Python - SqlAlchemy: Filter query by great circle distance?

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醉酒成梦
醉酒成梦 2021-01-07 08:24

I am using Python and Sqlalchemy to store latitude and longitude values in a Sqlite database. I have created a hybrid method for my Location object,

@hybrid_         


        
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  • 2021-01-07 08:38

    You can't really use the math module that way:

    >>> c = toyschema.Contact()
    >>> c.lat = 10
    >>> c.lat
    10
    >>> import math
    >>> math.cos(c.lat)
    -0.83907152907645244
    >>> math.cos(toyschema.Contact.lat)
    Traceback (most recent call last):
      File "<stdin>", line 1, in <module>
    TypeError: a float is required
    

    You'll have combine sqalchemy.func.* in place of math.* in a @great_circle_distance.expression method for all of that kind of cleverness. Unfortunately, you can't do that with sqlite, either; it doesn't provide trig functions You could use PostgreSQL, which does, or you can try to add these functions to sqlite yourself:

    EDIT It's actually not to hard to add functions to sqlite: This is NOT tested.

    Have to add the math functions to sqlite:

    engine = sqlalchemy.create_engine("sqlite:///:memory:/")
    raw_con = engine.raw_connection()
    raw_con.create_function("cos", 1, math.cos)
    raw_con.create_function("acos", 1, math.acos)
    
    class Location(...):
        ...
        @hybrid_method
        def great_circle_distance(self, other):
            """
            Tries to calculate the great circle distance between 
            the two locations by using the Haversine formula.
    
            If it succeeds, it will return the Haversine formula
            multiplied by 3959, which calculates the distance in miles.
    
            If it cannot, it will return None.
    
            """
            return math.acos(  self.cos_rad_lat 
                             * other.cos_rad_lat 
                             * math.cos(self.rad_lng - other.rad_lng)
                             + self.sin_rad_lat
                             * other.sin_rad_lat
                             ) * 3959
    
        @great_circle_distance.expression
        def great_circle_distance(cls, other):
            return sqlalchemy.func.acos(  cls.cos_rad_lat 
                             * other.cos_rad_lat 
                             * sqlalchemy.func.cos(cls.rad_lng - other.rad_lng)
                             + cls.sin_rad_lat
                             * other.sin_rad_lat
                             ) * 3959
    
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  • 2021-01-07 08:38

    It does look like you've done everything correctly, but somehow the method is not actually getting 'hybridized'. Could you have done something stupid, like not actually put the decorator on in your source code?

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  • 2021-01-07 08:51

    Obviously, you cannot get a float from that string.

    It is because you are using "self", which, as first parameter of the call, indicates that the method is a part of the object, and not some var you may pass on.

    You should try this :

    def great_circle_distance(self, first, other):
        """
        Tries to calculate the great circle distance between 
        the two locations by using the Haversine formula.
    
        If it succeeds, it will return the Haversine formula
        multiplied by 3959, which calculates the distance in miles.
    
        If it cannot, it will return None.
    
        """
        return math.acos(  self.cos_rad_lat 
                         * other.cos_rad_lat 
                         * math.cos(first.rad_lng - other.rad_lng)
                         + self.sin_rad_lat
                         * other.sin_rad_lat
                         ) * 3959
    

    I suppose here above that the global variables "self.cos_rad_lat" and "self.sin_rad_lat" are initiated with correct values somewhere else in your program, probably in the "init" section of the same object.

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