work from weekend
This commit is contained in:
0
blackmesa/records/__init__.py
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0
blackmesa/records/__init__.py
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249
blackmesa/records/records.py
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249
blackmesa/records/records.py
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from django.db.models import QuerySet
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from django.db.models.expressions import BaseExpression, Combinable
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from django.db.models.query import ValuesIterable
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from django.db.models.manager import Manager
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"""
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Base Idea:
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- to have a queryset function that easily allows you to build some sort of "record type class" in a queryset.
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- make it able to seamlessly use annotation functions
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- allow modification of initial values with callbacks, which is needed if your dataclass is frozen.
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By default the RecordManager and RecordQuerySet will use RecordDataclass as handler, expecting your record to be a dataclasses.dataclass type.
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An Example:
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@dataclass
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class MyDataClass
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id: int
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some_relation: str
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next_id: int
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SomeModel.objects.filter(...).records(MyDataClass, some_relation=F('model__relation'), next_id=Lambda(lambda x: x.get('id')+1))
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This allows you to move an iterator into another layer, where it either can be consumed, or used as an input for another queryset call,
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but still guaranteeing, that regular usage of the iterator will not yield any smart object.
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It is good if you want to build a best-of-both-worlds approach for subquery-capable repository pattern, which is one of the biggest issues if you want
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to keep your business logic out of the repo layer, but still want to utilize djangos queryset mechanics properly.
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records() will take anything values() would take, but additionally it allows:
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- to pass the record type as first argument
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- to pass Adjunct classes as keyword argument value
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"""
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## Useful for queryset function records()
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class BaseAdjunct:
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"""
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Any Adjunct data which does not translate into SQL, but rather adds data programmatically.
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"""
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skip = False # if skip is true, this adjunct will not be actually processed.
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resolves_field = True # if resolves_field is true, this adjunct will be called for a single field with resolve()
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post_processing = False # if post_processing is true, this adjunct will in the end be called with dbdata, and be able to manipulate the whole dictionary.
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def resolve(self, model, dbdata):
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raise NotImplementedError
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def post_process(self, model, dbdata):
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raise NotImplementedError
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class Adjunct(BaseAdjunct):
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""" value function that adds data, without SQL handling. """
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def __init__(self, value=None):
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self.value = value
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def resolve(self, model, dbdata):
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return self.value
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class Lambda(Adjunct):
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""" adjunct value that returns a field value with a callback. """
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def __init__(self, callback):
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self.callback = callback if callable(callback) else None
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def resolve(self, model, dbdata):
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# at this point i could check if callback needs 0-2 arguments and decide the call.
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if self.callback:
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return self.callback(dbdata)
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class Skip(BaseAdjunct):
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""" Skips this key from being retrieved from the database or used in the dataclass instantiation """
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skip = True
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resolves_field = False
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class Callback(BaseAdjunct):
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""" calls a callback which can modify the whole initialization dictionary. """
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resolves_field = False
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post_processing = True
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def __init__(self, callback):
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self.callback = callback
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def post_process(self, model, dbdata):
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if self.callback:
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return self.callback(dbdata)
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## Wrapper to handle some sort of record baseclass
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class RecordHandler:
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""" handler for a record type
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defines how a record can be created, and how to retrieve all field names, and the required ones.
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"""
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@classmethod
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def wrap(cls, klass):
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return cls(klass)
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def __init__(self, klass):
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self.klass = klass
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def create(self, **kwargs):
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return self.klass(**kwargs)
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def get_field_names(self):
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return self.klass.__dict__.keys()
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@property
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def record(self):
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return self.klass
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@property
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def required_keys(self):
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return self.get_field_names()
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class RecordDict(RecordHandler):
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""" RecordHandler that outputs a dictionary """
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def __init__(self, klass=None):
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# it is not required to define dict, but you could do OrderedDict e.g.
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self.klass = klass or dict
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def get_field_names(self):
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# dictionary has no required fields.
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return []
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class RecordDataclass(RecordHandler):
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""" handles dataclasses.dataclass derivatives """
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def create(self, **kwargs):
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# clean field names to be only valid if they are on the dataclass.
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record_fields = self.get_field_names()
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kwargs = {k: v for k, v in kwargs.items() if k in record_fields}
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return self.klass(**kwargs)
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def get_field_names(self):
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return list(self.klass.__dataclass_fields__.keys())
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# @TODO: RecordPydantic
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# @TODO: RecordAttrs
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###### QuerySet Plugin.
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class RecordIterable(ValuesIterable):
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"""
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Iterable returned by records() that yields a record class for each row.
