Fields¶
Field classes for various types of data.
Classes:
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A formatted aware datetime string. |
alias of |
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A boolean field. |
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A field that (de)serializes to a preset constant. |
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ISO8601-formatted date string. |
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A formatted datetime string. |
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A field that (de)serializes to the Python |
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A dict field. |
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An email field. |
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An Enum field (de)serializing enum members by symbol (name) or by value. |
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Basic field from which other fields should extend. |
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A double as an IEEE-754 double precision string. |
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A field that takes the value returned by a function. |
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A IP address field. |
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A IPInterface field. |
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A IPv4 address field. |
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A IPv4 Network Interface field. |
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A IPv6 address field. |
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A IPv6 Network Interface field. |
alias of |
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An integer field. |
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A list field, composed with another |
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An abstract class for objects with key-value pairs. |
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A field that takes the value returned by a |
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A formatted naive datetime string. |
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Allows you to nest a |
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Base class for number fields. |
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Allows you to replace nested data with one of the data's fields. |
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Field that applies no formatting. |
alias of |
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A string field. |
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A formatted time string. |
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A field that (de)serializes a |
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A tuple field, composed of a fixed number of other |
alias of |
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A UUID field. |
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An URL field. |
- class marshmallow.fields.AwareDateTime(format: str | None = None, *, default_timezone: tzinfo | None = None, **kwargs)[source]¶
A formatted aware datetime string.
- Parameters:
New in version 3.0.0rc9.
Methods:
_deserialize(value, attr, data, **kwargs)Deserialize value.
- _deserialize(value, attr, data, **kwargs) datetime[source]¶
Deserialize value. Concrete
Fieldclasses should implement this method.- Parameters:
value – The value to be deserialized.
attr – The attribute/key in
datato be deserialized.data – The raw input data passed to the
Schema.load.kwargs – Field-specific keyword arguments.
- Raises:
ValidationError – In case of formatting or validation failure.
- Returns:
The deserialized value.
Changed in version 2.0.0: Added
attranddataparameters.Changed in version 3.0.0: Added
**kwargsto signature.
- marshmallow.fields.Bool¶
alias of
BooleanMethods:_deserialize(value, attr, data, **kwargs)Deserialize value.
_serialize(value, attr, obj, **kwargs)Serializes
valueto a basic Python datatype.Attributes:
default_error_messagesDefault error messages.
falsyDefault falsy values.
truthyDefault truthy values.
- class marshmallow.fields.Boolean(*, truthy: set | None = None, falsy: set | None = None, **kwargs)[source]¶
A boolean field.
- Parameters:
truthy – Values that will (de)serialize to
True. If an empty set, any non-falsy value will deserialize toTrue. IfNone,marshmallow.fields.Boolean.truthywill be used.falsy – Values that will (de)serialize to
False. IfNone,marshmallow.fields.Boolean.falsywill be used.kwargs – The same keyword arguments that
Fieldreceives.
Methods:
_deserialize(value, attr, data, **kwargs)Deserialize value.
_serialize(value, attr, obj, **kwargs)Serializes
valueto a basic Python datatype.Attributes:
Default error messages.
Default falsy values.
Default truthy values.
- _deserialize(value, attr, data, **kwargs)[source]¶
Deserialize value. Concrete
Fieldclasses should implement this method.- Parameters:
value – The value to be deserialized.
attr – The attribute/key in
datato be deserialized.data – The raw input data passed to the
Schema.load.kwargs – Field-specific keyword arguments.
- Raises:
ValidationError – In case of formatting or validation failure.
- Returns:
The deserialized value.
Changed in version 2.0.0: Added
attranddataparameters.Changed in version 3.0.0: Added
**kwargsto signature.
- _serialize(value, attr, obj, **kwargs)[source]¶
Serializes
valueto a basic Python datatype. Noop by default. ConcreteFieldclasses should implement this method.Example:
class TitleCase(Field): def _serialize(self, value, attr, obj, **kwargs): if not value: return '' return str(value).title()
- Parameters:
value – The value to be serialized.
attr (str) – The attribute or key on the object to be serialized.
obj (object) – The object the value was pulled from.
kwargs (dict) – Field-specific keyword arguments.
- Returns:
The serialized value
- default_error_messages = {'invalid': 'Not a valid boolean.'}¶
Default error messages.
- falsy = {'0', 'F', 'FALSE', 'False', 'N', 'NO', 'No', 'OFF', 'Off', 'f', 'false', 'n', 'no', 'off', 0}¶
Default falsy values.
- truthy = {'1', 'ON', 'On', 'T', 'TRUE', 'True', 'Y', 'YES', 'Yes', 'on', 't', 'true', 'y', 'yes', 1}¶
Default truthy values.
- class marshmallow.fields.Constant(constant: Any, **kwargs)[source]¶
A field that (de)serializes to a preset constant. If you only want the constant added for serialization or deserialization, you should use
dump_only=Trueorload_only=Truerespectively.- Parameters:
constant – The constant to return for the field attribute.
New in version 2.0.0.
Methods:
_deserialize(value, *args, **kwargs)Deserialize value.
_serialize(value, *args, **kwargs)Serializes
valueto a basic Python datatype.- _deserialize(value, *args, **kwargs)[source]¶
Deserialize value. Concrete
Fieldclasses should implement this method.- Parameters:
value – The value to be deserialized.
attr – The attribute/key in
datato be deserialized.data – The raw input data passed to the
Schema.load.kwargs – Field-specific keyword arguments.
- Raises:
ValidationError – In case of formatting or validation failure.
- Returns:
The deserialized value.
Changed in version 2.0.0: Added
attranddataparameters.Changed in version 3.0.0: Added
**kwargsto signature.
- _serialize(value, *args, **kwargs)[source]¶
Serializes
valueto a basic Python datatype. Noop by default. ConcreteFieldclasses should implement this method.Example:
class TitleCase(Field): def _serialize(self, value, attr, obj, **kwargs): if not value: return '' return str(value).title()
- Parameters:
value – The value to be serialized.
attr (str) – The attribute or key on the object to be serialized.
obj (object) – The object the value was pulled from.
kwargs (dict) – Field-specific keyword arguments.
- Returns:
The serialized value
- class marshmallow.fields.Date(format: str | None = None, **kwargs)[source]¶
ISO8601-formatted date string.
- Parameters:
format – Either
"iso"(for ISO8601) or a date format string. IfNone, defaults to “iso”.kwargs – The same keyword arguments that
Fieldreceives.
Attributes:
Default error messages.
- default_error_messages = {'format': '"{input}" cannot be formatted as a date.', 'invalid': 'Not a valid date.'}¶
Default error messages.
- class marshmallow.fields.DateTime(format: str | None = None, **kwargs)[source]¶
A formatted datetime string.
Example:
'2014-12-22T03:12:58.019077+00:00'- Parameters:
format – Either
"rfc"(for RFC822),"iso"(for ISO8601),"timestamp","timestamp_ms"(for a POSIX timestamp) or a date format string. IfNone, defaults to “iso”.kwargs – The same keyword arguments that
Fieldreceives.
Changed in version 3.0.0rc9: Does not modify timezone information on (de)serialization.
Changed in version 3.19: Add timestamp as a format.
Methods:
_bind_to_schema(field_name, schema)Update field with values from its parent schema.
_deserialize(value, attr, data, **kwargs)Deserialize value.
_serialize(value, attr, obj, **kwargs)Serializes
valueto a basic Python datatype.Attributes:
Default error messages.
- _bind_to_schema(field_name, schema)[source]¶
Update field with values from its parent schema. Called by
Schema._bind_field.
- _deserialize(value, attr, data, **kwargs) datetime[source]¶
Deserialize value. Concrete
Fieldclasses should implement this method.- Parameters:
value – The value to be deserialized.
attr – The attribute/key in
datato be deserialized.data – The raw input data passed to the
Schema.load.kwargs – Field-specific keyword arguments.
