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import contextlib
import operator
import threading
import weakref
import pymongo
from bson import SON, DBRef, ObjectId
from mongoengine.base.common import UPDATE_OPERATORS
from mongoengine.base.datastructures import (
BaseDict,
BaseList,
EmbeddedDocumentList,
)
from mongoengine.common import _import_class
from mongoengine.errors import DeprecatedError, ValidationError
__all__ = ("BaseField", "ComplexBaseField", "ObjectIdField", "GeoJsonBaseField")
@contextlib.contextmanager
def _no_dereference_for_fields(*fields):
"""Context manager for temporarily disabling a Field's auto-dereferencing
(meant to be used from no_dereference context manager)"""
try:
for field in fields:
field._incr_no_dereference_context()
yield None
finally:
for field in fields:
field._decr_no_dereference_context()
class BaseField:
"""A base class for fields in a MongoDB document. Instances of this class
may be added to subclasses of `Document` to define a document's schema.
"""
name = None # set in TopLevelDocumentMetaclass
_geo_index = False
_auto_gen = False # Call `generate` to generate a value
_thread_local_storage = threading.local()
# These track each time a Field instance is created. Used to retain order.
# The auto_creation_counter is used for fields that MongoEngine implicitly
# creates, creation_counter is used for all user-specified fields.
creation_counter = 0
auto_creation_counter = -1
def __init__(
self,
db_field=None,
required=False,
default=None,
unique=False,
unique_with=None,
primary_key=False,
validation=None,
choices=None,
null=False,
sparse=False,
**kwargs,
):
"""
:param db_field: The database field to store this field in
(defaults to the name of the field)
:param required: If the field is required. Whether it has to have a
value or not. Defaults to False.
:param default: (optional) The default value for this field if no value
has been set, if the value is set to None or has been unset. It can be a
callable.
:param unique: Is the field value unique or not (Creates an index). Defaults to False.
:param unique_with: (optional) The other field this field should be
unique with (Creates an index).
:param primary_key: Mark this field as the primary key ((Creates an index)). Defaults to False.
:param validation: (optional) A callable to validate the value of the
field. The callable takes the value as parameter and should raise
a ValidationError if validation fails
:param choices: (optional) The valid choices
:param null: (optional) If the field value can be null when a default exists. If not set, the default value
will be used in case a field with a default value is set to None. Defaults to False.
:param sparse: (optional) `sparse=True` combined with `unique=True` and `required=False`
means that uniqueness won't be enforced for `None` values (Creates an index). Defaults to False.
:param **kwargs: (optional) Arbitrary indirection-free metadata for
this field can be supplied as additional keyword arguments and
accessed as attributes of the field. Must not conflict with any
existing attributes. Common metadata includes `verbose_name` and
`help_text`.
"""
self.db_field = db_field if not primary_key else "_id"
self.required = required or primary_key
self.default = default
self.unique = bool(unique or unique_with)
self.unique_with = unique_with
self.primary_key = primary_key
self.validation = validation
self.choices = choices
self.null = null
self.sparse = sparse
self._owner_document = None
self.__auto_dereference = True
# Make sure db_field is a string (if it's explicitly defined).
if self.db_field is not None and not isinstance(self.db_field, str):
raise TypeError("db_field should be a string.")
# Make sure db_field doesn't contain any forbidden characters.
if isinstance(self.db_field, str) and (
"." in self.db_field
or "\0" in self.db_field
or self.db_field.startswith("$")
):
raise ValueError(
'field names cannot contain dots (".") or null characters '
'("\\0"), and they must not start with a dollar sign ("$").'
)
# Detect and report conflicts between metadata and base properties.
conflicts = set(dir(self)) & set(kwargs)
if conflicts:
raise TypeError(
"%s already has attribute(s): %s"
% (self.__class__.__name__, ", ".join(conflicts))
)
# Assign metadata to the instance
# This efficient method is available because no __slots__ are defined.
self.__dict__.update(kwargs)