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Replaces the standard iterable of the queryset.
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"""
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def __iter__(self):
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queryset = self.queryset
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model = self.queryset.model
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query = queryset.query
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compiler = query.get_compiler(queryset.db)
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record_data = getattr(queryset, '_record_extra', {})
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record_handler = queryset._record
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# extra(select=...) cols are always at the start of the row.
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names = [
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*query.extra_select,
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*query.values_select,
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*query.annotation_select,
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]
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indexes = range(len(names))
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for row in compiler.results_iter(chunked_fetch=self.chunked_fetch, chunk_size=self.chunk_size):
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dbdata = {names[i]: row[i] for i in indexes}
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# post-processors will be able to rewrite the whole dictionary.
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post_processors = []
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# we overwrite db data bluntly for now. actually we would provide callbacks the current dict.
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for k, v in record_data.items():
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if v.resolves_field:
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dbdata[k] = v.resolve(model, dbdata)
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if v.post_processing:
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post_processors.append(v)
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if post_processors:
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for processor in post_processors:
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processed = processor.post_process(model, dbdata)
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if processed is not None:
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dbdata = processed
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yield record_handler.create(**dbdata)
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class RecordQuerySetMixin:
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_record_handler = RecordDataclass
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def records(self, *args, **kwargs):
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"""
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generates record objects
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Acts like values(), however:
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- you can pass a record type or RecordHandler as first argument.
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- if record type is not defined in records(), you have to define it on the queryset, or the model, with _record,
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otherwise it will raise a RuntimeError.
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- keyword arguments of type "Adjunct" are used as deferred values, and resolved independently.
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- values() is called with every required_key on the dataclass not handled by an Adjunct
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"""
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if len(args) and not isinstance(args[0], str):
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# we assume this is our dataclass
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# @TODO better checks.
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handler = args[0]
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args = args[1:]
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else:
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# determine dataclass.
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handler = getattr(self, '_record', getattr(self.model, '_record', None))
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if not handler:
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raise RuntimeError("Trying to records a class without destination class.")
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if not isinstance(handler, RecordHandler):
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handler = self._record_handler.wrap(handler)
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all_keys = [*args, *kwargs.keys()]
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unhandled_keys = list(set(handler.required_keys) - set(all_keys))
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args = [*args, *unhandled_keys]
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new_kw = {}
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extra = {}
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for k, v in kwargs.items():
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if isinstance(v, BaseAdjunct):
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if not v.skip:
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extra[k] = v
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elif isinstance(v, BaseExpression) or isinstance(v, Combinable):
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new_kw[k] = v
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else:
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new_kw[k] = v
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# copy ourself with values() and save the results on the cloned queryset.
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values = self.values(*args, **new_kw)
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values._iterable_class = RecordIterable
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values._record_extra = extra
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values._record = handler
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return values
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class RecordQuerySet(RecordQuerySetMixin, QuerySet):
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# overwrite cloning.
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def _clone(self):
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c = super()._clone()
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for key in ['_record', '_record_extra', '_record_handler']:
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if hasattr(self, key):
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setattr(c, key, getattr(self, key))
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return c
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# i use a mixin instead for better clarity. records is completely safe, as it does not call _chain.
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# however you can also simply do:
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#class RecordManager(BaseManager.from_queryset(RecordQuerySet)):
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# pass
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class RecordManager(RecordQuerySetMixin, Manager):
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def get_queryset(self):
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return RecordQuerySet(self.model, using=self._db)
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0
blackmesa/records/tests/__init__.py
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0
blackmesa/records/tests/__init__.py
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0
blackmesa/records/tests/celestials/__init__.py
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0
blackmesa/records/tests/celestials/__init__.py
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7
blackmesa/records/tests/celestials/app.py
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blackmesa/records/tests/celestials/app.py
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from django.apps import AppConfig
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# Only include tests in your INSTALLED_APPS if you want to test against django models.