- Raises:
ValidationError – In case of formatting or validation failure.
- Returns:
The deserialized value.
Changed in version 2.0.0: Added
attranddataparameters.Changed in version 3.0.0: Added
**kwargsto signature.
- _serialize(value, attr, obj, **kwargs) str | float | None[source]¶
Serializes
valueto a basic Python datatype. Noop by default. ConcreteFieldclasses should implement this method.Example:
class TitleCase(Field): def _serialize(self, value, attr, obj, **kwargs): if not value: return '' return str(value).title()
- Parameters:
value – The value to be serialized.
attr (str) – The attribute or key on the object to be serialized.
obj (object) – The object the value was pulled from.
kwargs (dict) – Field-specific keyword arguments.
- Returns:
The serialized value
- default_error_messages = {'format': '"{input}" cannot be formatted as a {obj_type}.', 'invalid': 'Not a valid {obj_type}.', 'invalid_awareness': 'Not a valid {awareness} {obj_type}.'}¶
Default error messages.
- class marshmallow.fields.Decimal(places: int | None = None, rounding: str | None = None, *, allow_nan: bool = False, as_string: bool = False, **kwargs)[source]¶
A field that (de)serializes to the Python
decimal.Decimaltype. It’s safe to use when dealing with money values, percentages, ratios or other numbers where precision is critical.Warning
This field serializes to a
decimal.Decimalobject by default. If you need to render your data as JSON, keep in mind that thejsonmodule from the standard library does not encodedecimal.Decimal. Therefore, you must use a JSON library that can handle decimals, such assimplejson, or serialize to a string by passingas_string=True.Warning
If a JSON
floatvalue is passed to this field for deserialization it will first be cast to its correspondingstringvalue before being deserialized to adecimal.Decimalobject. The default__str__implementation of the built-in Pythonfloattype may apply a destructive transformation upon its input data and therefore cannot be relied upon to preserve precision. To avoid this, you can instead pass a JSONstringto be deserialized directly.- Parameters:
places – How many decimal places to quantize the value. If
None, does not quantize the value.rounding – How to round the value during quantize, for example
decimal.ROUND_UP. IfNone, uses the rounding value from the current thread’s context.allow_nan – If
True,NaN,Infinityand-Infinityare allowed, even though they are illegal according to the JSON specification.as_string – If
True, serialize to a string instead of a Pythondecimal.Decimaltype.kwargs – The same keyword arguments that
Numberreceives.
New in version 1.2.0.
Methods:
_format_num(value)Return the number value for value, given this field's
num_type._validated(value)Format the value or raise a
ValidationErrorif an error occurs.Attributes:
Default error messages.
Classes:
alias of
Decimal- default_error_messages = {'special': 'Special numeric values (nan or infinity) are not permitted.'}¶
Default error messages.
- num_type¶
alias of
DecimalMethods:adjusted()Return the adjusted exponent of the number.
as_integer_ratio()Return a pair of integers, whose ratio is exactly equal to the original Decimal and with a positive denominator.
as_tuple()Return a tuple representation of the number.
canonical()Return the canonical encoding of the argument.
compare(other[, context])Compare self to other.
compare_signal(other[, context])Identical to compare, except that all NaNs signal.
compare_total(other[, context])Compare two operands using their abstract representation rather than their numerical value.
compare_total_mag(other[, context])Compare two operands using their abstract representation rather than their value as in compare_total(), but ignoring the sign of each operand.
conjugate()Return self.
copy_abs()Return the absolute value of the argument.
copy_negate()Return the negation of the argument.
copy_sign(other[, context])Return a copy of the first operand with the sign set to be the same as the sign of the second operand.
exp([context])Return the value of the (natural) exponential function e**x at the given number.
fma(other, third[, context])Fused multiply-add.
from_float()Class method that converts a float to a decimal number, exactly.
is_canonical()Return True if the argument is canonical and False otherwise.
is_finite()Return True if the argument is a finite number, and False if the argument is infinite or a NaN.
is_infinite()Return True if the argument is either positive or negative infinity and False otherwise.
is_nan()Return True if the argument is a (quiet or signaling) NaN and False otherwise.
is_normal([context])Return True if the argument is a normal finite non-zero number with an adjusted exponent greater than or equal to Emin.
is_qnan()Return True if the argument is a quiet NaN, and False otherwise.
is_signed()Return True if the argument has a negative sign and False otherwise.
is_snan()Return True if the argument is a signaling NaN and False otherwise.
is_subnormal([context])Return True if the argument is subnormal, and False otherwise.
is_zero()Return True if the argument is a (positive or negative) zero and False otherwise.
ln([context])Return the natural (base e) logarithm of the operand.
log10([context])Return the base ten logarithm of the operand.
logb([context])For a non-zero number, return the adjusted exponent of the operand as a Decimal instance.
logical_and(other[, context])Return the digit-wise 'and' of the two (logical) operands.
logical_invert([context])Return the digit-wise inversion of the (logical) operand.
logical_or(other[, context])Return the digit-wise 'or' of the two (logical) operands.
logical_xor(other[, context])Return the digit-wise 'exclusive or' of the two (logical) operands.
max(other[, context])Maximum of self and other.
max_mag(other[, context])Similar to the max() method, but the comparison is done using the absolute values of the operands.
min(other[, context])Minimum of self and other.
min_mag(other[, context])Similar to the min() method, but the comparison is done using the absolute values of the operands.
next_minus([context])Return the largest number representable in the given context (or in the current default context if no context is given) that is smaller than the given operand.
next_plus([context])Return the smallest number representable in the given context (or in the current default context if no context is given) that is larger than the given operand.
next_toward(other[, context])If the two operands are unequal, return the number closest to the first operand in the direction of the second operand.
normalize([context])Normalize the number by stripping the rightmost trailing zeros and converting any result equal to Decimal('0') to Decimal('0e0').
number_class([context])Return a string describing the class of the operand.
quantize(exp[, rounding, context])Return a value equal to the first operand after rounding and having the exponent of the second operand.
radix()Return Decimal(10), the radix (base) in which the Decimal class does all its arithmetic.
remainder_near(other[, context])Return the remainder from dividing self by other.
rotate(other[, context])Return the result of rotating the digits of the first operand by an amount specified by the second operand.
same_quantum(other[, context])Test whether self and other have the same exponent or whether both are NaN.
scaleb(other[, context])Return the first operand with the exponent adjusted the second.
shift(other[, context])Return the result of shifting the digits of the first operand by an amount specified by the second operand.
sqrt([context])Return the square root of the argument to full precision.
to_eng_string([context])Convert to an engineering-type string.
to_integral([rounding, context])Identical to the to_integral_value() method.
to_integral_exact([rounding, context])Round to the nearest integer, signaling Inexact or Rounded as appropriate if rounding occurs.
to_integral_value([rounding, context])Round to the nearest integer without signaling Inexact or Rounded.
- class marshmallow.fields.Dict(keys: Field | type | None = None, values: Field | type | None = None, **kwargs)[source]¶
A dict field. Supports dicts and dict-like objects. Extends Mapping with dict as the mapping_type.
Example:
numbers = fields.Dict(keys=fields.Str(), values=fields.Float())
- Parameters:
kwargs – The same keyword arguments that
Mappingreceives.
New in version 2.1.0.
