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from __future__ import annotations
from copy import deepcopy
from functools import wraps
from typing import (
TYPE_CHECKING,
Any,
Generic,
Iterable,
Protocol,
TypeVar,
cast,
overload,
)
from django.core.exceptions import FieldError
from django.db import models
from django.db.models.fields.files import FieldFile
if TYPE_CHECKING:
from collections.abc import Callable, Mapping
from types import TracebackType
class _AugmentedModel(models.Model):
_instance_initialized: bool
_deferred_fields: set[str]
T = TypeVar("T")
class Descriptor(Protocol[T]):
def __get__(self, instance: object, owner: type[object]) -> T:
...
def __set__(self, instance: object, value: T) -> None:
...
class FullDescriptor(Descriptor[T]):
def __delete__(self, instance: object) -> None:
...
class LightStateFieldFile(FieldFile):
"""
FieldFile subclass with the only aim to remove the instance from the state.
The change introduced in Django 3.1 on FieldFile subclasses results in pickling the
whole instance for every field tracked.
As this is done on the initialization of objects, a simple queryset evaluation on
Django 3.1+ can make the app unusable, as CPU and memory usage gets easily
multiplied by magnitudes.
"""
def __getstate__(self) -> dict[str, Any]:
"""
We don't need to deepcopy the instance, so nullify if provided.
"""
state = super().__getstate__()
if 'instance' in state:
state['instance'] = None
return state
def lightweight_deepcopy(value: T) -> T:
"""
Use our lightweight class to avoid copying the instance on a FieldFile deepcopy.
"""
if isinstance(value, FieldFile):
value = cast(T, LightStateFieldFile(
instance=value.instance,
field=value.field,
name=value.name,
))
return deepcopy(value)
class DescriptorWrapper(Generic[T]):
def __init__(self, field_name: str, descriptor: Descriptor[T], tracker_attname: str):
self.field_name = field_name
self.descriptor = descriptor
self.tracker_attname = tracker_attname
@overload
def __get__(self, instance: None, owner: type[models.Model]) -> DescriptorWrapper[T]:
...
@overload
def __get__(self, instance: models.Model, owner: type[models.Model]) -> T:
...
def __get__(self, instance: models.Model | None, owner: type[models.Model]) -> DescriptorWrapper[T] | T:
if instance is None:
return self
was_deferred = self.field_name in instance.get_deferred_fields()
value = self.descriptor.__get__(instance, owner)
if was_deferred:
tracker_instance = getattr(instance, self.tracker_attname)
tracker_instance.saved_data[self.field_name] = lightweight_deepcopy(value)
return value
def __set__(self, instance: models.Model, value: T) -> None:
initialized = hasattr(instance, '_instance_initialized')
was_deferred = self.field_name in instance.get_deferred_fields()
# Sentinel attribute to detect whether we are already trying to
# set the attribute higher up the stack. This prevents infinite
# recursion when retrieving deferred values from the database.
recursion_sentinel_attname = '_setting_' + self.field_name
already_setting = hasattr(instance, recursion_sentinel_attname)
if initialized and was_deferred and not already_setting:
setattr(instance, recursion_sentinel_attname, True)
try:
# Retrieve the value to set the saved_data value.
# This will undefer the field
getattr(instance, self.field_name)
finally:
instance.__dict__.pop(recursion_sentinel_attname, None)
if hasattr(self.descriptor, '__set__'):
self.descriptor.__set__(instance, value)
else:
instance.__dict__[self.field_name] = value
def __getattr__(self, attr: str) -> T:
return getattr(self.descriptor, attr)
@staticmethod
def cls_for_descriptor(descriptor: Descriptor[T]) -> type[DescriptorWrapper[T]]:
if hasattr(descriptor, '__delete__'):
return FullDescriptorWrapper
else:
return DescriptorWrapper
class FullDescriptorWrapper(DescriptorWrapper[T]):
"""
Wrapper for descriptors with all three descriptor methods.
"""
def __delete__(self, obj: models.Model) -> None:
cast(FullDescriptor[T], self.descriptor).__delete__(obj)
class FieldsContext:
"""
A context manager for tracking nested reset fields contexts.
If tracked fields is mentioned in more than one FieldsContext, it's state
is being reset on exiting last context that mentions that field.