# Adjust the appropriate creation counter, and save our local copy.
if self.db_field == "_id":
self.creation_counter = BaseField.auto_creation_counter
BaseField.auto_creation_counter -= 1
else:
self.creation_counter = BaseField.creation_counter
BaseField.creation_counter += 1
def set_auto_dereferencing(self, value):
self.__auto_dereference = value
@property
def _no_dereference_context_local(self):
if not hasattr(self._thread_local_storage, "no_dereference_context"):
self._thread_local_storage.no_dereference_context = 0
return self._thread_local_storage.no_dereference_context
@property
def _no_dereference_context_is_set(self):
return self._no_dereference_context_local > 0
def _incr_no_dereference_context(self):
self._thread_local_storage.no_dereference_context = (
self._no_dereference_context_local + 1
)
def _decr_no_dereference_context(self):
self._thread_local_storage.no_dereference_context = (
self._no_dereference_context_local - 1
)
@property
def _auto_dereference(self):
return self.__auto_dereference and not self._no_dereference_context_is_set
def __get__(self, instance, owner):
"""Descriptor for retrieving a value from a field in a document."""
if instance is None:
# Document class being used rather than a document object
return self
# Get value from document instance if available
return instance._data.get(self.name)
def __set__(self, instance, value):
"""Descriptor for assigning a value to a field in a document."""
# If setting to None and there is a default value provided for this
# field, then set the value to the default value.
if value is None:
if self.null:
value = None
elif self.default is not None:
value = self.default
if callable(value):
value = value()
if instance._initialised:
try:
value_has_changed = (
self.name not in instance._data
or instance._data[self.name] != value
)
if value_has_changed:
instance._mark_as_changed(self.name)
except Exception:
# Some values can't be compared and throw an error when we
# attempt to do so (e.g. tz-naive and tz-aware datetimes).
# Mark the field as changed in such cases.
instance._mark_as_changed(self.name)
EmbeddedDocument = _import_class("EmbeddedDocument")
if isinstance(value, EmbeddedDocument):
value._instance = weakref.proxy(instance)
elif isinstance(value, (list, tuple)):
for v in value:
if isinstance(v, EmbeddedDocument):
v._instance = weakref.proxy(instance)
instance._data[self.name] = value
def error(self, message="", errors=None, field_name=None):
"""Raise a ValidationError."""
field_name = field_name if field_name else self.name
raise ValidationError(message, errors=errors, field_name=field_name)
def to_python(self, value):
"""Convert a MongoDB-compatible type to a Python type."""
return value
def to_mongo(self, value):
"""Convert a Python type to a MongoDB-compatible type."""
return self.to_python(value)
def _to_mongo_safe_call(self, value, use_db_field=True, fields=None):
"""Helper method to call to_mongo with proper inputs."""
f_inputs = self.to_mongo.__code__.co_varnames
ex_vars = {}
if "fields" in f_inputs:
ex_vars["fields"] = fields
if "use_db_field" in f_inputs:
ex_vars["use_db_field"] = use_db_field
return self.to_mongo(value, **ex_vars)
def prepare_query_value(self, op, value):
"""Prepare a value that is being used in a query for PyMongo."""
if op in UPDATE_OPERATORS:
self.validate(value)
return value
def validate(self, value, clean=True):
"""Perform validation on a value."""
pass
def _validate_choices(self, value):
Document = _import_class("Document")
EmbeddedDocument = _import_class("EmbeddedDocument")
choice_list = self.choices
if isinstance(next(iter(choice_list)), (list, tuple)):
# next(iter) is useful for sets
choice_list = [k for k, _ in choice_list]
# Choices which are other types of Documents
if isinstance(value, (Document, EmbeddedDocument)):
if not any(isinstance(value, c) for c in choice_list):
self.error("Value must be an instance of %s" % (choice_list))
# Choices which are types other than Documents
else:
values = value if isinstance(value, (list, tuple)) else [value]
if len(set(values) - set(choice_list)):
self.error("Value must be one of %s" % str(choice_list))
def _validate(self, value, **kwargs):
# Check the Choices Constraint
if self.choices:
self._validate_choices(value)
# check validation argument
if self.validation is not None:
if callable(self.validation):
try:
# breaking change of 0.18
# Get rid of True/False-type return for the validation method
# in favor of having validation raising a ValidationError
ret = self.validation(value)
if ret is not None:
raise DeprecatedError(
"validation argument for `%s` must not return anything, "
"it should raise a ValidationError if validation fails"
% self.name
)
except ValidationError as ex:
self.error(str(ex))
else:
raise ValueError(
'validation argument for `"%s"` must be a ' "callable." % self.name
)
self.validate(value, **kwargs)
@property
def owner_document(self):
return self._owner_document
def _set_owner_document(self, owner_document):
self._owner_document = owner_document
@owner_document.setter
def owner_document(self, owner_document):
self._set_owner_document(owner_document)
class ComplexBaseField(BaseField):
"""Handles complex fields, such as lists / dictionaries.