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class CommonTestsConfig(AppConfig):
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name = 'tests.celestials'
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label = 'celestials_tests'
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47
blackmesa/records/tests/celestials/factories.py
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47
blackmesa/records/tests/celestials/factories.py
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from . import models
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import factory
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import factory.fuzzy
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class CelestialFactory(factory.django.DjangoModelFactory):
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orbits = factory.LazyAttribute(lambda c: CelestialFactory(celestial_type=c.celestial_type - 1) if c.celestial_type and c.celestial_type > 1 else None)
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name = factory.Faker('city')
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# 1 sun, 7 planets, 3 moons, 4 asteroids, 5 stations
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celestial_type = factory.Iterator([1, 2, 2, 2, 2, 2, 2, 2, 3, 3, 3, 4, 4, 4, 4, 5, 5, 5, 5, 5])
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weight = factory.fuzzy.FuzzyFloat(100.0, 100000.0)
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size = factory.fuzzy.FuzzyFloat(1.0, 8.0)
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class Meta:
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model = models.Celestial
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class PersonFactory(factory.DjangoModelFactory):
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origin = factory.SubFactory(CelestialFactory)
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first_name = factory.Faker('first_name')
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last_name = factory.Faker('last_name')
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age = factory.fuzzy.FuzzyInteger(9, 79)
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class Meta:
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model = models.Person
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class SpaceportFactory(factory.DjangoModelFactory):
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name = factory.LazyAttribute(lambda sp: f'Port {sp.celestial.name}')
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celestial = factory.SubFactory(CelestialFactory, celestial_type=factory.Iterator([2,2,3,4,5]))
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class Meta:
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model = models.Spaceport
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class VisitorFactory(factory.DjangoModelFactory):
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person = factory.SubFactory(PersonFactory)
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spaceport = factory.SubFactory(SpaceportFactory)
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luggage_weight = factory.fuzzy.FuzzyFloat(1.0, 100.0)
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class Meta:
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model = models.Visitor
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class CitizenFactory(factory.DjangoModelFactory):
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planet = factory.SubFactory(CelestialFactory, celestial_type=2)
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person = factory.SubFactory(PersonFactory, origin=factory.SelfAttribute('planet'))
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clearance_level = factory.fuzzy.FuzzyInteger(0, 4)
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class Meta:
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model = models.Citizen
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47
blackmesa/records/tests/celestials/galaxy.py
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47
blackmesa/records/tests/celestials/galaxy.py
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from .factories import CelestialFactory, SpaceportFactory
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class Stars:
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@classmethod
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def create_sol(cls, context=None):
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if context is None:
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context = object()
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celestials = [CelestialFactory(name="Sol", celestial_type=1, size=100)]
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context.sun = sun = celestials[0]
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context.planets = planets = [
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CelestialFactory(name='Mercur', celestial_type=2, orbits=sun, size=2.4), #0
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CelestialFactory(name='Venus', celestial_type=2, orbits=sun, size=6),
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CelestialFactory(name='Terra', celestial_type=2, orbits=sun, size=6.4), #2
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CelestialFactory(name='Mars', celestial_type=2, orbits=sun, size=3.4),
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CelestialFactory(name='Jupiter',celestial_type=2, orbits=sun, size=69.9), #4
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CelestialFactory(name='Saturn', celestial_type=2, orbits=sun, size=58.2),
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CelestialFactory(name='Uranus', celestial_type=2, orbits=sun, size=25.4), #6
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CelestialFactory(name='Neptune',celestial_type=2, orbits=sun, size=24.6),
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CelestialFactory(name='Pluto',celestial_type=3, orbits=sun, size=1.1), #8
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]
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celestials.extend(planets)
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context.moons = moons = [
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CelestialFactory(name='Luna', celestial_type=3, orbits=planets[2], size=1.7), #0
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CelestialFactory(name='Phobos', celestial_type=4, orbits=planets[3], size=0.006),
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CelestialFactory(name='Deimos', celestial_type=4, orbits=planets[3], size=0.011), #2
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CelestialFactory(name='Io', celestial_type=3, orbits=planets[4], size=1.8),
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CelestialFactory(name='Europa', celestial_type=3, orbits=planets[4], size=1.5), #4
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CelestialFactory(name='Ganymede', celestial_type=3, orbits=planets[4], size=2.6),
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CelestialFactory(name='Callisto', celestial_type=3, orbits=planets[4], size=2.4), #6
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#...