Classes:
alias of
dict- mapping_type¶
alias of
dictMethods:clear()copy()fromkeys([value])Create a new dictionary with keys from iterable and values set to value.
get(key[, default])Return the value for key if key is in the dictionary, else default.
items()keys()pop(k[,d])If the key is not found, return the default if given; otherwise, raise a KeyError.
popitem()Remove and return a (key, value) pair as a 2-tuple.
setdefault(key[, default])Insert key with a value of default if key is not in the dictionary.
update([E, ]**F)If E is present and has a .keys() method, then does: for k in E: D[k] = E[k] If E is present and lacks a .keys() method, then does: for k, v in E: D[k] = v In either case, this is followed by: for k in F: D[k] = F[k]
values()
- class marshmallow.fields.Email(*args, **kwargs)[source]¶
An email field.
- Parameters:
Attributes:
Default error messages.
- default_error_messages = {'invalid': 'Not a valid email address.'}¶
Default error messages.
- class marshmallow.fields.Enum(enum: type[Enum], *, by_value: bool | Field | type = False, **kwargs)[source]¶
An Enum field (de)serializing enum members by symbol (name) or by value.
- Parameters:
If
by_valueisFalse(default), enum members are (de)serialized by symbol (name). If it isTrue, they are (de)serialized by value usingField. If it is a field instance or class, they are (de)serialized by value using this field.New in version 3.18.0.
Methods:
_deserialize(value, attr, data, **kwargs)Deserialize value.
_serialize(value, attr, obj, **kwargs)Serializes
valueto a basic Python datatype.Attributes:
Default error messages for various kinds of errors.
- _deserialize(value, attr, data, **kwargs)[source]¶
Deserialize value. Concrete
Fieldclasses should implement this method.- Parameters:
value – The value to be deserialized.
attr – The attribute/key in
datato be deserialized.data – The raw input data passed to the
Schema.load.kwargs – Field-specific keyword arguments.
- Raises:
ValidationError – In case of formatting or validation failure.
- Returns:
The deserialized value.
Changed in version 2.0.0: Added
attranddataparameters.Changed in version 3.0.0: Added
**kwargsto signature.
- _serialize(value, attr, obj, **kwargs)[source]¶
Serializes
valueto a basic Python datatype. Noop by default. ConcreteFieldclasses should implement this method.Example:
class TitleCase(Field): def _serialize(self, value, attr, obj, **kwargs): if not value: return '' return str(value).title()
- Parameters:
value – The value to be serialized.
attr (str) – The attribute or key on the object to be serialized.
obj (object) – The object the value was pulled from.
kwargs (dict) – Field-specific keyword arguments.
- Returns:
The serialized value
- default_error_messages = {'unknown': 'Must be one of: {choices}.'}¶
Default error messages for various kinds of errors. The keys in this dictionary are passed to
Field.make_error. The values are error messages passed tomarshmallow.exceptions.ValidationError.
- class marshmallow.fields.Field(*, load_default: ~typing.Any = <marshmallow.missing>, missing: ~typing.Any = <marshmallow.missing>, dump_default: ~typing.Any = <marshmallow.missing>, default: ~typing.Any = <marshmallow.missing>, data_key: str | None = None, attribute: str | None = None, validate: None | ~typing.Callable[[~typing.Any], ~typing.Any] | ~typing.Iterable[~typing.Callable[[~typing.Any], ~typing.Any]] = None, required: bool = False, allow_none: bool | None = None, load_only: bool = False, dump_only: bool = False, error_messages: dict[str, str] | None = None, metadata: ~typing.Mapping[str, ~typing.Any] | None = None, **additional_metadata)[source]¶
Basic field from which other fields should extend. It applies no formatting by default, and should only be used in cases where data does not need to be formatted before being serialized or deserialized. On error, the name of the field will be returned.
- Parameters:
dump_default – If set, this value will be used during serialization if the input value is missing. If not set, the field will be excluded from the serialized output if the input value is missing. May be a value or a callable.
load_default – Default deserialization value for the field if the field is not found in the input data. May be a value or a callable.
data_key – The name of the dict key in the external representation, i.e. the input of
loadand the output ofdump. IfNone, the key will match the name of the field.attribute – The name of the key/attribute in the internal representation, i.e. the output of
loadand the input ofdump. IfNone, the key/attribute will match the name of the field. Note: This should only be used for very specific use cases such as outputting multiple fields for a single attribute, or using keys/attributes that are invalid variable names, unsuitable for field names. In most cases, you should usedata_keyinstead.validate – Validator or collection of validators that are called during deserialization. Validator takes a field’s input value as its only parameter and returns a boolean. If it returns
False, anValidationErroris raised.required – Raise a
ValidationErrorif the field value is not supplied during deserialization.allow_none – Set this to
TrueifNoneshould be considered a valid value during validation/deserialization. Ifload_default=Noneandallow_noneis unset, will default toTrue. Otherwise, the default isFalse.load_only – If
Trueskip this field during serialization, otherwise its value will be present in the serialized data.dump_only – If
Trueskip this field during deserialization, otherwise its value will be present in the deserialized object. In the context of an HTTP API, this effectively marks the field as “read-only”.error_messages (dict) – Overrides for
Field.default_error_messages.metadata – Extra information to be stored as field metadata.
Changed in version 2.0.0: Removed
errorparameter. Useerror_messagesinstead.Changed in version 2.0.0: Added
allow_noneparameter, which makes validation/deserialization ofNoneconsistent across fields.Changed in version 2.0.0: Added
load_onlyanddump_onlyparameters, which allow field skipping during the (de)serialization process.Changed in version 2.0.0: Added
missingparameter, which indicates the value for a field if the field is not found during deserialization.Changed in version 2.0.0:
defaultvalue is only used if explicitly set. Otherwise, missing values inputs are excluded from serialized output.Changed in version 3.0.0b8: Add
data_keyparameter for the specifying the key in the input and output data. This parameter replaced bothload_fromanddump_to.Methods:
_bind_to_schema(field_name, schema)Update field with values from its parent schema.
_deserialize(value, attr, data, **kwargs)Deserialize value.
_serialize(value, attr, obj, **kwargs)Serializes
valueto a basic Python datatype._validate(value)Perform validation on
value._validate_missing(value)Validate missing values.
deserialize(value[, attr, data])Deserialize
value.fail(key, **kwargs)Helper method that raises a
ValidationErrorwith an error message fromself.error_messages.get_value(obj, attr[, accessor, default])Return the value for a given key from an object.
make_error(key, **kwargs)Helper method to make a
ValidationErrorwith an error message fromself.error_messages.serialize(attr, obj[, accessor])Pulls the value for the given key from the object, applies the field's formatting and returns the result.
Attributes:
The context dictionary for the parent
Schema.Default error messages for various kinds of errors.
- _bind_to_schema(field_name, schema)[source]¶
Update field with values from its parent schema. Called by
Schema._bind_field.
- _deserialize(value: Any, attr: str | None, data: Mapping[str, Any] | None, **kwargs)[source]¶
Deserialize value. Concrete
Fieldclasses should implement this method.- Parameters:
value – The value to be deserialized.
attr – The attribute/key in
datato be deserialized.data – The raw input data passed to the
Schema.load.kwargs – Field-specific keyword arguments.
- Raises:
ValidationError – In case of formatting or validation failure.
- Returns:
The deserialized value.
Changed in version 2.0.0: Added
attranddataparameters.Changed in version 3.0.0: Added
**kwargsto signature.
- _serialize(value: Any, attr: str | None, obj: Any, **kwargs)[source]¶
Serializes
valueto a basic Python datatype. Noop by default. ConcreteFieldclasses should implement this method.Example:
class TitleCase(Field): def _serialize(self, value, attr, obj, **kwargs): if not value: return '' return str(value).title()
- Parameters:
value – The value to be serialized.
attr (str) – The attribute or key on the object to be serialized.
obj (object) – The object the value was pulled from.
kwargs (dict) – Field-specific keyword arguments.
- Returns:
The serialized value
- _validate(value)[source]¶
Perform validation on
value. Raise aValidationErrorif validation does not succeed.