>>> with fields_context(obj.tracker, 'f1', state=state):
... with fields_context(obj.tracker, 'f1', 'f2', state=state):
... obj.do_something_useful()
... # f2 is reset after inner context exit
... obj.do_something_else()
... # f1 is reset after outer context exit
>>>
* Note that fields are counted by passing same state dict
* FieldsContext is instantiated using FieldInstanceTracker (`obj.tracker`)
* Different objects has own state stack
"""
def __init__(
self,
tracker: FieldInstanceTracker,
*fields: str,
state: dict[str, int] | None = None
):
"""
:param tracker: FieldInstanceTracker instance to be reset after
context exit
:param fields: a list of field names to be tracked in current context
:param state: shared state dict used to count number of field
occurrences in context stack.
On context enter each field mentioned in `fields` has +1 in shared
state, and on exit it receives -1. Fields that have zero after context
exit are reset in tracker instance.
"""
if state is None:
state = {}
self.tracker = tracker
self.fields = fields
self.state = state
def __enter__(self) -> FieldsContext:
"""
Increments tracked fields occurrences count in shared state.
"""
for f in self.fields:
self.state.setdefault(f, 0)
self.state[f] += 1
return self
def __exit__(
self,
exc_type: type[BaseException] | None,
exc_val: BaseException | None,
exc_tb: TracebackType | None
) -> None:
"""
Decrements tracked fields occurrences count in shared state.
If any field has no more occurrences in shared state, this field is
being reset by tracker.
"""
reset_fields = []
for f in self.fields:
self.state[f] -= 1
if self.state[f] == 0:
reset_fields.append(f)
del self.state[f]
if reset_fields:
self.tracker.set_saved_fields(fields=reset_fields)
class FieldInstanceTracker:
def __init__(self, instance: models.Model, fields: Iterable[str], field_map: Mapping[str, str]):
self.instance = cast('_AugmentedModel', instance)
self.fields = fields
self.field_map = field_map
self.context = FieldsContext(self, *self.fields)
def __enter__(self) -> FieldsContext:
return self.context.__enter__()
def __exit__(
self,
exc_type: type[BaseException] | None,
exc_val: BaseException | None,
exc_tb: TracebackType | None
) -> None:
return self.context.__exit__(exc_type, exc_val, exc_tb)
def __call__(self, *fields: str) -> FieldsContext:
return FieldsContext(self, *fields, state=self.context.state)
@property
def deferred_fields(self) -> set[str]:
return self.instance.get_deferred_fields()
def get_field_value(self, field: str) -> Any:
return getattr(self.instance, self.field_map[field])
def set_saved_fields(self, fields: Iterable[str] | None = None) -> None:
if not self.instance.pk:
self.saved_data = {}
elif fields is None:
self.saved_data = self.current()
else:
self.saved_data.update(**self.current(fields=fields))
# preventing mutable fields side effects
for field, field_value in self.saved_data.items():
self.saved_data[field] = lightweight_deepcopy(field_value)
def current(self, fields: Iterable[str] | None = None) -> dict[str, Any]:
"""Returns dict of current values for all tracked fields"""
if fields is None:
deferred_fields = self.deferred_fields
if deferred_fields:
fields = [
field for field in self.fields
if self.field_map[field] not in deferred_fields
]
else:
fields = self.fields
return {f: self.get_field_value(f) for f in fields}
def has_changed(self, field: str) -> bool:
"""Returns ``True`` if field has changed from currently saved value"""
if field in self.fields:
# deferred fields haven't changed
if field in self.deferred_fields and field not in self.instance.__dict__:
return False
prev: object = self.previous(field)
curr: object = self.get_field_value(field)
return prev != curr
else:
raise FieldError('field "%s" not tracked' % field)
def previous(self, field: str) -> Any:
"""Returns currently saved value of given field"""
# handle deferred fields that have not yet been loaded from the database
if self.instance.pk and field in self.deferred_fields and field not in self.saved_data:
# if the field has not been assigned locally, simply fetch and un-defer the value
if field not in self.instance.__dict__:
self.get_field_value(field)
# if the field has been assigned locally, store the local value, fetch the database value,
# store database value to saved_data, and restore the local value
else:
current_value = self.get_field_value(field)
self.instance.refresh_from_db(fields=[field])
self.saved_data[field] = lightweight_deepcopy(self.get_field_value(field))
setattr(self.instance, self.field_map[field], current_value)
return self.saved_data.get(field)
def changed(self) -> dict[str, Any]:
"""Returns dict of fields that changed since save (with old values)"""
return {
field: self.previous(field)
for field in self.fields
if self.has_changed(field)
}
class FieldTracker:
tracker_class = FieldInstanceTracker
def __init__(self, fields: Iterable[str] | None = None):
# finalize_class() will replace None; pretend it is never None.
self.fields = cast(Iterable[str], fields)
@overload
def __call__(
self,
func: None = None,
fields: Iterable[str] | None = None
) -> Callable[[Callable[..., T]], Callable[..., T]]:
...
