django-rest-framework/rest_framework/fields.py

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"""
Serializer fields perform validation on incoming data.
They are very similar to Django's form fields.
"""
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from __future__ import unicode_literals
import copy
import datetime
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from decimal import Decimal, DecimalException
import inspect
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import re
import warnings
from django.core import validators
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from django.core.exceptions import ValidationError
from django.conf import settings
from django import forms
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from django.forms import widgets
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from django.utils.encoding import is_protected_type
from django.utils.translation import ugettext_lazy as _
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from rest_framework import ISO_8601
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from rest_framework.compat import timezone, parse_date, parse_datetime, parse_time
from rest_framework.compat import BytesIO
from rest_framework.compat import six
from rest_framework.compat import smart_text
from rest_framework.settings import api_settings
def is_simple_callable(obj):
"""
True if the object is a callable that takes no arguments.
"""
function = inspect.isfunction(obj)
method = inspect.ismethod(obj)
if not (function or method):
return False
args, _, _, defaults = inspect.getargspec(obj)
len_args = len(args) if function else len(args) - 1
len_defaults = len(defaults) if defaults else 0
return len_args <= len_defaults
def get_component(obj, attr_name):
"""
Given an object, and an attribute name,
return that attribute on the object.
"""
if isinstance(obj, dict):
val = obj[attr_name]
else:
val = getattr(obj, attr_name)
if is_simple_callable(val):
return val()
return val
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def readable_datetime_formats(formats):
format = ', '.join(formats).replace(ISO_8601, 'YYYY-MM-DDThh:mm[:ss[.uuuuuu]][+HHMM|-HHMM|Z]')
return humanize_strptime(format)
def readable_date_formats(formats):
format = ', '.join(formats).replace(ISO_8601, 'YYYY[-MM[-DD]]')
return humanize_strptime(format)
def readable_time_formats(formats):
format = ', '.join(formats).replace(ISO_8601, 'hh:mm[:ss[.uuuuuu]]')
return humanize_strptime(format)
def humanize_strptime(format_string):
# Note that we're missing some of the locale specific mappings that
# don't really make sense.
mapping = {
"%Y": "YYYY",
"%y": "YY",
"%m": "MM",
"%b": "[Jan-Dec]",
"%B": "[January-December]",
"%d": "DD",
"%H": "hh",
"%I": "hh", # Requires '%p' to differentiate from '%H'.
"%M": "mm",
"%S": "ss",
"%f": "uuuuuu",
"%a": "[Mon-Sun]",
"%A": "[Monday-Sunday]",
"%p": "[AM|PM]",
"%z": "[+HHMM|-HHMM]"
}
for key, val in mapping.items():
format_string = format_string.replace(key, val)
return format_string
class Field(object):
read_only = True
creation_counter = 0
empty = ''
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type_name = None
partial = False
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use_files = False
form_field_class = forms.CharField
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def __init__(self, source=None):
self.parent = None
self.creation_counter = Field.creation_counter
Field.creation_counter += 1
self.source = source
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def initialize(self, parent, field_name):
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"""
Called to set up a field prior to field_to_native or field_from_native.
parent - The parent serializer.
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model_field - The model field this field corresponds to, if one exists.
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"""
self.parent = parent
self.root = parent.root or parent
self.context = self.root.context
self.partial = self.root.partial
if self.partial:
self.required = False
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def field_from_native(self, data, files, field_name, into):
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"""
Given a dictionary and a field name, updates the dictionary `into`,
with the field and it's deserialized value.
"""
return
def field_to_native(self, obj, field_name):
"""
Given and object and a field name, returns the value that should be
serialized for that field.
"""
if obj is None:
return self.empty
if self.source == '*':
return self.to_native(obj)
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source = self.source or field_name
value = obj
for component in source.split('.'):
value = get_component(value, component)
if value is None:
break
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return self.to_native(value)
def to_native(self, value):
"""
Converts the field's value into it's simple representation.