Allows for nesting of embedded documents inside complex types.
Handles the lazy dereferencing of a queryset by lazily dereferencing all
items in a list / dict rather than one at a time.
"""
def __init__(self, field=None, **kwargs):
if field is not None and not isinstance(field, BaseField):
raise TypeError(
f"field argument must be a Field instance (e.g {self.__class__.__name__}(StringField()))"
)
self.field = field
super().__init__(**kwargs)
@staticmethod
def _lazy_load_refs(instance, name, ref_values, *, max_depth):
_dereference = _import_class("DeReference")()
documents = _dereference(
ref_values,
max_depth=max_depth,
instance=instance,
name=name,
)
return documents
def __set__(self, instance, value):
# Some fields e.g EnumField are converted upon __set__
# So it is fair to mimic the same behavior when using e.g ListField(EnumField)
EnumField = _import_class("EnumField")
if self.field and isinstance(self.field, EnumField):
if isinstance(value, (list, tuple)):
value = [self.field.to_python(sub_val) for sub_val in value]
elif isinstance(value, dict):
value = {key: self.field.to_python(sub) for key, sub in value.items()}
return super().__set__(instance, value)
def __get__(self, instance, owner):
"""Descriptor to automatically dereference references."""
if instance is None:
# Document class being used rather than a document object
return self
ReferenceField = _import_class("ReferenceField")
GenericReferenceField = _import_class("GenericReferenceField")
EmbeddedDocumentListField = _import_class("EmbeddedDocumentListField")
auto_dereference = instance._fields[self.name]._auto_dereference
dereference = auto_dereference and (
self.field is None
or isinstance(self.field, (GenericReferenceField, ReferenceField))
)
if (
instance._initialised
and dereference
and instance._data.get(self.name)
and not getattr(instance._data[self.name], "_dereferenced", False)
):
ref_values = instance._data.get(self.name)
instance._data[self.name] = self._lazy_load_refs(
ref_values=ref_values, instance=instance, name=self.name, max_depth=1
)
if hasattr(instance._data[self.name], "_dereferenced"):
instance._data[self.name]._dereferenced = True
value = super().__get__(instance, owner)
# Convert lists / values so we can watch for any changes on them
if isinstance(value, (list, tuple)):
if issubclass(type(self), EmbeddedDocumentListField) and not isinstance(
value, EmbeddedDocumentList
):
value = EmbeddedDocumentList(value, instance, self.name)
elif not isinstance(value, BaseList):
value = BaseList(value, instance, self.name)
instance._data[self.name] = value
elif isinstance(value, dict) and not isinstance(value, BaseDict):
value = BaseDict(value, instance, self.name)
instance._data[self.name] = value
if (
auto_dereference
and instance._initialised
and isinstance(value, (BaseList, BaseDict))
and not value._dereferenced
):
value = self._lazy_load_refs(
ref_values=value, instance=instance, name=self.name, max_depth=1
)
value._dereferenced = True
instance._data[self.name] = value
return value
def to_python(self, value):
"""Convert a MongoDB-compatible type to a Python type."""
