What's behind the mechanism of Django models and fields? - python

What is the Django/Python mechanism behind the Django model/field part of framework?
To be exact, I am looking for a hint on how Django parses (?) class definition and then knows which fields are required?
from django.db import models
class Car(models.Model):
name = models.CharField(max_length=255, null=True, blank=True)
year_of_production = models.DateField(null=True)
# the rest of fields...
I think the same mechanism is behind Django Forms framework or DRF serializers. I checked repos of these projects but I still can't find any reasonable starting point.
There's a architectural problem under my question. I think I need to implement something similar to this mechanism:
class Field:
def __init__(self, label: str, required: bool = True, **kwargs):
self.label, self.required = label, required
class CharField(Field):
def __init__(self, max_length: int, **kwargs):
self.max_length = max_length
super().__init__(**kwargs)
class DateField(Field):
...
class BooleanField(Field):
...
class Model:
# the mechanisms I do not understand
class MyModelInstance(Model):
name = CharField(...)
# etc.
What I need is really simple solution that knows that field is required. But as I stated before I am not that advanced and I would really appreciate any hints.
Edit: I think I'm looking for sth like Django Forms mechanism, not models/fields.

Forms and Models follow the same basic idea, but forms are a little simpler, so let's take a tour there.
The DeclarativeFieldsMetaclass metaclass is used on Form.
It gathers up the fields at declaration time (with some MRO walking, but the basic idea is to just see if they're isinstance(x, Field)), removes them from the concrete class declaration and moves them into cls.base_fields (where cls is the class you're declaring).
When you instantiate this new Form of yours, this code over here deepcopies self.base_fields (which is on the class level, but that's beside the point) into self.fields (so you can safely modify self.fields within each form instance without affecting others across requests.
That's basically it, really.
Beyond that, if you wanted a thing that gathered required fields on a separate attribute, that'd just be something like
cls.required_fields = {f for f in cls.base_fields if f.required}

Related

What is the best way to handle functional django model field defaults?

Sometimes a ForeignKey field needs a default. For example:
class ReleaseManager(BaseManager):
def default(self):
return self.filter(default=True).order_by('-modified').first()
class Release(BaseModel):
default = models.BooleanField(default=False)
...
class Server(models.Model):
...
release = models.ForeignKey(Release, null=True, default=Release.objects.default)
All is well and good with the above code until the time comes for db migration whereupon the functional default causes big problems because the default function cannot be serialized. Manual migration can work around this but on a large project where migrations are perhaps squashed periodically this leaves a time bomb for the unwary.
A common workaround is to move the default from the field to the save method of the model but this causes confusion if the model is used by things like the rest framework or in creating forms where the default is expected on the field.
My current favourite workaround works with migrations and with the rest framework and other form generation. It assumes the object manager supplies a default method and uses a specialized ForeignKey field to get at it:
class ForeignKeyWithObjectManagerDefault(models.ForeignKey):
def __init__(self, to, **kwargs):
super().__init__(to, **kwargs)
self.to = to
def get_default(self):
return self.to.objects.default().pk
class Project(SOSAdminObject):
primary = ForeignKeyWithObjectManagerDefault(Primary, related_name='projects')
...
Now migrations work as expected and we can use any functionality we like to supply a default object to a foreign key field.