@overload
def __call__(
self,
func: Callable[..., T],
fields: Iterable[str] | None = None
) -> Callable[..., T]:
...
def __call__(
self,
func: Callable[..., T] | None = None,
fields: Iterable[str] | None = None
) -> Callable[[Callable[..., T]], Callable[..., T]] | Callable[..., T]:
def decorator(f: Callable[..., T]) -> Callable[..., T]:
@wraps(f)
def inner(obj: models.Model, *args: object, **kwargs: object) -> T:
tracker = getattr(obj, self.attname)
field_list = tracker.fields if fields is None else fields
with tracker(*field_list):
return f(obj, *args, **kwargs)
return inner
if func is None:
return decorator
return decorator(func)
def get_field_map(self, cls: type[models.Model]) -> dict[str, str]:
"""Returns dict mapping fields names to model attribute names"""
field_map = {field: field for field in self.fields}
all_fields = {f.name: f.attname for f in cls._meta.fields}
field_map.update(**{k: v for (k, v) in all_fields.items()
if k in field_map})
return field_map
def contribute_to_class(self, cls: type[models.Model], name: str) -> None:
self.name = name
self.attname = '_%s' % name
models.signals.class_prepared.connect(self.finalize_class, sender=cls)
def finalize_class(self, sender: type[models.Model], **kwargs: object) -> None:
if self.fields is None or TYPE_CHECKING:
self.fields = (field.attname for field in sender._meta.fields)
self.fields = set(self.fields)
for field_name in self.fields:
descriptor: models.Field[Any, Any] = getattr(sender, field_name)
wrapper_cls = DescriptorWrapper.cls_for_descriptor(descriptor)
wrapped_descriptor = wrapper_cls(field_name, descriptor, self.attname)
setattr(sender, field_name, wrapped_descriptor)
self.field_map = self.get_field_map(sender)
self.patch_init(sender)
self.model_class = sender
setattr(sender, self.name, self)
self.patch_save(sender)
def initialize_tracker(
self,
sender: type[models.Model],
instance: models.Model,
**kwargs: object
) -> None:
if not isinstance(instance, self.model_class):
return # Only init instances of given model (including children)
tracker = self.tracker_class(instance, self.fields, self.field_map)
setattr(instance, self.attname, tracker)
tracker.set_saved_fields()
cast('_AugmentedModel', instance)._instance_initialized = True
def patch_init(self, model: type[models.Model]) -> None:
original = getattr(model, '__init__')
@wraps(original)
def inner(*args: Any, **kwargs: Any) -> None:
original(*args, **kwargs)
self.initialize_tracker(model, args[0])
setattr(model, '__init__', inner)
def patch_save(self, model: type[models.Model]) -> None:
self._patch(model, 'save_base', 'update_fields')
self._patch(model, 'refresh_from_db', 'fields')
def _patch(self, model: type[models.Model], method: str, fields_kwarg: str) -> None:
original = getattr(model, method)
@wraps(original)
def inner(instance: models.Model, *args: object, **kwargs: Any) -> object:
update_fields: Iterable[str] | None = kwargs.get(fields_kwarg)
if update_fields is None:
fields = self.fields
else:
fields = (
field for field in update_fields if
field in self.fields
)
tracker = getattr(instance, self.attname)
with tracker(*fields):
return original(instance, *args, **kwargs)
setattr(model, method, inner)
@overload
def __get__(self, instance: None, owner: type[models.Model]) -> FieldTracker:
...
@overload
def __get__(self, instance: models.Model, owner: type[models.Model]) -> FieldInstanceTracker:
...
def __get__(self, instance: models.Model | None, owner: type[models.Model]) -> FieldTracker | FieldInstanceTracker:
if instance is None:
return self
else:
return getattr(instance, self.attname)
class ModelInstanceTracker(FieldInstanceTracker):
def has_changed(self, field: str) -> bool:
"""Returns ``True`` if field has changed from currently saved value"""
if not self.instance.pk:
return True
elif field in self.saved_data:
prev: object = self.previous(field)
curr: object = self.get_field_value(field)
return prev != curr
else:
raise FieldError('field "%s" not tracked' % field)
def changed(self) -> dict[str, Any]:
"""Returns dict of fields that changed since save (with old values)"""
if not self.instance.pk:
return {}
saved = self.saved_data.items()
current = self.current()
return {k: v for k, v in saved if v != current[k]}
class ModelTracker(FieldTracker):
tracker_class = ModelInstanceTracker
def get_field_map(self, cls: type[models.Model]) -> dict[str, str]:
return {field: field for field in self.fields}