- _validate_missing(value)[source]¶
Validate missing values. Raise a
ValidationErrorifvalueshould be considered missing.
- property context¶
The context dictionary for the parent
Schema.
- default_error_messages = {'null': 'Field may not be null.', 'required': 'Missing data for required field.', 'validator_failed': 'Invalid value.'}¶
Default error messages for various kinds of errors. The keys in this dictionary are passed to
Field.make_error. The values are error messages passed tomarshmallow.exceptions.ValidationError.
- deserialize(value: Any, attr: str | None = None, data: Mapping[str, Any] | None = None, **kwargs)[source]¶
Deserialize
value.- Parameters:
value – The value to deserialize.
attr – The attribute/key in
datato deserialize.data – The raw input data passed to
Schema.load.kwargs – Field-specific keyword arguments.
- Raises:
ValidationError – If an invalid value is passed or if a required value is missing.
- fail(key: str, **kwargs)[source]¶
Helper method that raises a
ValidationErrorwith an error message fromself.error_messages.Deprecated since version 3.0.0: Use
make_errorinstead.
- get_value(obj, attr, accessor=None, default=<marshmallow.missing>)[source]¶
Return the value for a given key from an object.
- Parameters:
obj (object) – The object to get the value from.
attr (str) – The attribute/key in
objto get the value from.accessor (callable) – A callable used to retrieve the value of
attrfrom the objectobj. Defaults tomarshmallow.utils.get_value.
- make_error(key: str, **kwargs) ValidationError[source]¶
Helper method to make a
ValidationErrorwith an error message fromself.error_messages.
- serialize(attr: str, obj: Any, accessor: Callable[[Any, str, Any], Any] | None = None, **kwargs)[source]¶
Pulls the value for the given key from the object, applies the field’s formatting and returns the result.
- Parameters:
attr – The attribute/key to get from the object.
obj – The object to access the attribute/key from.
accessor – Function used to access values from
obj.kwargs – Field-specific keyword arguments.
- class marshmallow.fields.Float(*, allow_nan: bool = False, as_string: bool = False, **kwargs)[source]¶
A double as an IEEE-754 double precision string.
- Parameters:
allow_nan (bool) – If
True,NaN,Infinityand-Infinityare allowed, even though they are illegal according to the JSON specification.as_string (bool) – If
True, format the value as a string.kwargs – The same keyword arguments that
Numberreceives.
Methods:
_validated(value)Format the value or raise a
ValidationErrorif an error occurs.Attributes:
Default error messages.
Classes:
alias of
float- default_error_messages = {'special': 'Special numeric values (nan or infinity) are not permitted.'}¶
Default error messages.
- num_type¶
alias of
floatMethods:as_integer_ratio()Return integer ratio.
conjugate()Return self, the complex conjugate of any float.
fromhex()Create a floating-point number from a hexadecimal string.
hex()Return a hexadecimal representation of a floating-point number.
is_integer()Return True if the float is an integer.
Attributes:
imagthe imaginary part of a complex number
realthe real part of a complex number
- class marshmallow.fields.Function(serialize: None | Callable[[Any], Any] | Callable[[Any, dict], Any] = None, deserialize: None | Callable[[Any], Any] | Callable[[Any, dict], Any] = None, **kwargs)[source]¶
A field that takes the value returned by a function.
- Parameters:
serialize – A callable from which to retrieve the value. The function must take a single argument
objwhich is the object to be serialized. It can also optionally take acontextargument, which is a dictionary of context variables passed to the serializer. If no callable is provided then the`load_only`flag will be set to True.deserialize – A callable from which to retrieve the value. The function must take a single argument
valuewhich is the value to be deserialized. It can also optionally take acontextargument, which is a dictionary of context variables passed to the deserializer. If no callable is provided then`value`will be passed through unchanged.
Changed in version 2.3.0: Deprecated
funcparameter in favor ofserialize.Changed in version 3.0.0a1: Removed
funcparameter.Methods:
_deserialize(value, attr, data, **kwargs)Deserialize value.
_serialize(value, attr, obj, **kwargs)Serializes
valueto a basic Python datatype.- _deserialize(value, attr, data, **kwargs)[source]¶
Deserialize value. Concrete
Fieldclasses should implement this method.- Parameters:
value – The value to be deserialized.
attr – The attribute/key in
datato be deserialized.data – The raw input data passed to the
Schema.load.kwargs – Field-specific keyword arguments.
- Raises:
ValidationError – In case of formatting or validation failure.
- Returns:
The deserialized value.
Changed in version 2.0.0: Added
attranddataparameters.Changed in version 3.0.0: Added
**kwargsto signature.
- _serialize(value, attr, obj, **kwargs)[source]¶
Serializes
valueto a basic Python datatype. Noop by default. ConcreteFieldclasses should implement this method.Example:
class TitleCase(Field): def _serialize(self, value, attr, obj, **kwargs): if not value: return '' return str(value).title()
- Parameters:
value – The value to be serialized.
attr (str) – The attribute or key on the object to be serialized.
obj (object) – The object the value was pulled from.
kwargs (dict) – Field-specific keyword arguments.
- Returns:
The serialized value
- class marshmallow.fields.IP(*args, exploded=False, **kwargs)[source]¶
A IP address field.
- Parameters:
exploded (bool) – If
True, serialize ipv6 address in long form, ie. with groups consisting entirely of zeros included.
New in version 3.8.0.
Methods:
_deserialize(value, attr, data, **kwargs)Deserialize value.
_serialize(value, attr, obj, **kwargs)Serializes
valueto a basic Python datatype.Attributes:
Default error messages for various kinds of errors.
- _deserialize(value, attr, data, **kwargs) IPv4Address | IPv6Address | None[source]¶
Deserialize value. Concrete
Fieldclasses should implement this method.- Parameters:
value – The value to be deserialized.
attr – The attribute/key in
datato be deserialized.data – The raw input data passed to the
Schema.load.kwargs – Field-specific keyword arguments.
- Raises:
ValidationError – In case of formatting or validation failure.
- Returns:
The deserialized value.
Changed in version 2.0.0: Added
attranddataparameters.Changed in version 3.0.0: Added
**kwargsto signature.
- _serialize(value, attr, obj, **kwargs) str | None[source]¶
Serializes
valueto a basic Python datatype. Noop by default. ConcreteFieldclasses should implement this method.Example:
class TitleCase(Field): def _serialize(self, value, attr, obj, **kwargs): if not value: return '' return str(value).title()
- Parameters:
value – The value to be serialized.
attr (str) – The attribute or key on the object to be serialized.
obj (object) – The object the value was pulled from.
kwargs (dict) – Field-specific keyword arguments.
- Returns:
The serialized value
- default_error_messages = {'invalid_ip': 'Not a valid IP address.'}¶
Default error messages for various kinds of errors. The keys in this dictionary are passed to
Field.make_error. The values are error messages passed tomarshmallow.exceptions.ValidationError.
- class marshmallow.fields.IPInterface(*args, exploded: bool = False, **kwargs)[source]¶
A IPInterface field.
IP interface is the non-strict form of the IPNetwork type where arbitrary host addresses are always accepted.
IPAddress and mask e.g. ‘192.168.0.2/24’ or ‘192.168.0.2/255.255.255.0’
see https://python.readthedocs.io/en/latest/library/ipaddress.html#interface-objects
- Parameters:
exploded (bool) – If
True, serialize ipv6 interface in long form, ie. with groups consisting entirely of zeros included.
Methods:
_deserialize(value, attr, data, **kwargs)Deserialize value.
_serialize(value, attr, obj, **kwargs)Serializes
valueto a basic Python datatype.Attributes:
Default error messages for various kinds of errors.