"""
if is_simple_callable(value):
value = value()
if is_protected_type(value):
return value
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elif hasattr(value, '__iter__') and not isinstance(value, (dict, six.string_types)):
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return [self.to_native(item) for item in value]
elif isinstance(value, dict):
return dict(map(self.to_native, (k, v)) for k, v in value.items())
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return smart_text(value)
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def attributes(self):
"""
Returns a dictionary of attributes to be used when serializing to xml.
"""
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if self.type_name:
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return {'type': self.type_name}
return {}
class WritableField(Field):
"""
Base for read/write fields.
"""
default_validators = []
default_error_messages = {
'required': _('This field is required.'),
'invalid': _('Invalid value.'),
}
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widget = widgets.TextInput
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default = None
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def __init__(self, source=None, read_only=False, required=None,
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validators=[], error_messages=None, widget=None,
default=None, blank=None):
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# 'blank' is to be deprecated in favor of 'required'
if blank is not None:
warnings.warn('The `blank` keyword argument is due to deprecated. '
'Use the `required` keyword argument instead.',
PendingDeprecationWarning, stacklevel=2)
required = not(blank)
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super(WritableField, self).__init__(source=source)
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self.read_only = read_only
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if required is None:
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self.required = not(read_only)
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else:
assert not (read_only and required), "Cannot set required=True and read_only=True"
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self.required = required
messages = {}
for c in reversed(self.__class__.__mro__):
messages.update(getattr(c, 'default_error_messages', {}))
messages.update(error_messages or {})
self.error_messages = messages
self.validators = self.default_validators + validators
self.default = default if default is not None else self.default
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# Widgets are ony used for HTML forms.
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widget = widget or self.widget
if isinstance(widget, type):
widget = widget()
self.widget = widget
def validate(self, value):
if value in validators.EMPTY_VALUES and self.required:
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raise ValidationError(self.error_messages['required'])
def run_validators(self, value):
if value in validators.EMPTY_VALUES:
return
errors = []
for v in self.validators:
try:
v(value)
except ValidationError as e:
if hasattr(e, 'code') and e.code in self.error_messages:
message = self.error_messages[e.code]
if e.params:
message = message % e.params
errors.append(message)
else:
errors.extend(e.messages)
if errors:
raise ValidationError(errors)
def field_from_native(self, data, files, field_name, into):
"""
Given a dictionary and a field name, updates the dictionary `into`,
with the field and it's deserialized value.
"""
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if self.read_only:
return
try:
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if self.use_files:
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files = files or {}
native = files[field_name]
else:
native = data[field_name]
except KeyError:
if self.default is not None and not self.partial:
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# Note: partial updates shouldn't set defaults
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native = self.default
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else:
if self.required:
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raise ValidationError(self.error_messages['required'])
return
value = self.from_native(native)
if self.source == '*':
if value:
into.update(value)
else:
self.validate(value)
self.run_validators(value)
into[self.source or field_name] = value
def from_native(self, value):
"""
Reverts a simple representation back to the field's value.
"""
return value
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class ModelField(WritableField):
"""
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A generic field that can be used against an arbitrary model field.
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"""
def __init__(self, *args, **kwargs):
try:
self.model_field = kwargs.pop('model_field')
except KeyError:
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raise ValueError("ModelField requires 'model_field' kwarg")
self.min_length = kwargs.pop('min_length',
getattr(self.model_field, 'min_length', None))
self.max_length = kwargs.pop('max_length',
getattr(self.model_field, 'max_length', None))
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super(ModelField, self).__init__(*args, **kwargs)
if self.min_length is not None:
self.validators.append(validators.MinLengthValidator(self.min_length))
if self.max_length is not None:
self.validators.append(validators.MaxLengthValidator(self.max_length))
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def from_native(self, value):
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rel = getattr(self.model_field, "rel", None)
if rel is not None:
return rel.to._meta.get_field(rel.field_name).to_python(value)
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else:
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return self.model_field.to_python(value)
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def field_to_native(self, obj, field_name):
value = self.model_field._get_val_from_obj(obj)
if is_protected_type(value):
return value
return self.model_field.value_to_string(obj)
def attributes(self):
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return {
"type": self.model_field.get_internal_type()
}
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##### Typed Fields #####
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class BooleanField(WritableField):
type_name = 'BooleanField'
form_field_class = forms.BooleanField
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widget = widgets.CheckboxInput
default_error_messages = {
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'invalid': _("'%s' value must be either True or False."),
}
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empty = False
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# Note: we set default to `False` in order to fill in missing value not