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CelestialFactory(name='Charon', celestial_type=4, orbits=planets[8], size=0.6)
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]
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celestials.extend(moons)
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context.celestials = celestials
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# create space ports
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context.spaceports = [
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SpaceportFactory(celestial=planets[2], name="Houston IPS", ),
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SpaceportFactory(celestial=moons[0], name='Copernicus'),
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SpaceportFactory(celestial=planets[3], name='Utopia Planitia'),
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SpaceportFactory(celestial=moons[2], name='Ares Station'),
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]
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50
blackmesa/records/tests/celestials/models.py
Normal file
50
blackmesa/records/tests/celestials/models.py
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from django.db import models
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from ...records import RecordManager
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class Celestial(models.Model):
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CELESTIAL_TYPES = ((0, 'Unknown'),
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(1, 'Star'),
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(2, 'Planet'),
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(3, 'Planetoid'),
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(4, 'Asteroid'),
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(5, 'Station'))
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orbits = models.ForeignKey('self', blank=True, null=True, related_name='orbitals', on_delete=models.CASCADE)
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||||
name = models.CharField(max_length=100)
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celestial_type = models.IntegerField(choices=CELESTIAL_TYPES, default=int)
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weight = models.FloatField(default=float)
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||||
size = models.FloatField(default=float)
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||||
|
||||
objects = RecordManager()
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||||
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||||
@property
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def is_moon(self):
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return 5 > self.celestial_type > 1 and self.orbits and 5 > self.orbits.celestial_type > 1
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||||
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||||
class Spaceport(models.Model):
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name = models.CharField(max_length=100)
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||||
celestial = models.ForeignKey(Celestial, related_name='spaceports', on_delete=models.CASCADE)
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||||
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||||
objects = RecordManager()
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||||
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||||
class Person(models.Model):
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origin = models.ForeignKey(Celestial, related_name='children', blank=True, null=True, on_delete=models.CASCADE)
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||||
first_name = models.CharField(max_length=100)
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||||
last_name = models.CharField(max_length=100)
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||||
age = models.IntegerField(blank=True, null=True)
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||||
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||||
objects = RecordManager()
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||||
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||||
class Visitor(models.Model):
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||||
person = models.ForeignKey(Person, related_name='as_visitor', on_delete=models.CASCADE)
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||||
spaceport = models.ForeignKey(Spaceport, related_name='visitors', on_delete=models.CASCADE)
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||||
luggage_weight = models.FloatField(blank=True, null=True, default=float)
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||||
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||||
objects = RecordManager()
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||||
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||||
class Citizen(models.Model):
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||||
planet = models.ForeignKey(Celestial, related_name='citizens', on_delete=models.CASCADE)
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||||
person = models.ForeignKey(Person, related_name='citizenships', on_delete=models.CASCADE)
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||||
clearance_level = models.IntegerField(blank=True, null=True)
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||||
|
||||
objects = RecordManager()
|
||||
|
||||
7
blackmesa/records/tests/celestials/readme.md
Normal file
7
blackmesa/records/tests/celestials/readme.md
Normal file
@@ -0,0 +1,7 @@
|
||||
# Celestials Test Database
|
||||
|
||||
this is a royalty free no guarantees given test case
|
||||
|
||||
The galaxy.Stars helper class can create a sun system as test data.
|
||||
|
||||
Part of StarGenerator
|
||||
2
blackmesa/records/tests/celestials/requirements.in
Normal file
2
blackmesa/records/tests/celestials/requirements.in
Normal file
@@ -0,0 +1,2 @@
|
||||
Django < 3
|
||||
factory
|
||||
126
blackmesa/records/tests/test_record_queries.py
Normal file
126
blackmesa/records/tests/test_record_queries.py
Normal file
@@ -0,0 +1,126 @@
|
||||
from dataclasses import dataclass
|
||||
from unittest.case import skipIf
|
||||
|
||||
from django.db.models import F
|
||||
from django.test.testcases import TestCase
|
||||
import mock
|
||||
|
||||
from ..records import Lambda, Adjunct, Callback
|
||||
from django.test.utils import tag
|
||||
from click.types import INT
|
||||
|
||||
|
||||
try:
|
||||
from .celestials.models import Celestial
|
||||
from .celestials.galaxy import Stars
|
||||
celestials_installed = True
|
||||
except RuntimeError:
|
||||
celestials_installed = False
|
||||
|
||||
|
||||
@dataclass
|
||||
class Entity:
|
||||
id: int
|
||||
|
||||
@dataclass
|
||||
class SpaceRock:
|
||||
id: int
|
||||
name: str
|
||||
orbits_name: str
|
||||
is_moon: bool
|
||||
|
||||
@tag('library')
|
||||
@skipIf(not celestials_installed, "Celestials Testpackage not installed into INSTALLED_APPS.")
