How to make/use a custom database function in Django

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爱一瞬间的悲伤
爱一瞬间的悲伤 2020-12-06 06:01

Prologue:

This is a question arising often in SO:

  • Equivalent of PostGIS ST_MakeValid in Django GEOS
  • Geodjango: How to Buffer
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  • 2020-12-06 06:38

    Django provides the Func() expression to facilitate the calling of database functions in a queryset:

    Func() expressions are the base type of all expressions that involve database functions like COALESCE and LOWER, or aggregates like SUM.

    There are 2 options on how to use a database function in Django/GeoDjango ORM:

    For convenience, let us assume that the model is named MyModel and that the substring is stored in a variable named subst:

    from django.contrib.gis.db import models as gis_models
    
    class MyModel(models.Model):
        name = models.CharField()
        the_geom = gis_models.PolygonField()
    
    1. Use Func()to call the function directly:

      We will also need the following to make our queries work:

      • Aggregation to add a field to each entry in our database.
      • F() which allows the execution of arithmetic operations on and between model fields.
      • Value() which will sanitize any given value (why is this important?)

      The query:

      MyModel.objects.aggregate(
          pos=Func(F('name'), Value(subst), function='POSITION')
      )
      
    2. Create your own database function extending Func:

      We can extend Func class to create our own database functions:

      class Position(Func):
          function = 'POSITION'
      

      and use it in a query:

      MyModel.objects.aggregate(pos=Position('name', Value(subst)))
      

    GeoDjango Appendix:

    In GeoDjango, in order to import a GIS related function (like PostGIS's Transform function) the Func() method must be replaced by GeoFunc(), but it is essentially used under the same principles:

    class Transform(GeoFunc):
        function='ST_Transform'
    

    There are more complex cases of GeoFunc usage and an interesting use case has emerged here: How to calculate Frechet Distance in Django?


    Generalize custom database function Appendix:

    In case that you want to create a custom database function (Option 2) and you want to be able to use it with any database without knowing it beforehand, you can use Func's as_<database-name> method, provided that the function you want to use exists in every database:

    class Position(Func):
        function = 'POSITION' # MySQL method
    
        def as_sqlite(self, compiler, connection):
            #SQLite method
            return self.as_sql(compiler, connection, function='INSTR')
    
        def as_postgresql(self, compiler, connection):
            # PostgreSQL method
            return self.as_sql(compiler, connection, function='STRPOS')
    
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