# supplied by html form. TODO: Fix so that only html form input gets
# this behavior.
default = False
def from_native(self, value):
if value in ('true', 't', 'True', '1'):
return True
if value in ('false', 'f', 'False', '0'):
return False
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return bool(value)
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class CharField(WritableField):
type_name = 'CharField'
form_field_class = forms.CharField
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def __init__(self, max_length=None, min_length=None, *args, **kwargs):
self.max_length, self.min_length = max_length, min_length
super(CharField, self).__init__(*args, **kwargs)
if min_length is not None:
self.validators.append(validators.MinLengthValidator(min_length))
if max_length is not None:
self.validators.append(validators.MaxLengthValidator(max_length))
def from_native(self, value):
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if isinstance(value, six.string_types) or value is None:
return value
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return smart_text(value)
class URLField(CharField):
type_name = 'URLField'
def __init__(self, **kwargs):
kwargs['max_length'] = kwargs.get('max_length', 200)
kwargs['validators'] = [validators.URLValidator()]
super(URLField, self).__init__(**kwargs)
class SlugField(CharField):
type_name = 'SlugField'
def __init__(self, *args, **kwargs):
kwargs['max_length'] = kwargs.get('max_length', 50)
super(SlugField, self).__init__(*args, **kwargs)
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class ChoiceField(WritableField):
type_name = 'ChoiceField'
form_field_class = forms.ChoiceField
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widget = widgets.Select
default_error_messages = {
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'invalid_choice': _('Select a valid choice. %(value)s is not one of '
'the available choices.'),
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}
def __init__(self, choices=(), *args, **kwargs):
super(ChoiceField, self).__init__(*args, **kwargs)
self.choices = choices
def _get_choices(self):
return self._choices
def _set_choices(self, value):
# Setting choices also sets the choices on the widget.
# choices can be any iterable, but we call list() on it because
# it will be consumed more than once.
self._choices = self.widget.choices = list(value)
choices = property(_get_choices, _set_choices)
def validate(self, value):
"""
Validates that the input is in self.choices.
"""
super(ChoiceField, self).validate(value)
if value and not self.valid_value(value):
raise ValidationError(self.error_messages['invalid_choice'] % {'value': value})
def valid_value(self, value):
"""
Check to see if the provided value is a valid choice.
"""
for k, v in self.choices:
if isinstance(v, (list, tuple)):
# This is an optgroup, so look inside the group for options
for k2, v2 in v:
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if value == smart_text(k2):
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return True
else:
if value == smart_text(k) or value == k:
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return True
return False
class EmailField(CharField):
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type_name = 'EmailField'
form_field_class = forms.EmailField
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default_error_messages = {
'invalid': _('Enter a valid e-mail address.'),
}
default_validators = [validators.validate_email]
def from_native(self, value):
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ret = super(EmailField, self).from_native(value)
if ret is None:
return None
return ret.strip()
def __deepcopy__(self, memo):
result = copy.copy(self)
memo[id(self)] = result
#result.widget = copy.deepcopy(self.widget, memo)
result.validators = self.validators[:]
return result
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class RegexField(CharField):
type_name = 'RegexField'
form_field_class = forms.RegexField
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def __init__(self, regex, max_length=None, min_length=None, *args, **kwargs):
super(RegexField, self).__init__(max_length, min_length, *args, **kwargs)
self.regex = regex
def _get_regex(self):
return self._regex
def _set_regex(self, regex):
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if isinstance(regex, six.string_types):
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regex = re.compile(regex)
self._regex = regex
if hasattr(self, '_regex_validator') and self._regex_validator in self.validators:
self.validators.remove(self._regex_validator)
self._regex_validator = validators.RegexValidator(regex=regex)
self.validators.append(self._regex_validator)
regex = property(_get_regex, _set_regex)
def __deepcopy__(self, memo):
result = copy.copy(self)
memo[id(self)] = result
result.validators = self.validators[:]
return result
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class DateField(WritableField):
type_name = 'DateField'
widget = widgets.DateInput
form_field_class = forms.DateField
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default_error_messages = {
'invalid': _("Date has wrong format. Use one of these formats instead: %s"),
}
empty = None
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input_formats = api_settings.DATE_INPUT_FORMATS
format = None
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def __init__(self, input_formats=None, format=None, *args, **kwargs):
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self.input_formats = input_formats if input_formats is not None else self.input_formats
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self.format = format if format is not None else self.format
super(DateField, self).__init__(*args, **kwargs)
def from_native(self, value):
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if value in validators.EMPTY_VALUES:
return None
if isinstance(value, datetime.datetime):
if timezone and settings.USE_TZ and timezone.is_aware(value):