if isinstance(value, str):
return value
if hasattr(value, "to_python"):
return value.to_python()
BaseDocument = _import_class("BaseDocument")
if isinstance(value, BaseDocument):
# Something is wrong, return the value as it is
return value
is_list = False
if not hasattr(value, "items"):
try:
is_list = True
value = {idx: v for idx, v in enumerate(value)}
except TypeError: # Not iterable return the value
return value
if self.field:
self.field.set_auto_dereferencing(self._auto_dereference)
value_dict = {
key: self.field.to_python(item) for key, item in value.items()
}
else:
Document = _import_class("Document")
value_dict = {}
for k, v in value.items():
if isinstance(v, Document):
# We need the id from the saved object to create the DBRef
if v.pk is None:
self.error(
"You can only reference documents once they"
" have been saved to the database"
)
collection = v._get_collection_name()
value_dict[k] = DBRef(collection, v.pk)
elif hasattr(v, "to_python"):
value_dict[k] = v.to_python()
else:
value_dict[k] = self.to_python(v)
if is_list: # Convert back to a list
return [
v for _, v in sorted(value_dict.items(), key=operator.itemgetter(0))
]
return value_dict
def to_mongo(self, value, use_db_field=True, fields=None):
"""Convert a Python type to a MongoDB-compatible type."""
Document = _import_class("Document")
EmbeddedDocument = _import_class("EmbeddedDocument")
GenericReferenceField = _import_class("GenericReferenceField")
if isinstance(value, str):
return value
if hasattr(value, "to_mongo"):
if isinstance(value, Document):
return GenericReferenceField().to_mongo(value)
cls = value.__class__
val = value.to_mongo(use_db_field, fields)
# If it's a document that is not inherited add _cls
if isinstance(value, EmbeddedDocument):
val["_cls"] = cls.__name__
return val
is_list = False
if not hasattr(value, "items"):
try:
is_list = True
value = {k: v for k, v in enumerate(value)}
except TypeError: # Not iterable return the value
return value
if self.field:
value_dict = {
key: self.field._to_mongo_safe_call(item, use_db_field, fields)
for key, item in value.items()
}
else:
value_dict = {}
for k, v in value.items():
if isinstance(v, Document):
# We need the id from the saved object to create the DBRef
if v.pk is None:
self.error(
"You can only reference documents once they"
" have been saved to the database"
)
# If it's a document that is not inheritable it won't have
# any _cls data so make it a generic reference allows
# us to dereference
meta = getattr(v, "_meta", {})
allow_inheritance = meta.get("allow_inheritance")
if not allow_inheritance:
value_dict[k] = GenericReferenceField().to_mongo(v)
else:
collection = v._get_collection_name()
value_dict[k] = DBRef(collection, v.pk)
elif hasattr(v, "to_mongo"):
cls = v.__class__
val = v.to_mongo(use_db_field, fields)
# If it's a document that is not inherited add _cls
if isinstance(v, (Document, EmbeddedDocument)):
val["_cls"] = cls.__name__
value_dict[k] = val
else:
value_dict[k] = self.to_mongo(v, use_db_field, fields)
if is_list: # Convert back to a list
return [
v for _, v in sorted(value_dict.items(), key=operator.itemgetter(0))
]
return value_dict
def validate(self, value):
"""If field is provided ensure the value is valid."""
errors = {}
if self.field:
if hasattr(value, "items"):
sequence = value.items()
else:
sequence = enumerate(value)
for k, v in sequence:
try:
self.field._validate(v)
except ValidationError as error:
errors[k] = error.errors or error
except (ValueError, AssertionError) as error:
errors[k] = error
if errors:
field_class = self.field.__class__.__name__
self.error(f"Invalid {field_class} item ({value})", errors=errors)
# Don't allow empty values if required
if self.required and not value:
self.error("Field is required and cannot be empty")
def prepare_query_value(self, op, value):
return self.to_mongo(value)
def lookup_member(self, member_name):
if self.field:
return self.field.lookup_member(member_name)
return None
def _set_owner_document(self, owner_document):
if self.field:
self.field.owner_document = owner_document
self._owner_document = owner_document
class ObjectIdField(BaseField):
"""A field wrapper around MongoDB's ObjectIds."""
def to_python(self, value):
try:
if not isinstance(value, ObjectId):
value = ObjectId(value)
except Exception:
pass
return value
def to_mongo(self, value):
if isinstance(value, ObjectId):
return value
try:
return ObjectId(str(value))
except Exception as e:
self.error(str(e))
def prepare_query_value(self, op, value):
if value is None:
return value
return self.to_mongo(value)
def validate(self, value):
try:
ObjectId(str(value))
except Exception:
self.error("Invalid ObjectID")
class GeoJsonBaseField(BaseField):
"""A geo json field storing a geojson style object."""