- _deserialize(value, attr, data, **kwargs) None | IPv4Interface | IPv6Interface[source]¶
Deserialize value. Concrete
Fieldclasses should implement this method.- Parameters:
value – The value to be deserialized.
attr – The attribute/key in
datato be deserialized.data – The raw input data passed to the
Schema.load.kwargs – Field-specific keyword arguments.
- Raises:
ValidationError – In case of formatting or validation failure.
- Returns:
The deserialized value.
Changed in version 2.0.0: Added
attranddataparameters.Changed in version 3.0.0: Added
**kwargsto signature.
- _serialize(value, attr, obj, **kwargs) str | None[source]¶
Serializes
valueto a basic Python datatype. Noop by default. ConcreteFieldclasses should implement this method.Example:
class TitleCase(Field): def _serialize(self, value, attr, obj, **kwargs): if not value: return '' return str(value).title()
- Parameters:
value – The value to be serialized.
attr (str) – The attribute or key on the object to be serialized.
obj (object) – The object the value was pulled from.
kwargs (dict) – Field-specific keyword arguments.
- Returns:
The serialized value
- default_error_messages = {'invalid_ip_interface': 'Not a valid IP interface.'}¶
Default error messages for various kinds of errors. The keys in this dictionary are passed to
Field.make_error. The values are error messages passed tomarshmallow.exceptions.ValidationError.
- class marshmallow.fields.IPv4(*args, exploded=False, **kwargs)[source]¶
A IPv4 address field.
New in version 3.8.0.
Classes:
alias of
IPv4AddressAttributes:
Default error messages for various kinds of errors.
- DESERIALIZATION_CLASS¶
alias of
IPv4AddressAttributes:is_link_localTest if the address is reserved for link-local.
is_loopbackTest if the address is a loopback address.
is_multicastTest if the address is reserved for multicast use.
is_privateTest if this address is allocated for private networks.
is_reservedTest if the address is otherwise IETF reserved.
is_unspecifiedTest if the address is unspecified.
packedThe binary representation of this address.
- default_error_messages = {'invalid_ip': 'Not a valid IPv4 address.'}¶
Default error messages for various kinds of errors. The keys in this dictionary are passed to
Field.make_error. The values are error messages passed tomarshmallow.exceptions.ValidationError.
- class marshmallow.fields.IPv4Interface(*args, exploded: bool = False, **kwargs)[source]¶
A IPv4 Network Interface field.
Classes:
alias of
IPv4InterfaceAttributes:
Default error messages for various kinds of errors.
- DESERIALIZATION_CLASS¶
alias of
IPv4Interface
- default_error_messages = {'invalid_ip_interface': 'Not a valid IPv4 interface.'}¶
Default error messages for various kinds of errors. The keys in this dictionary are passed to
Field.make_error. The values are error messages passed tomarshmallow.exceptions.ValidationError.
- class marshmallow.fields.IPv6(*args, exploded=False, **kwargs)[source]¶
A IPv6 address field.
New in version 3.8.0.
Classes:
alias of
IPv6AddressAttributes:
Default error messages for various kinds of errors.
- DESERIALIZATION_CLASS¶
alias of
IPv6AddressAttributes:ipv4_mappedReturn the IPv4 mapped address.
is_globalTest if this address is allocated for public networks.
is_link_localTest if the address is reserved for link-local.
is_loopbackTest if the address is a loopback address.
is_multicastTest if the address is reserved for multicast use.
is_privateTest if this address is allocated for private networks.
is_reservedTest if the address is otherwise IETF reserved.
is_site_localTest if the address is reserved for site-local.
is_unspecifiedTest if the address is unspecified.
packedThe binary representation of this address.
scope_idIdentifier of a particular zone of the address's scope.
sixtofourReturn the IPv4 6to4 embedded address.
teredoTuple of embedded teredo IPs.
- default_error_messages = {'invalid_ip': 'Not a valid IPv6 address.'}¶
Default error messages for various kinds of errors. The keys in this dictionary are passed to
Field.make_error. The values are error messages passed tomarshmallow.exceptions.ValidationError.
- class marshmallow.fields.IPv6Interface(*args, exploded: bool = False, **kwargs)[source]¶
A IPv6 Network Interface field.
Classes:
alias of
IPv6InterfaceAttributes:
Default error messages for various kinds of errors.
- DESERIALIZATION_CLASS¶
alias of
IPv6InterfaceAttributes:is_loopbackTest if the address is a loopback address.
is_unspecifiedTest if the address is unspecified.
- default_error_messages = {'invalid_ip_interface': 'Not a valid IPv6 interface.'}¶
Default error messages for various kinds of errors. The keys in this dictionary are passed to
Field.make_error. The values are error messages passed tomarshmallow.exceptions.ValidationError.
- marshmallow.fields.Int¶
alias of
IntegerMethods:_validated(value)Format the value or raise a
ValidationErrorif an error occurs.Attributes:
default_error_messagesDefault error messages.
Classes:
num_typealias of
int
- class marshmallow.fields.Integer(*, strict: bool = False, **kwargs)[source]¶
An integer field.
- Parameters:
strict – If
True, only integer types are valid. Otherwise, any value castable tointis valid.kwargs – The same keyword arguments that
Numberreceives.
Methods:
_validated(value)Format the value or raise a
ValidationErrorif an error occurs.Attributes:
Default error messages.
Classes:
alias of
int- default_error_messages = {'invalid': 'Not a valid integer.'}¶
Default error messages.
- num_type¶
alias of
intMethods:as_integer_ratio()Return integer ratio.
bit_count()Number of ones in the binary representation of the absolute value of self.
bit_length()Number of bits necessary to represent self in binary.
conjugateReturns self, the complex conjugate of any int.
from_bytes([byteorder, signed])Return the integer represented by the given array of bytes.
to_bytes([length, byteorder, signed])Return an array of bytes representing an integer.
Attributes:
denominatorthe denominator of a rational number in lowest terms
imagthe imaginary part of a complex number
numeratorthe numerator of a rational number in lowest terms
realthe real part of a complex number
- class marshmallow.fields.List(cls_or_instance: Field | type, **kwargs)[source]¶
A list field, composed with another
Fieldclass or instance.Example:
numbers = fields.List(fields.Float())
- Parameters:
cls_or_instance – A field class or instance.
kwargs – The same keyword arguments that
Fieldreceives.
Changed in version 2.0.0: The
allow_noneparameter now applies to deserialization and has the same semantics as the other fields.Changed in version 3.0.0rc9: Does not serialize scalar values to single-item lists.
Methods:
_bind_to_schema(field_name, schema)Update field with values from its parent schema.
_deserialize(value, attr, data, **kwargs)Deserialize value.
_serialize(value, attr, obj, **kwargs)Serializes
valueto a basic Python datatype.Attributes:
Default error messages.
- _bind_to_schema(field_name, schema)[source]¶
Update field with values from its parent schema. Called by
Schema._bind_field.
- _deserialize(value, attr, data, **kwargs) list[Any][source]¶
Deserialize value. Concrete
Fieldclasses should implement this method.- Parameters:
value – The value to be deserialized.
attr – The attribute/key in
datato be deserialized.data – The raw input data passed to the
Schema.load.kwargs – Field-specific keyword arguments.
- Raises:
ValidationError – In case of formatting or validation failure.
- Returns:
The deserialized value.
Changed in version 2.0.0: Added
attranddataparameters.Changed in version 3.0.0: Added
**kwargsto signature.
- _serialize(value, attr, obj, **kwargs) list[Any] | None[source]¶
Serializes
valueto a basic Python datatype. Noop by default. ConcreteFieldclasses should implement this method.Example:
class TitleCase(Field): def _serialize(self, value, attr, obj, **kwargs): if not value: return '' return str(value).title()
- Parameters:
value – The value to be serialized.
attr (str) – The attribute or key on the object to be serialized.
obj (object) – The object the value was pulled from.
kwargs (dict) – Field-specific keyword arguments.