# Convert aware datetimes to the default time zone
# before casting them to dates (#17742).
default_timezone = timezone.get_default_timezone()
value = timezone.make_naive(value, default_timezone)
return value.date()
if isinstance(value, datetime.date):
return value
for format in self.input_formats:
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if format.lower() == ISO_8601:
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try:
parsed = parse_date(value)
except (ValueError, TypeError):
pass
else:
if parsed is not None:
return parsed
else:
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try:
parsed = datetime.datetime.strptime(value, format)
except (ValueError, TypeError):
pass
else:
return parsed.date()
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msg = self.error_messages['invalid'] % readable_date_formats(self.input_formats)
raise ValidationError(msg)
def to_native(self, value):
if value is None or self.format is None:
return value
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if isinstance(value, datetime.datetime):
value = value.date()
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if self.format.lower() == ISO_8601:
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return value.isoformat()
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return value.strftime(self.format)
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class DateTimeField(WritableField):
type_name = 'DateTimeField'
widget = widgets.DateTimeInput
form_field_class = forms.DateTimeField
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default_error_messages = {
'invalid': _("Datetime has wrong format. Use one of these formats instead: %s"),
}
empty = None
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input_formats = api_settings.DATETIME_INPUT_FORMATS
format = None
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def __init__(self, input_formats=None, format=None, *args, **kwargs):
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self.input_formats = input_formats if input_formats is not None else self.input_formats
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self.format = format if format is not None else self.format
super(DateTimeField, self).__init__(*args, **kwargs)
def from_native(self, value):
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if value in validators.EMPTY_VALUES:
return None
if isinstance(value, datetime.datetime):
return value
if isinstance(value, datetime.date):
value = datetime.datetime(value.year, value.month, value.day)
if settings.USE_TZ:
# For backwards compatibility, interpret naive datetimes in
# local time. This won't work during DST change, but we can't
# do much about it, so we let the exceptions percolate up the
# call stack.
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warnings.warn("DateTimeField received a naive datetime (%s)"
" while time zone support is active." % value,
RuntimeWarning)
default_timezone = timezone.get_default_timezone()
value = timezone.make_aware(value, default_timezone)
return value
for format in self.input_formats:
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if format.lower() == ISO_8601:
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try:
parsed = parse_datetime(value)
except (ValueError, TypeError):
pass
else:
if parsed is not None:
return parsed
else:
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try:
parsed = datetime.datetime.strptime(value, format)
except (ValueError, TypeError):
pass
else:
return parsed
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msg = self.error_messages['invalid'] % readable_datetime_formats(self.input_formats)
raise ValidationError(msg)
def to_native(self, value):
if value is None or self.format is None:
return value
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if self.format.lower() == ISO_8601:
ret = value.isoformat()
if ret.endswith('+00:00'):
ret = ret[:-6] + 'Z'
return ret
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return value.strftime(self.format)
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class TimeField(WritableField):
type_name = 'TimeField'
widget = widgets.TimeInput
form_field_class = forms.TimeField
default_error_messages = {
'invalid': _("Time has wrong format. Use one of these formats instead: %s"),
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}
empty = None
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input_formats = api_settings.TIME_INPUT_FORMATS
format = None
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def __init__(self, input_formats=None, format=None, *args, **kwargs):
