_winner(rv.json['comparison']['answer1_id'], rv.json['comparison']['answer2_id'])
                comparison_submit = self._build_comparison_submit(winner.value)

                rv = self.client.post(self.base_url, data=json.dumps(comparison_submit), content_type='application/json')
                self.assert200(rv)

            comparison_count += 1

            # remove students who have completed all comparisons
            self.student_comparison_count[student.id] += 1
            if self.student_comparison_count[student.id] >= self.MAX_COMPARSIONS:
                indexes = [i for i, s in enumerate(self.students) if student.id == s.id]
                del self.students[indexes[0]]

            if comparison_count % self.COMPARISONS_IN_ROUND == 0:
                round_count += 1

                actual_grades = []
                current_scores = []
                for answer in self.answers:
                    answer_score = AnswerScore.query.filter_by(answer_id=answer.id).first()
                    if answer_score:
                        current_scores.append(answer_score.score)
                        actual_grades.append(self.grade_by_answer_uuid[answer.uuid])

                r_value, pearsonr_p_value = pearsonr(actual_grades, current_scores)
                if r_value >= self.ACCEPTABLE_CORRELATION:
                    break

        self.assertGreaterEqual(r_value, self.ACCEPTABLE_CORRELATION)
        self.assertLessEqual(round_count, self.TOTAL_MAX_ROUNDS)
예제 #6
0
class AlgorithmValidityTests(ComPAIRAPITestCase):
    SCORING_ALGORITHM = ScoringAlgorithm.elo
    PAIRING_ALGORITHM = PairingAlgorithm.adaptive_min_delta
    NUMBER_OF_ANSWERS = 100
    REPORT_PATH = None
    WINNER_SELECTOR = WinnerSelector.always_correct
    CORRECT_RATE = 1.0
    ACTUAL_GRADES = None

    def create_app(self):
        settings = test_app_settings.copy()
        settings['SQLALCHEMY_DATABASE_URI'] = 'sqlite:///' + self._sqlite_db()
        app = create_app(settings_override=settings)
        return app

    def setUp(self):
        # remove existing sqlite db if exists
        self._delete_sqlite_db()

        # get a new seed (needed for ConcurrentTestSuite so they don't produce the same results)
        random.seed()
        numpy.random.seed()

        super(AlgorithmValidityTests, self).setUp()
        self.data = ComparisonTestData()

        self.MAX_COMPARSIONS = (NUMBER_OF_ANSWERS - 1) * (NUMBER_OF_ANSWERS -
                                                          2) / 2
        self.TOTAL_MAX_ROUNDS = 50
        self.COMPARISONS_IN_ROUND = math.ceil(NUMBER_OF_ANSWERS / 2)
        # stop after lowest of total comparisons possible or 100 rounds worth of comparisons are complete
        self.TOTAL_MAX_COMPARISONS = min(
            self.COMPARISONS_IN_ROUND * self.TOTAL_MAX_ROUNDS,
            NUMBER_OF_ANSWERS * self.MAX_COMPARSIONS)

        self.course = self.data.create_course()
        self.instructor = self.data.create_instructor()
        self.data.enrol_instructor(self.instructor, self.course)
        self.assignment = self.data.create_assignment_in_comparison_period(
            self.course,
            self.instructor,
            number_of_comparisons=self.MAX_COMPARSIONS,
            scoring_algorithm=AlgorithmValidityTests.SCORING_ALGORITHM,
            pairing_algorithm=AlgorithmValidityTests.PAIRING_ALGORITHM)

        self.students = []
        self.answers = []
        self.grade_by_answer_uuid = {}
        actual_grades = ACTUAL_GRADES
        if not actual_grades:
            actual_grades = numpy.random.normal(0.78, 0.1,
                                                self.NUMBER_OF_ANSWERS)
        for grade in actual_grades:
            student = self.data.create_normal_user()
            self.data.enrol_student(student, self.course)
            self.students.append(student)

            answer = self.data.create_answer(self.assignment,
                                             student,
                                             with_score=False)
            self.answers.append(answer)
            self.grade_by_answer_uuid[answer.uuid] = grade

        self.base_url = self._build_url(self.course.uuid, self.assignment.uuid)
        db.session.commit()

    def tearDown(self):
        self._delete_sqlite_db()

    def _sqlite_db(self):
        return 'test_comparison' + str(os.getpid()) + '.db'

    def _delete_sqlite_db(self):
        file_path = os.path.join(os.getcwd(), 'compair', self._sqlite_db())
        if os.path.isfile(file_path):
            try:
                os.remove(file_path)
            except Exception as e:
                print(e)

    def _decide_winner(self, answer1_uuid, answer2_uuid):
        answer1_grade = self.grade_by_answer_uuid[answer1_uuid]
        answer2_grade = self.grade_by_answer_uuid[answer2_uuid]