- Returns:
The serialized value
- default_error_messages = {'invalid': 'Not a valid list.'}¶
Default error messages.
- class marshmallow.fields.Mapping(keys: Field | type | None = None, values: Field | type | None = None, **kwargs)[source]¶
An abstract class for objects with key-value pairs.
- Parameters:
keys – A field class or instance for dict keys.
values – A field class or instance for dict values.
kwargs – The same keyword arguments that
Fieldreceives.
Note
When the structure of nested data is not known, you may omit the
keysandvaluesarguments to prevent content validation.New in version 3.0.0rc4.
Methods:
_bind_to_schema(field_name, schema)Update field with values from its parent schema.
_deserialize(value, attr, data, **kwargs)Deserialize value.
_serialize(value, attr, obj, **kwargs)Serializes
valueto a basic Python datatype.Attributes:
Default error messages.
Classes:
alias of
dict- _bind_to_schema(field_name, schema)[source]¶
Update field with values from its parent schema. Called by
Schema._bind_field.
- _deserialize(value, attr, data, **kwargs)[source]¶
Deserialize value. Concrete
Fieldclasses should implement this method.- Parameters:
value – The value to be deserialized.
attr – The attribute/key in
datato be deserialized.data – The raw input data passed to the
Schema.load.kwargs – Field-specific keyword arguments.
- Raises:
ValidationError – In case of formatting or validation failure.
- Returns:
The deserialized value.
Changed in version 2.0.0: Added
attranddataparameters.Changed in version 3.0.0: Added
**kwargsto signature.
- _serialize(value, attr, obj, **kwargs)[source]¶
Serializes
valueto a basic Python datatype. Noop by default. ConcreteFieldclasses should implement this method.Example:
class TitleCase(Field): def _serialize(self, value, attr, obj, **kwargs): if not value: return '' return str(value).title()
- Parameters:
value – The value to be serialized.
attr (str) – The attribute or key on the object to be serialized.
obj (object) – The object the value was pulled from.
kwargs (dict) – Field-specific keyword arguments.
- Returns:
The serialized value
- default_error_messages = {'invalid': 'Not a valid mapping type.'}¶
Default error messages.
- mapping_type¶
alias of
dictMethods:clear()copy()fromkeys([value])Create a new dictionary with keys from iterable and values set to value.
get(key[, default])Return the value for key if key is in the dictionary, else default.
items()keys()pop(k[,d])If the key is not found, return the default if given; otherwise, raise a KeyError.
popitem()Remove and return a (key, value) pair as a 2-tuple.
setdefault(key[, default])Insert key with a value of default if key is not in the dictionary.
update([E, ]**F)If E is present and has a .keys() method, then does: for k in E: D[k] = E[k] If E is present and lacks a .keys() method, then does: for k, v in E: D[k] = v In either case, this is followed by: for k in F: D[k] = F[k]
values()
- class marshmallow.fields.Method(serialize: str | None = None, deserialize: str | None = None, **kwargs)[source]¶
A field that takes the value returned by a
Schemamethod.- Parameters:
serialize (str) – The name of the Schema method from which to retrieve the value. The method must take an argument
obj(in addition to self) that is the object to be serialized.deserialize (str) – Optional name of the Schema method for deserializing a value The method must take a single argument
value, which is the value to deserialize.
Changed in version 2.0.0: Removed optional
contextparameter on methods. Useself.contextinstead.Changed in version 2.3.0: Deprecated
method_nameparameter in favor ofserializeand allowserializeto not be passed at all.Changed in version 3.0.0: Removed
method_nameparameter.Methods:
_bind_to_schema(field_name, schema)Update field with values from its parent schema.
_deserialize(value, attr, data, **kwargs)Deserialize value.
_serialize(value, attr, obj, **kwargs)Serializes
valueto a basic Python datatype.- _bind_to_schema(field_name, schema)[source]¶
Update field with values from its parent schema. Called by
Schema._bind_field.
- _deserialize(value, attr, data, **kwargs)[source]¶
Deserialize value. Concrete
Fieldclasses should implement this method.- Parameters:
value – The value to be deserialized.
attr – The attribute/key in
datato be deserialized.data – The raw input data passed to the
Schema.load.kwargs – Field-specific keyword arguments.
- Raises:
ValidationError – In case of formatting or validation failure.
- Returns:
The deserialized value.
Changed in version 2.0.0: Added
attranddataparameters.Changed in version 3.0.0: Added
**kwargsto signature.
- _serialize(value, attr, obj, **kwargs)[source]¶
Serializes
valueto a basic Python datatype. Noop by default. ConcreteFieldclasses should implement this method.Example:
class TitleCase(Field): def _serialize(self, value, attr, obj, **kwargs): if not value: return '' return str(value).title()
- Parameters:
value – The value to be serialized.
attr (str) – The attribute or key on the object to be serialized.
obj (object) – The object the value was pulled from.
kwargs (dict) – Field-specific keyword arguments.
- Returns:
The serialized value
- class marshmallow.fields.NaiveDateTime(format: str | None = None, *, timezone: timezone | None = None, **kwargs)[source]¶
A formatted naive datetime string.
- Parameters:
New in version 3.0.0rc9.
Methods:
_deserialize(value, attr, data, **kwargs)Deserialize value.
- _deserialize(value, attr, data, **kwargs) datetime[source]¶
Deserialize value. Concrete
Fieldclasses should implement this method.- Parameters:
value – The value to be deserialized.
attr – The attribute/key in
datato be deserialized.data – The raw input data passed to the
Schema.load.kwargs – Field-specific keyword arguments.
- Raises:
ValidationError – In case of formatting or validation failure.
- Returns:
The deserialized value.
Changed in version 2.0.0: Added
attranddataparameters.Changed in version 3.0.0: Added
**kwargsto signature.
- class marshmallow.fields.Nested(nested: ~marshmallow.base.SchemaABC | type | str | dict[str, ~marshmallow.fields.Field | type] | ~typing.Callable[[], ~marshmallow.base.SchemaABC | type | dict[str, ~marshmallow.fields.Field | type]], *, dump_default: ~typing.Any = <marshmallow.missing>, default: ~typing.Any = <marshmallow.missing>, only: ~typing.Sequence[str] | ~typing.AbstractSet[str] | None = None, exclude: ~typing.Sequence[str] | ~typing.AbstractSet[str] = (), many: bool = False, unknown: str | None = None, **kwargs)[source]¶
Allows you to nest a
Schemainside a field.Examples:
class ChildSchema(Schema): id = fields.Str() name = fields.Str() # Use lambda functions when you need two-way nesting or self-nesting parent = fields.Nested(lambda: ParentSchema(only=("id",)), dump_only=True) siblings = fields.List(fields.Nested(lambda: ChildSchema(only=("id", "name")))) class ParentSchema(Schema): id = fields.Str() children = fields.List( fields.Nested(ChildSchema(only=("id", "parent", "siblings"))) ) spouse = fields.Nested(lambda: ParentSchema(only=("id",)))
When passing a
Schemainstance as the first argument, the instance’sexclude,only, andmanyattributes will be respected.Therefore, when passing the
exclude,only, ormanyarguments tofields.Nested, you should pass aSchemaclass (not an instance) as the first argument.# Yes author = fields.Nested(UserSchema, only=('id', 'name')) # No author = fields.Nested(UserSchema(), only=('id', 'name'))
- Parameters:
nested –
Schemainstance, class, class name (string), dictionary, or callable that returns aSchemaor dictionary. Dictionaries are converted withSchema.from_dict.exclude – A list or tuple of fields to exclude.
only – A list or tuple of fields to marshal. If
None, all fields are marshalled. This parameter takes precedence overexclude.many – Whether the field is a collection of objects.
unknown – Whether to exclude, include, or raise an error for unknown fields in the data. Use
EXCLUDE,INCLUDEorRAISE.kwargs – The same keyword arguments that
Fieldreceives.