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self.input_formats = input_formats if input_formats is not None else self.input_formats
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self.format = format if format is not None else self.format
super(TimeField, self).__init__(*args, **kwargs)
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def from_native(self, value):
if value in validators.EMPTY_VALUES:
return None
if isinstance(value, datetime.time):
return value
for format in self.input_formats:
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if format.lower() == ISO_8601:
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try:
parsed = parse_time(value)
except (ValueError, TypeError):
pass
else:
if parsed is not None:
return parsed
else:
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try:
parsed = datetime.datetime.strptime(value, format)
except (ValueError, TypeError):
pass
else:
return parsed.time()
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msg = self.error_messages['invalid'] % readable_time_formats(self.input_formats)
raise ValidationError(msg)
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def to_native(self, value):
if value is None or self.format is None:
return value
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if isinstance(value, datetime.datetime):
value = value.time()
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if self.format.lower() == ISO_8601:
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return value.isoformat()
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return value.strftime(self.format)
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class IntegerField(WritableField):
type_name = 'IntegerField'
form_field_class = forms.IntegerField
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default_error_messages = {
'invalid': _('Enter a whole number.'),
'max_value': _('Ensure this value is less than or equal to %(limit_value)s.'),
'min_value': _('Ensure this value is greater than or equal to %(limit_value)s.'),
}
def __init__(self, max_value=None, min_value=None, *args, **kwargs):
self.max_value, self.min_value = max_value, min_value
super(IntegerField, self).__init__(*args, **kwargs)
if max_value is not None:
self.validators.append(validators.MaxValueValidator(max_value))
if min_value is not None:
self.validators.append(validators.MinValueValidator(min_value))
def from_native(self, value):
if value in validators.EMPTY_VALUES:
return None
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try:
value = int(str(value))
except (ValueError, TypeError):
raise ValidationError(self.error_messages['invalid'])
return value
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class FloatField(WritableField):
type_name = 'FloatField'
form_field_class = forms.FloatField
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default_error_messages = {
'invalid': _("'%s' value must be a float."),
}
def from_native(self, value):
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if value in validators.EMPTY_VALUES:
return None
try:
return float(value)
except (TypeError, ValueError):
msg = self.error_messages['invalid'] % value
raise ValidationError(msg)
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class DecimalField(WritableField):
type_name = 'DecimalField'
form_field_class = forms.DecimalField
default_error_messages = {
'invalid': _('Enter a number.'),
'max_value': _('Ensure this value is less than or equal to %(limit_value)s.'),
'min_value': _('Ensure this value is greater than or equal to %(limit_value)s.'),
'max_digits': _('Ensure that there are no more than %s digits in total.'),
'max_decimal_places': _('Ensure that there are no more than %s decimal places.'),
'max_whole_digits': _('Ensure that there are no more than %s digits before the decimal point.')
}
def __init__(self, max_value=None, min_value=None, max_digits=None, decimal_places=None, *args, **kwargs):
self.max_value, self.min_value = max_value, min_value
self.max_digits, self.decimal_places = max_digits, decimal_places
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super(DecimalField, self).__init__(*args, **kwargs)
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if max_value is not None:
self.validators.append(validators.MaxValueValidator(max_value))
if min_value is not None:
self.validators.append(validators.MinValueValidator(min_value))
def from_native(self, value):
"""
Validates that the input is a decimal number. Returns a Decimal
instance. Returns None for empty values. Ensures that there are no more
than max_digits in the number, and no more than decimal_places digits
after the decimal point.