How to define a django model field with the same name as a Python keyword

I need to define a Django model field with the name in, which is a Python language keyword. This is a syntax error:
class MyModel(models.Model):
in = jsonfield.JSONField()
How can I make this work?
The reason I need this name is when I use django-rest-framework's ModelSerializer class, field name is used as the key for serialization output, and I thought it might be easier to manipulate django's Model class instead of ModelSerializer class to get the output I want.
Generally speaking, you don't. Avoid the use of keywords in your identifiers. The general Python convention is to add an underscore to such names; here that'd be in_:
class MyModel(models.Model):
in_ = jsonfield.JSONField()
However, Django prohibits names ending in an underscore because the underscore clashes with their filter naming conventions, so you have to come up with a different name still; pick one that still describes your case; I picked contained in rather than in, as a guess to what you want to do here:
class MyModel(models.Model):
contained_in = jsonfield.JSONField()
If you are trying to match an existing database schema, use the db_column attribute:
class MyModel(models.Model):
contained_in = jsonfield.JSONField(db_column='in')
If you want to be stubborn, in normal classes you could use setattr() after creating the class to use a string instead of an identifier:
class Foo:
pass
setattr(Foo, 'in', 'some value')
but you'll have to use setattr(), getattr(), delattr() and/or vars() everywhere in your code to be able to access this.
In Django you'll have the added complication that a models.Model subclass uses a metaclass to parse out your class members into others structures, and adding an extra field with setattr() doesn't work without (a lot of) extra work to re-do what the metaclass does. You could instead use the field.contribute_to() method, calling it after the class has been prepared by Django (technique taken from this blog post):
from django.db.models.signals import class_prepared
def add_field(sender, **kwargs):
if sender.__name__ == "MyModel":
field = jsonfield.JSONField('in')
field.contribute_to_class(sender, 'in')
class_prepared.connect(add_field)
but you have to make sure this hook is registered before you create your model class.
There is no way to make it work, and it's a bad idea anyway. Choose a different name.
If, for some reason, you want to have column name that matches some reserved keyword, use db_column argument for that field.
in_something = models.CharField(db_column='in', max_length=100)
You mentioned the use of django rest framework. Here's how to make it work on the serializer layer. The keyword used is from. to is just an example of a non-keyword if you want it mapped to a different name.
from django.db import models
from rest_framework import serializers
SP_FIELD_MAP = {
'from': 'sender'
}
# would be in models.py
class Transaction(models.Model):
recipient = models.CharField(max_length=16)
sender = models.CharField(max_length=64)
# would be in serializers.py
class TransactionSerializer(serializers.ModelSerializer):
to = serializers.CharField(source='recipient')
class Meta:
model = Transaction
fields = ('id', 'to', 'from')
# `from` is a python keyword hence this
extra_kwargs = {'from': {'source': 'sender'}}
def build_field(self, field_name, info, model_class, nested_depth):
# Catches python keywords like `from` and maps to its proper field
field_name = SP_FIELD_MAP.get(field_name, field_name)
return super(TransactionSerializer, self).build_field(
field_name, info, model_class, nested_depth)
Tested on CharField using POST and GET methods only but I don't see how it won't work on other methods. You might need special stuff for other field types though. I suggest going into the source. There's tons of fun stuff going on in DRF's source.
You should be giving all your variables descriptive names that clearly state what they are to be used for, and where possible it should be easy to assertain what type of variable it is.
in, to me, would appear at first glance to be a boolean so in order to use this variable in my own extension to the code I'd need to find other usages of it before I knew how I could use it.
Therefore, simply don't try to hack something together just so you can get this terrible variable name into your model, it offers no value to you to do so, its not really any quicker to type since intellisense is available in most places. Figure out what "in" relates to and then formulate a proper name that is descriptive.

Dynamically add properties to a django model

I have a Django model where a lot of fields are choices. So I had to write a lot of "is_something" properties of the class to check whether the instance value is equal to some choice value. Something along the lines of:
class MyModel(models.Model):
some_choicefield = models.IntegerField(choices=SOME_CHOICES)
#property
def is_some_value(self):
return self.some_choicefield == SOME_CHOICES.SOME_CHOICE_VALUE
# a lot of these...
In order to automate this and spare me a lot of redundant code, I thought about patching the instance at creation, with a function that adds a bunch of methods that do the checks.
The code became as follows (I'm assuming there's a "normalize" function that makes the label of the choice a usable function name):
def dynamic_add_checks(instance, field):
if hasattr(field, 'choices'):
choices = getattr(field, 'choices')
for (value,label) in choices:
def fun(instance):
return getattr(instance, field.name) == value
normalized_func_name = "is_%s_%s" % (field.name, normalize(label))
setattr(instance, normalized_func_name, fun(instance))
class MyModel(models.Model):
def __init__(self, *args, **kwargs):
super(MyModel).__init__(*args, **kwargs)
dynamic_add_checks(self, self._meta.get_field('some_choicefield')
some_choicefield = models.IntegerField(choices=SOME_CHOICES)
Now, this works but I have the feeling there is a better way to do it. Perhaps at class creation time (with metaclasses or in the new method)? Do you have any thoughts/suggestions about that?
Well I am not sure how to do this in your way, but in such cases I think the way to go is to simply create a new model, where you keep your choices, and change the field to ForeignKey. This is simpler to code and manage.
You can find a lot of information at a basic level in Django docs: Models: Relationships. In there, there are many links to follow expanding on various topics. Beyong that, I believe it just needs a bit of imagination, and maybe trial and error in the beginning.
I came across a similar problem where I needed to write large number of properties at runtime to provide backward compatibility while changing model fields. There are 2 standard ways to handle this -
First is to use a custom metaclass in your models, which inherits from models default metaclass.
Second, is to use class decorators. Class decorators sometimes provides an easy alternative to metaclasses, unless you have to do something before the creation of class, in which case you have to go with metaclasses.
I bet you know Django fields with choices provided will automatically have a display function.
Say you have a field defined like this:
category = models.SmallIntegerField(choices=CHOICES)
You can simply call a function called get_category_display() to access the display value. Here is the Django source code of this feature:
https://github.com/django/django/blob/baff4dd37dabfef1ff939513fa45124382b57bf8/django/db/models/base.py#L962
https://github.com/django/django/blob/baff4dd37dabfef1ff939513fa45124382b57bf8/django/db/models/fields/init.py#L704
So we can follow this approach to achieve our dynamically set property goal.
Here is my scenario, a little bit different from yours but down to the end it's the same:
I have two classes, Course and Lesson, class Lesson has a ForeignKey field of Course, and I want to add a property name cached_course to class Lesson which will try to get Course from cache first, and fallback to database if cache misses:
Here is a typical solution:
from django.db import models
class Course(models.Model):
# some fields
class Lesson(models.Model):
course = models.ForeignKey(Course)
#property
def cached_course(self):
key = key_func()
course = cache.get(key)
if not course:
course = get_model_from_db()
cache.set(key, course)
return course
Turns out I have so many ForeignKey fields to cache, so here is the code following the similar approach of Django get_FIELD_display feature:
from django.db import models
from django.utils.functional import curry
class CachedForeignKeyField(models.ForeignKey):
def contribute_to_class(self, cls, name, **kwargs):
super(models.ForeignKey, self).contribute_to_class(cls, name, **kwargs)
setattr(cls, "cached_%s" % self.name,
property(curry(cls._cached_FIELD, field=self)))
class BaseModel(models.Model):
def _cached_FIELD(self, field):
value = getattr(self, field.attname)
Model = field.related_model
return cache.get_model(Model, pk=value)
class Meta:
abstract = True
class Course(BaseModel):
# some fields
class Lesson(BaseModel):
course = CachedForeignKeyField(Course)
By customizing CachedForeignKeyField, and overwrite the contribute_to_class method, along with BaseModel class with a _cached_FIELD method, every CachedForeignKeyField will automatically have a cached_FIELD property accordingly.
Too good to be true, bravo!