Methods:
_deserialize(value, attr, data[, partial])Same as
Field._deserialize()with additionalpartialargument._serialize(nested_obj, attr, obj, **kwargs)Serializes
valueto a basic Python datatype.Attributes:
Default error messages.
The nested Schema object.
- _deserialize(value, attr, data, partial=None, **kwargs)[source]¶
Same as
Field._deserialize()with additionalpartialargument.- Parameters:
partial (bool|tuple) – For nested schemas, the
partialparameter passed toSchema.load.
Changed in version 3.0.0: Add
partialparameter.
- _serialize(nested_obj, attr, obj, **kwargs)[source]¶
Serializes
valueto a basic Python datatype. Noop by default. ConcreteFieldclasses should implement this method.Example:
class TitleCase(Field): def _serialize(self, value, attr, obj, **kwargs): if not value: return '' return str(value).title()
- Parameters:
value – The value to be serialized.
attr (str) – The attribute or key on the object to be serialized.
obj (object) – The object the value was pulled from.
kwargs (dict) – Field-specific keyword arguments.
- Returns:
The serialized value
- default_error_messages = {'type': 'Invalid type.'}¶
Default error messages.
- class marshmallow.fields.Number(*, as_string: bool = False, **kwargs)[source]¶
Base class for number fields.
- Parameters:
as_string (bool) – If
True, format the serialized value as a string.kwargs – The same keyword arguments that
Fieldreceives.
Methods:
_deserialize(value, attr, data, **kwargs)Deserialize value.
_format_num(value)Return the number value for value, given this field's
num_type._serialize(value, attr, obj, **kwargs)Return a string if
self.as_string=True, otherwise return this field'snum_type._validated(value)Format the value or raise a
ValidationErrorif an error occurs.Attributes:
Default error messages.
Classes:
alias of
float- _deserialize(value, attr, data, **kwargs) _T | None[source]¶
Deserialize value. Concrete
Fieldclasses should implement this method.- Parameters:
value – The value to be deserialized.
attr – The attribute/key in
datato be deserialized.data – The raw input data passed to the
Schema.load.kwargs – Field-specific keyword arguments.
- Raises:
ValidationError – In case of formatting or validation failure.
- Returns:
The deserialized value.
Changed in version 2.0.0: Added
attranddataparameters.Changed in version 3.0.0: Added
**kwargsto signature.
- _serialize(value, attr, obj, **kwargs) str | _T | None[source]¶
Return a string if
self.as_string=True, otherwise return this field’snum_type.
- _validated(value) _T | None[source]¶
Format the value or raise a
ValidationErrorif an error occurs.
- default_error_messages = {'invalid': 'Not a valid number.', 'too_large': 'Number too large.'}¶
Default error messages.
- num_type¶
alias of
floatMethods:as_integer_ratio()Return integer ratio.
conjugate()Return self, the complex conjugate of any float.
fromhex()Create a floating-point number from a hexadecimal string.
hex()Return a hexadecimal representation of a floating-point number.
is_integer()Return True if the float is an integer.
Attributes:
imagthe imaginary part of a complex number
realthe real part of a complex number
- class marshmallow.fields.Pluck(nested: SchemaABC | type | str | Callable[[], SchemaABC], field_name: str, **kwargs)[source]¶
Allows you to replace nested data with one of the data’s fields.
Example:
from marshmallow import Schema, fields class ArtistSchema(Schema): id = fields.Int() name = fields.Str() class AlbumSchema(Schema): artist = fields.Pluck(ArtistSchema, 'id') in_data = {'artist': 42} loaded = AlbumSchema().load(in_data) # => {'artist': {'id': 42}} dumped = AlbumSchema().dump(loaded) # => {'artist': 42}
- Parameters:
Methods:
_deserialize(value, attr, data[, partial])Same as
Field._deserialize()with additionalpartialargument._serialize(nested_obj, attr, obj, **kwargs)Serializes
valueto a basic Python datatype.- _deserialize(value, attr, data, partial=None, **kwargs)[source]¶
Same as
Field._deserialize()with additionalpartialargument.- Parameters:
partial (bool|tuple) – For nested schemas, the
partialparameter passed toSchema.load.
Changed in version 3.0.0: Add
partialparameter.
- _serialize(nested_obj, attr, obj, **kwargs)[source]¶
Serializes
valueto a basic Python datatype. Noop by default. ConcreteFieldclasses should implement this method.Example:
class TitleCase(Field): def _serialize(self, value, attr, obj, **kwargs): if not value: return '' return str(value).title()
- Parameters:
value – The value to be serialized.
attr (str) – The attribute or key on the object to be serialized.
obj (object) – The object the value was pulled from.
kwargs (dict) – Field-specific keyword arguments.
- Returns:
The serialized value
- class marshmallow.fields.Raw(*, load_default: ~typing.Any = <marshmallow.missing>, missing: ~typing.Any = <marshmallow.missing>, dump_default: ~typing.Any = <marshmallow.missing>, default: ~typing.Any = <marshmallow.missing>, data_key: str | None = None, attribute: str | None = None, validate: None | ~typing.Callable[[~typing.Any], ~typing.Any] | ~typing.Iterable[~typing.Callable[[~typing.Any], ~typing.Any]] = None, required: bool = False, allow_none: bool | None = None, load_only: bool = False, dump_only: bool = False, error_messages: dict[str, str] | None = None, metadata: ~typing.Mapping[str, ~typing.Any] | None = None, **additional_metadata)[source]¶
Field that applies no formatting.
- marshmallow.fields.Str¶
alias of
StringMethods:_deserialize(value, attr, data, **kwargs)Deserialize value.
_serialize(value, attr, obj, **kwargs)Serializes
valueto a basic Python datatype.Attributes:
default_error_messagesDefault error messages.
- class marshmallow.fields.String(*, load_default: ~typing.Any = <marshmallow.missing>, missing: ~typing.Any = <marshmallow.missing>, dump_default: ~typing.Any = <marshmallow.missing>, default: ~typing.Any = <marshmallow.missing>, data_key: str | None = None, attribute: str | None = None, validate: None | ~typing.Callable[[~typing.Any], ~typing.Any] | ~typing.Iterable[~typing.Callable[[~typing.Any], ~typing.Any]] = None, required: bool = False, allow_none: bool | None = None, load_only: bool = False, dump_only: bool = False, error_messages: dict[str, str] | None = None, metadata: ~typing.Mapping[str, ~typing.Any] | None = None, **additional_metadata)[source]¶
A string field.
- Parameters:
kwargs – The same keyword arguments that
Fieldreceives.
Methods:
_deserialize(value, attr, data, **kwargs)Deserialize value.
_serialize(value, attr, obj, **kwargs)Serializes
valueto a basic Python datatype.Attributes:
Default error messages.
- _deserialize(value, attr, data, **kwargs) Any[source]¶
Deserialize value. Concrete
Fieldclasses should implement this method.- Parameters:
value – The value to be deserialized.
attr – The attribute/key in
datato be deserialized.data – The raw input data passed to the
Schema.load.kwargs – Field-specific keyword arguments.
- Raises:
ValidationError – In case of formatting or validation failure.
- Returns:
The deserialized value.
Changed in version 2.0.0: Added
attranddataparameters.Changed in version 3.0.0: Added
**kwargsto signature.
- _serialize(value, attr, obj, **kwargs) str | None[source]¶
Serializes
valueto a basic Python datatype. Noop by default. ConcreteFieldclasses should implement this method.Example:
class TitleCase(Field): def _serialize(self, value, attr, obj, **kwargs): if not value: return '' return str(value).title()
- Parameters:
value – The value to be serialized.
attr (str) – The attribute or key on the object to be serialized.
obj (object) – The object the value was pulled from.
kwargs (dict) – Field-specific keyword arguments.