"""
if value in validators.EMPTY_VALUES:
return None
value = smart_text(value).strip()
try:
value = Decimal(value)
except DecimalException:
raise ValidationError(self.error_messages['invalid'])
return value
def validate(self, value):
super(DecimalField, self).validate(value)
if value in validators.EMPTY_VALUES:
return
# Check for NaN, Inf and -Inf values. We can't compare directly for NaN,
# since it is never equal to itself. However, NaN is the only value that
# isn't equal to itself, so we can use this to identify NaN
if value != value or value == Decimal("Inf") or value == Decimal("-Inf"):
raise ValidationError(self.error_messages['invalid'])
sign, digittuple, exponent = value.as_tuple()
decimals = abs(exponent)
# digittuple doesn't include any leading zeros.
digits = len(digittuple)
if decimals > digits:
# We have leading zeros up to or past the decimal point. Count
# everything past the decimal point as a digit. We do not count
# 0 before the decimal point as a digit since that would mean
# we would not allow max_digits = decimal_places.
digits = decimals
whole_digits = digits - decimals
if self.max_digits is not None and digits > self.max_digits:
raise ValidationError(self.error_messages['max_digits'] % self.max_digits)
if self.decimal_places is not None and decimals > self.decimal_places:
raise ValidationError(self.error_messages['max_decimal_places'] % self.decimal_places)
if self.max_digits is not None and self.decimal_places is not None and whole_digits > (self.max_digits - self.decimal_places):
raise ValidationError(self.error_messages['max_whole_digits'] % (self.max_digits - self.decimal_places))
return value
class FileField(WritableField):
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use_files = True
type_name = 'FileField'
form_field_class = forms.FileField
widget = widgets.FileInput
default_error_messages = {
'invalid': _("No file was submitted. Check the encoding type on the form."),
'missing': _("No file was submitted."),
'empty': _("The submitted file is empty."),
'max_length': _('Ensure this filename has at most %(max)d characters (it has %(length)d).'),
'contradiction': _('Please either submit a file or check the clear checkbox, not both.')
}
def __init__(self, *args, **kwargs):
self.max_length = kwargs.pop('max_length', None)
self.allow_empty_file = kwargs.pop('allow_empty_file', False)
super(FileField, self).__init__(*args, **kwargs)
def from_native(self, data):
if data in validators.EMPTY_VALUES:
return None
# UploadedFile objects should have name and size attributes.
try:
file_name = data.name
file_size = data.size
except AttributeError:
raise ValidationError(self.error_messages['invalid'])
if self.max_length is not None and len(file_name) > self.max_length:
error_values = {'max': self.max_length, 'length': len(file_name)}
raise ValidationError(self.error_messages['max_length'] % error_values)
if not file_name:
raise ValidationError(self.error_messages['invalid'])
if not self.allow_empty_file and not file_size:
raise ValidationError(self.error_messages['empty'])
return data
def to_native(self, value):
return value.name
class ImageField(FileField):
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use_files = True
form_field_class = forms.ImageField
default_error_messages = {
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'invalid_image': _("Upload a valid image. The file you uploaded was "
"either not an image or a corrupted image."),
}
def from_native(self, data):
"""
Checks that the file-upload field data contains a valid image (GIF, JPG,
PNG, possibly others -- whatever the Python Imaging Library supports).
"""
f = super(ImageField, self).from_native(data)
if f is None:
return None
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from compat import Image
assert Image is not None, 'PIL must be installed for ImageField support'
# We need to get a file object for PIL. We might have a path or we might
# have to read the data into memory.
if hasattr(data, 'temporary_file_path'):
file = data.temporary_file_path()
else:
if hasattr(data, 'read'):
file = BytesIO(data.read())
else:
file = BytesIO(data['content'])
try:
# load() could spot a truncated JPEG, but it loads the entire
# image in memory, which is a DoS vector. See #3848 and #18520.
# verify() must be called immediately after the constructor.
Image.open(file).verify()
except ImportError:
# Under PyPy, it is possible to import PIL. However, the underlying
# _imaging C module isn't available, so an ImportError will be
# raised. Catch and re-raise.
raise
except Exception: # Python Imaging Library doesn't recognize it as an image
raise ValidationError(self.error_messages['invalid_image'])
if hasattr(f, 'seek') and callable(f.seek):
f.seek(0)
return f
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class SerializerMethodField(Field):
"""
A field that gets its value by calling a method on the serializer it's attached to.
"""
def __init__(self, method_name):
self.method_name = method_name
super(SerializerMethodField, self).__init__()
def field_to_native(self, obj, field_name):
value = getattr(self.parent, self.method_name)(obj)
return self.to_native(value)