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orm.py
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orm.py
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from bson.objectid import InvalidId, ObjectId
import collections
import datetime
class ValidationError(Exception):
pass
# Fields
# Field decorators
# decorator that handles default serialization for all fields
def serialize_super(none_value=None):
def serialize_outer(serialize):
def serialize_wrapper(self, value, context, obj):
if value is None:
if callable(none_value):
return none_value()
else:
return none_value
return serialize(self, value, context, obj)
return serialize_wrapper
return serialize_outer
# decorator that handles default unserialization for all fields
def unserialize_super(none_value=None):
def unserialize_outer(unserialize):
def unserialize_wrapper(self, value, context, data):
if value is None:
if callable(none_value):
return none_value()
else:
return none_value
return unserialize(self, value, context, data)
return unserialize_wrapper
return unserialize_outer
# decorator that handles default validation for all fields
def validate_super(validate):
def validate_wrapper(self, value):
if not Field.validate(self, value):
return False
if value is None:
return True
return validate(self, value)
return validate_wrapper
class Field(object):
def __init__(self, default=None,
required=False,
validators=None,
load_from=None,
dump_to=None):
self.default = default
self.required = required
self.validators = validators
self.load_from = load_from
self.dump_to = dump_to
def serialize(self, value, context, obj):
raise NotImplementedError
def unserialize(self, value, context, data):
raise NotImplementedError
def validate(self, value):
if self.required and (value is None):
return False
if self.validators:
for validator in self.validators:
if not validator(value):
return False
return True
class BooleanField(Field):
@serialize_super()
def serialize(self, value, context, obj):
return value
@unserialize_super()
def unserialize(self, value, context, data):
if not isinstance(value, bool):
return None
else:
return value
@validate_super
def validate(self, value):
return isinstance(value, bool)
class DateTimeField(Field):
@serialize_super()
def serialize(self, value, context, obj):
if context == 'db':
return value
elif context == 'web':
return value.strftime("%x")
@unserialize_super()
def unserialize(self, value, context, data):
if context == 'db':
return value
elif context == 'web':
try:
return datetime.datetime.strptime(value, "%x")
except ValueError:
# TODO: log this error
return None
@validate_super
def validate(self, value):
return isinstance(value, datetime.datetime)
class DictField(Field):
def __init__(self, from_field, to_field, *args, **kwargs):
self.from_field = from_field
self.to_field = to_field
# set default to dict instead of None if None
if kwargs.get('default') is None:
kwargs['default'] = dict
super(DictField, self).__init__(*args, **kwargs)
@serialize_super(none_value=dict)
def serialize(self, value, context, obj):
return {self.from_field.serialize(k, context, obj): self.to_field.serialize(v, context, obj)
for k, v in value.items()}
@unserialize_super(none_value=dict)
def unserialize(self, value, context, data):
if not isinstance(value, dict):
return dict()
return {self.from_field.unserialize(k, context, data): self.to_field.unserialize(v, context, data)
for k, v in value.items()}
@validate_super
def validate(self, value):
if not isinstance(value, dict):
return False
for k, v in value.items():
if not self.from_field.validate(k):
return False
if not self.to_field.validate(v):
return False
return True
class DocumentField(Field):
def __init__(self, document_type, *args, **kwargs):
self.document_type = document_type
super(DocumentField, self).__init__(self, *args, **kwargs)
@serialize_super()
def serialize(self, value, context, obj):
return value.dump(context, validate_on_dump=False)
@unserialize_super()
def unserialize(self, value, context, data):
try:
return self.document_type().load(value, context, validate_on_load=False)
except:
return None
@validate_super
def validate(self, value):
return isinstance(value, self.document_type)
class FloatField(Field):
@serialize_super()
def serialize(self, value, context, obj):
return value
@unserialize_super()
def unserialize(self, value, context, data):
if not isinstance(value, (float, int, long)):
return None
else:
return float(value)
@validate_super
def validate(self, value):
return isinstance(value, float)
class IntField(Field):
@serialize_super()
def serialize(self, value, context, obj):
return value
@unserialize_super()
def unserialize(self, value, context, data):
if not isinstance(value, int):
return None
else:
return value
@validate_super
def validate(self, value):
return isinstance(value, int)
class ListField(Field):
def __init__(self, field_type, *args, **kwargs):