        if AlgorithmValidityTests.WINNER_SELECTOR == WinnerSelector.always_correct:
            return self.always_correct(answer1_grade, answer2_grade)
        elif AlgorithmValidityTests.WINNER_SELECTOR == WinnerSelector.guessing:
            return self.guessing()
        elif AlgorithmValidityTests.WINNER_SELECTOR == WinnerSelector.correct_with_error:
            return self.correct_with_error(answer1_grade, answer2_grade,
                                           AlgorithmValidityTests.CORRECT_RATE)
        elif AlgorithmValidityTests.WINNER_SELECTOR == WinnerSelector.closely_matched_errors:
            return self.closely_matched_errors(
                answer1_grade, answer2_grade,
                AlgorithmValidityTests.CORRECT_RATE)
        else:
            raise Exception()

    def always_correct(self, value1, value2):
        return self.correct_with_error(value1, value2, 1.0)

    def correct_with_error(self, value1, value2, correct_rate):
        if value1 == value2:
            return self.guessing()
        correct_answer = WinningAnswer.answer1 if value1 > value2 else WinningAnswer.answer2
        incorrect_answer = WinningAnswer.answer1 if value1 < value2 else WinningAnswer.answer2

        return correct_answer if random.random(
        ) <= correct_rate else incorrect_answer

    def guessing(self):
        return WinningAnswer.answer1 if random.random(
        ) <= 0.5 else WinningAnswer.answer2

    def closely_matched_errors(self, value1, value2, sigma):
        # make the actual values of answers fuzzy (represents perceived value errors)
        fuzzy_value1 = numpy.random.normal(value1, sigma, 1)[0]
        fuzzy_value2 = numpy.random.normal(value2, sigma, 1)[0]
        # return the correct winner using fuzzy perceived values
        return self.always_correct(fuzzy_value1, fuzzy_value2)

    def _build_url(self, course_uuid, assignment_uuid, tail=""):
        url = '/api/courses/' + course_uuid + '/assignments/' + assignment_uuid + '/comparisons' + tail
        return url

    def _build_comparison_submit(self, winner, draft=False):
        submit = {'comparison_criteria': [], 'draft': draft}

        for criterion in self.assignment.criteria:
            submit['comparison_criteria'].append({
                'criterion_id': criterion.uuid,
                'winner': winner,
                'content': None
            })
        return submit

    def test_random_students_perform_comparisons(self):
        self.student_comparison_count = {
            student.id: 0
            for student in self.students
        }

        comparison_count = 0
        round_count = 0

        results = []

        while comparison_count < self.TOTAL_MAX_COMPARISONS:
            # select a random student to answer
            student = random.choice(self.students)

            with self.login(student.username):
                # perform selection algorithm
                rv = self.client.get(self.base_url)
                self.assert200(rv)
                winner = self._decide_winner(
                    rv.json['comparison']['answer1_id'],
                    rv.json['comparison']['answer2_id'])
                comparison_submit = self._build_comparison_submit(winner.value)

                rv = self.client.post(self.base_url,
                                      data=json.dumps(comparison_submit),
                                      content_type='application/json')
                self.assert200(rv)

            comparison_count += 1

            # remove students who have completed all comparisons
            self.student_comparison_count[student.id] += 1
            if self.student_comparison_count[
                    student.id] >= self.MAX_COMPARSIONS:
                indexes = [
                    i for i, s in enumerate(self.students)
                    if student.id == s.id
                ]
                del self.students[indexes[0]]

            if comparison_count % self.COMPARISONS_IN_ROUND == 0:
                round_count += 1

                actual_grades = []
                current_scores = []
                for answer in self.answers:
                    answer_score = AnswerScore.query.filter_by(
                        answer_id=answer.id).first()
                    if answer_score:
                        current_scores.append(answer_score.score)
                        actual_grades.append(
                            self.grade_by_answer_uuid[answer.uuid])

                r_value, pearsonr_p_value = pearsonr(actual_grades,
                                                     current_scores)
                #rho, spearmanr_p_value = spearmanr(actual_grades, current_scores)
                #tau, kendalltau_p_value = kendalltau(actual_grades, current_scores)
                results.append(str(r_value))
                #results.append(str(rho))
                #results.append(str(tau))
                #print("Round {} ----------- pearsonr={} value=={} spearmanr={} value=={} kendalltau={} value=={}".format(
                #    round_count, r_value, pearsonr_p_value, rho, spearmanr_p_value, tau, kendalltau_p_value
                #))

                if r_value >= ACCEPTABLE_CORRELATION:
                    break

        with open(AlgorithmValidityTests.REPORT_PATH, "a") as csvfile:
            out = csv.writer(csvfile)
            out.writerow(results)