|
| 1 | +from tqdm import tqdm |
| 2 | +from django.core.management.base import BaseCommand |
| 3 | +from django.db import transaction |
| 4 | +from django.db.models import OuterRef, Q, Subquery, Avg, F, Value, IntegerField |
| 5 | + |
| 6 | +from courses.models import Course, Section, Instructor |
| 7 | +from review.models import ReviewBit, Review |
| 8 | +from review.views import section_filters_pcr |
| 9 | + |
| 10 | + |
| 11 | +def calculate_course_review_averages(course_queryset, stdout): |
| 12 | + """ |
| 13 | + Calculates and updates review averages for a given Course queryset. |
| 14 | + """ |
| 15 | + # Use a simplified version of review_averages that only focuses on Course data |
| 16 | + # We need to re-implement some parts as review_averages is too generic for direct use here |
| 17 | + annotated_queryset = course_queryset.annotate( |
| 18 | + avg_course_quality=Subquery( |
| 19 | + ReviewBit.objects.filter( |
| 20 | + review__section__course__topic=OuterRef('topic'), |
| 21 | + field='course_quality', |
| 22 | + review__responses__gt=0, |
| 23 | + ) |
| 24 | + .values('field') |
| 25 | + .order_by() |
| 26 | + .annotate(avg=Avg('average')) |
| 27 | + .values('avg')[:1] |
| 28 | + ), |
| 29 | + avg_instructor_quality=Subquery( |
| 30 | + ReviewBit.objects.filter( |
| 31 | + review__section__course__topic=OuterRef('topic'), |
| 32 | + field='instructor_quality', |
| 33 | + review__responses__gt=0, |
| 34 | + ) |
| 35 | + .values('field') |
| 36 | + .order_by() |
| 37 | + .annotate(avg=Avg('average')) |
| 38 | + .values('avg')[:1] |
| 39 | + ), |
| 40 | + avg_difficulty=Subquery( |
| 41 | + ReviewBit.objects.filter( |
| 42 | + review__section__course__topic=OuterRef('topic'), |
| 43 | + field='difficulty', |
| 44 | + review__responses__gt=0, |
| 45 | + ) |
| 46 | + .values('field') |
| 47 | + .order_by() |
| 48 | + .annotate(avg=Avg('average')) |
| 49 | + .values('avg')[:1] |
| 50 | + ), |
| 51 | + avg_work_required=Subquery( |
| 52 | + ReviewBit.objects.filter( |
| 53 | + review__section__course__topic=OuterRef('topic'), |
| 54 | + field='work_required', |
| 55 | + review__responses__gt=0, |
| 56 | + ) |
| 57 | + .values('field') |
| 58 | + .order_by() |
| 59 | + .annotate(avg=Avg('average')) |
| 60 | + .values('avg')[:1] |
| 61 | + ), |
| 62 | + ) |
| 63 | + |
| 64 | + with transaction.atomic(): |
| 65 | + for course in tqdm(annotated_queryset, desc="Updating Course Averages", file=stdout): |
| 66 | + Course.objects.filter(pk=course.pk).update( |
| 67 | + course_quality=course.avg_course_quality, |
| 68 | + instructor_quality=course.avg_instructor_quality, |
| 69 | + difficulty=course.avg_difficulty, |
| 70 | + work_required=course.avg_work_required, |
| 71 | + ) |
| 72 | + |
| 73 | +def calculate_section_review_averages(section_queryset, stdout): |
| 74 | + """ |
| 75 | + Calculates and updates review averages for a given Section queryset. |
| 76 | + """ |
| 77 | + # Similar to calculate_course_review_averages, we need to re-implement for sections |
| 78 | + # as the original review_averages was too generic. |
| 79 | + |
| 80 | + # Subquery for instructors related to the section |
| 81 | + instructors_subquery = Subquery( |
| 82 | + Instructor.objects.filter(section__id=OuterRef(OuterRef("id"))).values("id") |
| 83 | + ) |
| 84 | + |
| 85 | + annotated_queryset = section_queryset.annotate( |
| 86 | + avg_course_quality=Subquery( |
| 87 | + ReviewBit.objects.filter( |
| 88 | + Q(review__section__course__topic=OuterRef('course__topic')) & \ |
| 89 | + Q(review__instructor__in=instructors_subquery), |
| 90 | + field='course_quality', |
| 91 | + review__responses__gt=0, |
| 92 | + ) |
| 93 | + .values('field') |
| 94 | + .order_by() |
| 95 | + .annotate(avg=Avg('average')) |
| 96 | + .values('avg')[:1] |
| 97 | + ), |
| 98 | + avg_instructor_quality=Subquery( |
| 99 | + ReviewBit.objects.filter( |
| 100 | + Q(review__section__course__topic=OuterRef('course__topic')) & \ |
| 101 | + Q(review__instructor__in=instructors_subquery), |
| 102 | + field='instructor_quality', |
| 103 | + review__responses__gt=0, |
| 104 | + ) |
| 105 | + .values('field') |
| 106 | + .order_by() |
| 107 | + .annotate(avg=Avg('average')) |
| 108 | + .values('avg')[:1] |
| 109 | + ), |
| 110 | + avg_difficulty=Subquery( |
| 111 | + ReviewBit.objects.filter( |
| 112 | + Q(review__section__course__topic=OuterRef('course__topic')) & \ |
| 113 | + Q(review__instructor__in=instructors_subquery), |
| 114 | + field='difficulty', |
| 115 | + review__responses__gt=0, |
| 116 | + ) |
| 117 | + .values('field') |
| 118 | + .order_by() |
| 119 | + .annotate(avg=Avg('average')) |
| 120 | + .values('avg')[:1] |
| 121 | + ), |
| 122 | + avg_work_required=Subquery( |
| 123 | + ReviewBit.objects.filter( |
| 124 | + Q(review__section__course__topic=OuterRef('course__topic')) & \ |
| 125 | + Q(review__instructor__in=instructors_subquery), |
| 126 | + field='work_required', |
| 127 | + review__responses__gt=0, |
| 128 | + ) |
| 129 | + .values('field') |
| 130 | + .order_by() |
| 131 | + .annotate(avg=Avg('average')) |
| 132 | + .values('avg')[:1] |
| 133 | + ), |
| 134 | + ) |
| 135 | + |
| 136 | + with transaction.atomic(): |
| 137 | + for section in tqdm(annotated_queryset, desc="Updating Section Averages", file=stdout): |
| 138 | + Section.objects.filter(pk=section.pk).update( |
| 139 | + course_quality=section.avg_course_quality, |
| 140 | + instructor_quality=section.avg_instructor_quality, |
| 141 | + difficulty=section.avg_difficulty, |
| 142 | + work_required=section.avg_work_required, |
| 143 | + ) |
| 144 | + |
| 145 | + |
| 146 | +class Command(BaseCommand): |
| 147 | + help = 'Calculates and saves review averages for Course and Section models.' |
| 148 | + |
| 149 | + def handle(self, *args, **options): |
| 150 | + self.stdout.write("Calculating Course review averages...") |
| 151 | + calculate_course_review_averages(Course.objects.all(), self.stdout) |
| 152 | + self.stdout.write(self.style.SUCCESS("Finished calculating Course review averages.")) |
| 153 | + |
| 154 | + self.stdout.write("Calculating Section review averages...") |
| 155 | + calculate_section_review_averages(Section.objects.all(), self.stdout) |
| 156 | + self.stdout.write(self.style.SUCCESS("Finished calculating Section review averages.")) |
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