|
||||
class TestQueryBuilder(TestCase):
|
||||
|
||||
def setUp(self):
|
||||
super().setUp()
|
||||
Stars.create_sol(context=self)
|
||||
|
||||
def test_records(self):
|
||||
entities = Celestial.objects.filter(orbits__name='Sol', celestial_type__lte=4).records(Entity)
|
||||
self.assertEqual(len(entities), len(self.planets))
|
||||
|
||||
# test whether we really return dataclass as result, even with first.
|
||||
self.assertIsInstance(entities.first(), Entity)
|
||||
|
||||
# find moons. test whether i can use entities to do an SQL query. works because i have only one key.
|
||||
self.assertEqual(len(self.moons), Celestial.objects.filter(orbits__in=entities).count())
|
||||
|
||||
# this is pretty much the same as
|
||||
self.assertEqual(len(self.moons), len(Celestial.objects.filter(
|
||||
orbits__in=Celestial.objects.filter(orbits__name='Sol', celestial_type__lte=4)).values_list('id', flat=True)))
|
||||
|
||||
def test_lambda(self):
|
||||
|
||||
# this tests whether our own celestial type or the celestial type of what we orbit is correct for being a moon. parameter is a dictionary.
|
||||
is_moon = lambda entry: True if 5 > (entry.get('celestial_type') or 0) > 1 and 5 > (entry.get('orbits_type') or 0) > 1 else False
|
||||
|
||||
entities = Celestial.objects.records(SpaceRock, # we want our output to be a SpaceRock dataclass.
|
||||
'celestial_type', # we include the key celestial_type into our query.
|
||||
id=Adjunct(None), # we blank out id to test Adjunct working.
|
||||
orbits_name=F('orbits__name'), # we set our custom orbits_name to a related field value
|
||||
orbits_type=F('orbits__celestial_type'), # our lambda needs this data.
|
||||
is_moon=Lambda(is_moon)) # lambda over result
|
||||
|
||||
self.assertEqual(len(entities), len(self.celestials))
|
||||
|
||||
for idx, entity in enumerate(entities):
|
||||
dbdata = self.celestials[idx]
|
||||
model = Celestial.objects.filter(id=dbdata.id).first()
|
||||
self.assertEqual(entity.name, dbdata.name)
|
||||
self.assertIsNone(entity.id)
|
||||
self.assertEqual(entity.is_moon, model.is_moon)
|
||||
|
||||
def test_callbacks(self):
|
||||
side_effect = lambda x:x
|
||||
callback_one = mock.Mock(side_effect=side_effect)
|
||||
callback_two = mock.Mock(side_effect=side_effect)
|
||||
|
||||
entities = Celestial.objects.all().records(Entity, callback_one=Callback(callback_one), callback_two=Callback(callback_two))
|
||||
|
||||
self.assertEqual(len(entities), len(self.celestials))
|
||||
self.assertEqual(callback_one.call_count, len(self.celestials))
|
||||
self.assertEqual(callback_two.call_count, len(self.celestials))
|
||||
|
||||
def test_double_value_technique(self):
|
||||
"""
|
||||
Records open a new sort of technique for late calling details from dataclasses.
|
||||
imagine you have a dataclass called EntityIndex, which has only one field from the database: id.
|
||||
|
||||
however it has custom fields, where you store a lambda expression.
|
||||
|
||||
you could e.g. use it in a subquery, while still access the data.
|
||||
however this will hit the database twice if you evaluate the iterator yourself, as the lambda is not lazy.
|
||||
"""
|
||||
|
||||
planet_queryset = Celestial.objects.filter(orbits__name='Sol', celestial_type__lte=4)
|
||||
|
||||
@dataclass
|
||||
class DetailedEntity:
|
||||
id: int
|
||||
name: str
|
||||
|
||||
@dataclass
|
||||
class IndexEntity:
|
||||
id: int
|
||||
detail: DetailedEntity
|
||||
|
||||
def get_details_exec(data):
|
||||
return Celestial.objects.filter(pk=data.get('id')).records(DetailedEntity).first()
|
||||
|
||||
get_details = mock.Mock(side_effect=get_details_exec)
|
||||
|
||||
# retrieves data per key only.
|
||||
my_planets = planet_queryset.records(IndexEntity, detail=Lambda(get_details))
|
||||
my_moons = Celestial.objects.filter(orbits__in=my_planets).records(IndexEntity, detail=Lambda(get_details)) # legal
|
||||
# django does not consume the iterator internally for subqueries:
|
||||
self.assertEqual(get_details.call_count, 0)
|
||||
# consume it ourselves...
|
||||
for planet in my_planets:
|
||||
self.assertIsNotNone(planet.detail.name)
|
||||
self.assertEqual(get_details.call_count, len(self.planets))
|
||||
# but...
|
||||
self.assertEqual(len(my_moons), len(self.moons))
|
||||
self.assertEqual(get_details.call_count, len(self.planets) + len(self.moons))
|
||||
|
||||
Reference in New Issue
Block a user