self.field_type = field_type
self.field_type.required = True # don't allow Nones in list
# set default to list instead of None if None
if kwargs.get('default') is None:
kwargs['default'] = list
super(ListField, self).__init__(*args, **kwargs)
@serialize_super(none_value=list)
def serialize(self, value, context, obj):
return [self.field_type.serialize(v, context, obj) for v in value]
@unserialize_super(none_value=list)
def unserialize(self, value, context, data):
if not isinstance(value, collections.Iterable):
return []
return [self.field_type.unserialize(v, context, data) for v in value]
@validate_super
def validate(self, value):
if not isinstance(value, list):
return False
for v in value:
if not self.field_type.validate(v):
return False
return True
class ObjectIDField(Field):
@serialize_super()
def serialize(self, value, context, obj):
if context == 'db':
return value
elif context == 'web':
return str(value)
@unserialize_super()
def unserialize(self, value, context, data):
if context == 'db':
return value
elif context == 'web':
try:
return ObjectId(value)
except InvalidId:
# TODO: log this error
return None
@validate_super
def validate(self, value):
return isinstance(value, ObjectId)
class StringField(Field):
@serialize_super()
def serialize(self, value, context, obj):
if isinstance(value, unicode):
# TODO: figure out a better Unicode strategy
return value.encode('ascii', 'ignore')
elif isinstance(value, str):
return value
else:
return None
@unserialize_super()
def unserialize(self, value, context, data):
if isinstance(value, unicode):
return value.encode('ascii', 'ignore')
elif isinstance(value, str):
return value
else:
return None
@validate_super
def validate(self, value):
return isinstance(value, (str, unicode))
# Field validators
def validate_choices(choices):
return (lambda x: x in choices)
# Documents
class Document(object):
fields = []
def __init__(self, **kwargs):
for field_name, field in self.fields:
field_value = kwargs.get(field_name)
if field_value is None:
if callable(field.default):
self.__setattr__(field_name, field.default())
else:
self.__setattr__(field_name, field.default)
else:
self.__setattr__(field_name, kwargs.get(field_name))
self.post_init()
def __repr__(self):
field_strs = []
for field_name, field in self.fields:
field_value = self.__getattribute__(field_name)
field_strs.append("{}: {}".format(field_name, field_value))
return '{{{}}}'.format(', '.join(field_strs))
def __str__(self):
return repr(self)
def __eq__(self, other):
if other is None:
return False
return all([self.__getattribute__(field_name) == other.__getattribute__(field_name)
for field_name, _ in self.fields])
def __ne__(self, other):
return not self == other
def dump(self, context=None, exclude=None, only=None, validate_on_dump=True):
return_dict = {}
if validate_on_dump:
is_valid, errors = self.validate()
if not is_valid:
raise ValidationError(str(errors))
for field_name, field in self.fields:
if exclude is not None and field_name in exclude:
continue
if only is not None and field_name not in only:
continue
field_value = self.__getattribute__(field_name)
to_name = field_name
if field.dump_to is not None:
if isinstance(field.dump_to, dict):
to_name = field.dump_to.get(context, field_name)
elif isinstance(field.dump_to, str):
to_name = field.dump_to
return_dict[to_name] = field.serialize(field_value, context, self)
return return_dict
@classmethod
def load(cls, data, context=None, validate_on_load=True, strict=False):
if not isinstance(data, dict):
if strict:
raise ValidationError("can only load data from dicts")
return None
init_args = dict()
for field_name, field in cls.fields:
from_name = field_name
if field.load_from is not None:
if isinstance(field.load_from, dict):
from_name = field.load_from.get(context, field_name)
elif isinstance(field.load_from, str):
from_name = field.load_from
field_value = field.unserialize(data.get(from_name), context, data)
if field_value is None:
if callable(field.default):
init_args[field_name] = field.default()
else:
init_args[field_name] = field.default
else:
init_args[field_name] = field_value
return_document = cls(**init_args)
if validate_on_load and not return_document.validate():
is_valid, errors = self.validate()
if not is_valid:
if strict:
raise ValidationError(errors)
return None
return return_document
def validate(self):
for field_name, field in self.fields:
field_value = self.__getattribute__(field_name)
if not field.validate(field_value):
return False, 'validate_field ({})'.format(field_name)
# validate document as a whole
valid_document, errors = self.validate_document()
if not valid_document:
return False, errors
return True, None
# override to do something (i.e. initialize properties) post-init/load
def post_init(self):
pass
# override for document-wide validation
def validate_document(self):
return True, None