Problem with model inheritance and polymorphism

i came with new django problem. The situtaion: i have a model class UploadItemModel, i subcallss it to create uploadable items, like videos, audio files ...
class UploadItem(UserEntryModel):
category = 'abstract item'
file = models.FileField(upload_to=get_upload_directory)
i subclass it like this:
class Video(UploadItem):
category = 'video'
I need to access category attributes from a custom tag. The problem si that i am getting category='abstract item' even if the class is actually Video.
Any clue?
EDIT: I need to use hierarchy because i have several types of item that user can uplaod(Video, Audio files, PDF text). I need to create a class for each type, but there are lot of things in common between those classes(eg forms).
Any clue?
Yes. AFAIK it doesn't work the way you're hoping. Django Models aren't trivially Python classes. They're more like metaclasses which create instances of a kind of "hidden" class definition. Yes, the expected model class exists, but it isn't quite what you think it is. For one thing, the class you use was built for you from your class definition. That's why some static features of Python classes don't work as you'd expect in Django models.
You can't really make use of class-level items like this.
You might want to create an actual field with a default value or something similar.
class UploadItem(UserEntryModel):
category = models.CharFIeld( default='abstract item' )
file = models.FileField(upload_to=get_upload_directory)
Even after the comments being added to the question, I'm still unclear on why this is being done. There do not seem to be any structural or behavioral differences. These all seem like a single class of objects. Subclasses don't seem to define anything new.
Options.
Simply use the class name instead of this "category" item at the class level. Make the class names good enough that you don't need this "category" item.
Use a property
class UploadItem(UserEntryModel):
file = models.FileField(upload_to=get_upload_directory)
#property
def category( self ):
return self.__class__.__name__
You will need to create an additional field that will be a descriptor for that type.
There is a good tutorial here explaining how to use inheritance in Django models
Can you try overriding the __init__ method of the class to assign a category to each instance? For e.g.
class Video(UploadItem):
def __init__(self, *args, **kwargs):
super(Video, self).__init__(*args, **kwargs)
self.category = 'video'

Help a Python newbie with a Django model inheritance problem

I'm working on my first real Django project after years of PHP programming, and I am running into a problem with my models. First, I noticed that I was copying and pasting code between the models, and being a diligent OO programmer I decided to make a parent class that the other models could inherit from:
class Common(model.Model):
name = models.CharField(max_length=255)
date_created = models.DateTimeField(auto_now_add=True)
date_modified = models.DateTimeField(auto_now=True)
def __unicode__(self):
return self.name
class Meta:
abstract=True
So far so good. Now all my other models extend "Common" and have names and dates like I want. However, I have a class for "Categories" were the name has to be unique. I assume there should be a relatively simple way for me to access the name attribute from Common and make it unique. However, the different methods I have tried to use have all failed. For example:
class Category(Common):
def __init__(self, *args, **kwargs):
self.name.unique=True
Causes the Django admin page to spit up the error "Caught an exception while rendering: 'Category' object has no attribute 'name'
Can someone point me in the right direction?
No, Django doesn't allow that.
See the docs: http://docs.djangoproject.com/en/1.1/topics/db/models/#field-name-hiding-is-not-permitted
Also answered in other questions like: In Django - Model Inheritance - Does it allow you to override a parent model's attribute?
You have a small mistake in your Common class
class Common(model.Model):
self.name = models.CharField(max_length=255)
should be
class Common(model.Model):
name = models.CharField(max_length=255)
Note that UNIQUE constraint in fact has nothing to do with Django, so you're free to add it in your database table. You can also use post-syncdb hook for that purpose.
Try using Meta.unique_together to force it into its own unique index. Failing that, it's probably easiest to create two separate abstract classes, one with the field unique and one not.

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