- Returns:
The serialized value
- default_error_messages = {'invalid': 'Not a valid string.', 'invalid_utf8': 'Not a valid utf-8 string.'}¶
Default error messages.
- class marshmallow.fields.Time(format: str | None = None, **kwargs)[source]¶
A formatted time string.
Example:
'03:12:58.019077'- Parameters:
format – Either
"iso"(for ISO8601) or a date format string. IfNone, defaults to “iso”.kwargs – The same keyword arguments that
Fieldreceives.
- class marshmallow.fields.TimeDelta(precision: str = 'seconds', serialization_type: type[int | float] = <class 'int'>, **kwargs)[source]¶
A field that (de)serializes a
datetime.timedeltaobject to an integer or float and vice versa. The integer or float can represent the number of days, seconds or microseconds.- Parameters:
precision – Influences how the integer or float is interpreted during (de)serialization. Must be ‘days’, ‘seconds’, ‘microseconds’, ‘milliseconds’, ‘minutes’, ‘hours’ or ‘weeks’.
serialization_type – Whether to (de)serialize to a
intorfloat.kwargs – The same keyword arguments that
Fieldreceives.
Integer Caveats¶
Any fractional parts (which depends on the precision used) will be truncated when serializing using
int.Float Caveats¶
Use of
floatwhen (de)serializing may result in data precision loss due to the way machines handle floating point values.Regardless of the precision chosen, the fractional part when using
floatwill always be truncated to microseconds. For example,1.12345interpreted as microseconds will result intimedelta(microseconds=1).Changed in version 2.0.0: Always serializes to an integer value to avoid rounding errors. Add
precisionparameter.Changed in version 3.17.0: Allow (de)serialization to
floatthrough use of a newserialization_typeparameter.intis the default to retain previous behaviour.Methods:
_deserialize(value, attr, data, **kwargs)Deserialize value.
_serialize(value, attr, obj, **kwargs)Serializes
valueto a basic Python datatype.Attributes:
Default error messages.
- _deserialize(value, attr, data, **kwargs)[source]¶
Deserialize value. Concrete
Fieldclasses should implement this method.- Parameters:
value – The value to be deserialized.
attr – The attribute/key in
datato be deserialized.data – The raw input data passed to the
Schema.load.kwargs – Field-specific keyword arguments.
- Raises:
ValidationError – In case of formatting or validation failure.
- Returns:
The deserialized value.
Changed in version 2.0.0: Added
attranddataparameters.Changed in version 3.0.0: Added
**kwargsto signature.
- _serialize(value, attr, obj, **kwargs)[source]¶
Serializes
valueto a basic Python datatype. Noop by default. ConcreteFieldclasses should implement this method.Example:
class TitleCase(Field): def _serialize(self, value, attr, obj, **kwargs): if not value: return '' return str(value).title()
- Parameters:
value – The value to be serialized.
attr (str) – The attribute or key on the object to be serialized.
obj (object) – The object the value was pulled from.
kwargs (dict) – Field-specific keyword arguments.
- Returns:
The serialized value
- default_error_messages = {'format': '{input!r} cannot be formatted as a timedelta.', 'invalid': 'Not a valid period of time.'}¶
Default error messages.
- class marshmallow.fields.Tuple(tuple_fields, *args, **kwargs)[source]¶
A tuple field, composed of a fixed number of other
Fieldclasses or instancesExample:
row = Tuple((fields.String(), fields.Integer(), fields.Float()))
Note
Because of the structured nature of
collections.namedtupleandtyping.NamedTuple, using a Schema within a Nested field for them is more appropriate than using aTuplefield.- Parameters:
New in version 3.0.0rc4.
Methods:
_bind_to_schema(field_name, schema)Update field with values from its parent schema.
_deserialize(value, attr, data, **kwargs)Deserialize value.
_serialize(value, attr, obj, **kwargs)Serializes
valueto a basic Python datatype.Attributes:
Default error messages.
- _bind_to_schema(field_name, schema)[source]¶
Update field with values from its parent schema. Called by
Schema._bind_field.
- _deserialize(value, attr, data, **kwargs) tuple[source]¶
Deserialize value. Concrete
Fieldclasses should implement this method.- Parameters:
value – The value to be deserialized.
attr – The attribute/key in
datato be deserialized.data – The raw input data passed to the
Schema.load.kwargs – Field-specific keyword arguments.
- Raises:
ValidationError – In case of formatting or validation failure.
- Returns:
The deserialized value.
Changed in version 2.0.0: Added
attranddataparameters.Changed in version 3.0.0: Added
**kwargsto signature.
- _serialize(value, attr, obj, **kwargs) tuple | None[source]¶
Serializes
valueto a basic Python datatype. Noop by default. ConcreteFieldclasses should implement this method.Example:
class TitleCase(Field): def _serialize(self, value, attr, obj, **kwargs): if not value: return '' return str(value).title()
- Parameters:
value – The value to be serialized.
attr (str) – The attribute or key on the object to be serialized.
obj (object) – The object the value was pulled from.
kwargs (dict) – Field-specific keyword arguments.
- Returns:
The serialized value
- default_error_messages = {'invalid': 'Not a valid tuple.'}¶
Default error messages.
- class marshmallow.fields.UUID(*, load_default: ~typing.Any = <marshmallow.missing>, missing: ~typing.Any = <marshmallow.missing>, dump_default: ~typing.Any = <marshmallow.missing>, default: ~typing.Any = <marshmallow.missing>, data_key: str | None = None, attribute: str | None = None, validate: None | ~typing.Callable[[~typing.Any], ~typing.Any] | ~typing.Iterable[~typing.Callable[[~typing.Any], ~typing.Any]] = None, required: bool = False, allow_none: bool | None = None, load_only: bool = False, dump_only: bool = False, error_messages: dict[str, str] | None = None, metadata: ~typing.Mapping[str, ~typing.Any] | None = None, **additional_metadata)[source]¶
A UUID field.
Methods:
_deserialize(value, attr, data, **kwargs)Deserialize value.
_validated(value)Format the value or raise a
ValidationErrorif an error occurs.Attributes:
Default error messages.
- _deserialize(value, attr, data, **kwargs) UUID | None[source]¶
Deserialize value. Concrete
Fieldclasses should implement this method.- Parameters:
value – The value to be deserialized.
attr – The attribute/key in
datato be deserialized.data – The raw input data passed to the
Schema.load.kwargs – Field-specific keyword arguments.
- Raises:
ValidationError – In case of formatting or validation failure.
- Returns:
The deserialized value.
Changed in version 2.0.0: Added
attranddataparameters.Changed in version 3.0.0: Added
**kwargsto signature.
- _validated(value) UUID | None[source]¶
Format the value or raise a
ValidationErrorif an error occurs.
- default_error_messages = {'invalid_uuid': 'Not a valid UUID.'}¶
Default error messages.
- class marshmallow.fields.Url(*, relative: bool = False, absolute: bool = True, schemes: Sequence[str] | AbstractSet[str] | None = None, require_tld: bool = True, **kwargs)[source]¶
An URL field.
- Parameters:
default – Default value for the field if the attribute is not set.
relative – Whether to allow relative URLs.
require_tld – Whether to reject non-FQDN hostnames.
schemes – Valid schemes. By default,
http,https,ftp, andftpsare allowed.kwargs – The same keyword arguments that
Stringreceives.
Attributes:
Default error messages.
- default_error_messages = {'invalid': 'Not a valid URL.'}¶
Default error messages.