_geo_index = pymongo.GEOSPHERE
_type = "GeoBase"
def __init__(self, auto_index=True, *args, **kwargs):
"""
:param bool auto_index: Automatically create a '2dsphere' index.\
Defaults to `True`.
"""
self._name = "%sField" % self._type
if not auto_index:
self._geo_index = False
super().__init__(*args, **kwargs)
def validate(self, value):
"""Validate the GeoJson object based on its type."""
if isinstance(value, dict):
if set(value.keys()) == {"type", "coordinates"}:
if value["type"] != self._type:
self.error(f'{self._name} type must be "{self._type}"')
return self.validate(value["coordinates"])
else:
self.error(
"%s can only accept a valid GeoJson dictionary"
" or lists of (x, y)" % self._name
)
return
elif not isinstance(value, (list, tuple)):
self.error("%s can only accept lists of [x, y]" % self._name)
return
validate = getattr(self, "_validate_%s" % self._type.lower())
error = validate(value)
if error:
self.error(error)
def _validate_polygon(self, value, top_level=True):
if not isinstance(value, (list, tuple)):
return "Polygons must contain list of linestrings"
# Quick and dirty validator
try:
value[0][0][0]
except (TypeError, IndexError):
return "Invalid Polygon must contain at least one valid linestring"
errors = []
for val in value:
error = self._validate_linestring(val, False)
if not error and val[0] != val[-1]:
error = "LineStrings must start and end at the same point"
if error and error not in errors:
errors.append(error)
if errors:
if top_level:
return "Invalid Polygon:\n%s" % ", ".join(errors)
else:
return "%s" % ", ".join(errors)
def _validate_linestring(self, value, top_level=True):
"""Validate a linestring."""
if not isinstance(value, (list, tuple)):
return "LineStrings must contain list of coordinate pairs"
# Quick and dirty validator
try:
value[0][0]
except (TypeError, IndexError):
return "Invalid LineString must contain at least one valid point"
errors = []
for val in value:
error = self._validate_point(val)
if error and error not in errors:
errors.append(error)
if errors:
if top_level:
return "Invalid LineString:\n%s" % ", ".join(errors)
else:
return "%s" % ", ".join(errors)
def _validate_point(self, value):
"""Validate each set of coords"""
if not isinstance(value, (list, tuple)):
return "Points must be a list of coordinate pairs"
elif not len(value) == 2:
return "Value (%s) must be a two-dimensional point" % repr(value)
elif not isinstance(value[0], (float, int)) or not isinstance(
value[1], (float, int)
):
return "Both values (%s) in point must be float or int" % repr(value)
def _validate_multipoint(self, value):
if not isinstance(value, (list, tuple)):
return "MultiPoint must be a list of Point"
# Quick and dirty validator
try:
value[0][0]
except (TypeError, IndexError):
return "Invalid MultiPoint must contain at least one valid point"
errors = []
for point in value:
error = self._validate_point(point)
if error and error not in errors:
errors.append(error)
if errors:
return "%s" % ", ".join(errors)
def _validate_multilinestring(self, value, top_level=True):
if not isinstance(value, (list, tuple)):
return "MultiLineString must be a list of LineString"
# Quick and dirty validator
try:
value[0][0][0]
except (TypeError, IndexError):
return "Invalid MultiLineString must contain at least one valid linestring"
errors = []
for linestring in value:
error = self._validate_linestring(linestring, False)
if error and error not in errors:
errors.append(error)
if errors:
if top_level:
return "Invalid MultiLineString:\n%s" % ", ".join(errors)
else:
return "%s" % ", ".join(errors)
def _validate_multipolygon(self, value):
if not isinstance(value, (list, tuple)):
return "MultiPolygon must be a list of Polygon"
# Quick and dirty validator
try:
value[0][0][0][0]
except (TypeError, IndexError):
return "Invalid MultiPolygon must contain at least one valid Polygon"
errors = []
for polygon in value:
error = self._validate_polygon(polygon, False)
if error and error not in errors:
errors.append(error)
if errors:
return "Invalid MultiPolygon:\n%s" % ", ".join(errors)
def to_mongo(self, value):
if isinstance(value, dict):
return value
return SON([("type", self._type), ("coordinates", value)])
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