marshmallow-recipe

Library for convenient serialization/deserialization of Python dataclasses using marshmallow.

Originally developed as an abstraction layer over marshmallow to facilitate migration from v2 to v3 for codebases with extensive dataclass usage, this library has evolved into a powerful tool offering a more concise approach to serialization. It can be seamlessly integrated into any codebase, providing the following benefits:

Automatic schema generation: Marshmallow schemas are generated and cached automatically, while still being accessible when needed
High-performance Rust backend (mr.nuked) for accelerated serialization/deserialization
JSON Schema Draft 2020-12 generation via mr.json_schema()
Comprehensive Generics support with full nesting and inheritance capabilities
Nested cyclic references support
Flexible field configuration through dataclass.field(meta) or Annotated[T, meta]
Customizable case formatting support, including built-in camelCase and CamelCase, via dataclass decorators
Configurable None value handling through dataclass decorators
PATCH operation support via mr.MISSING value
Pre-load hooks via @mr.pre_load decorator

Supported Types

Simple types: str, bool, int, float, decimal.Decimal, datetime.datetime, datetime.date, datetime.time, uuid.UUID, bytes, enum.StrEnum, enum.IntEnum, typing.Any

Collections: list[T], set[T], frozenset[T], tuple[T, ...], dict[K, V], Sequence[T], Set[T], Mapping[K, V]

Advanced: T | None, Optional[T], Generic[T], Annotated[T, ...], NewType('Name', T), Literal["a", "b"], TypeAliasType (PEP 695)

Features: Nested dataclasses, cyclic references, generics with full inheritance

Examples

Base scenario

import dataclasses
import datetime
import uuid

import marshmallow_recipe as mr

@dataclasses.dataclass(frozen=True)
class Entity:
    id: uuid.UUID
    created_at: datetime.datetime
    comment: str | None

entity = Entity(
    id=uuid.uuid4(),
    created_at=datetime.datetime.now(tz=datetime.UTC),
    comment=None,
 )

# dumps the dataclass instance to a dict
serialized = mr.dump(entity) 

# deserializes a dict to the dataclass instance
loaded = mr.load(Entity, serialized)

assert loaded == entity

# provides a generated marshmallow schema for the dataclass
marshmallow_schema = mr.schema(Entity)

Configuration

import dataclasses
import datetime
import decimal

import marshmallow_recipe as mr

from typing import Annotated


@dataclasses.dataclass(frozen=True)
class ConfiguredFields:
    with_custom_name: str = dataclasses.field(metadata=mr.meta(name="alias"))
    strip_whitespaces: str = dataclasses.field(metadata=mr.str_meta(strip_whitespaces=True))
    with_post_load: str = dataclasses.field(metadata=mr.str_meta(post_load=lambda x: x.replace("-", "")))
    with_validation: decimal.Decimal = dataclasses.field(metadata=mr.meta(validate=lambda x: x != 0))
    decimal_two_places_by_default: decimal.Decimal  # Note: 2 decimal places by default
    decimal_any_places: decimal.Decimal = dataclasses.field(metadata=mr.decimal_metadata(places=None))
    decimal_three_places: decimal.Decimal = dataclasses.field(metadata=mr.decimal_metadata(places=3))
    decimal_with_rounding: decimal.Decimal = dataclasses.field(metadata=mr.decimal_metadata(places=2, rounding=decimal.ROUND_UP))
    nullable_with_custom_format: datetime.date | None = dataclasses.field(metadata=mr.datetime_meta(format="%Y%m%d"), default=None)
    with_default_factory: str = dataclasses.field(default_factory=lambda: "42")


@dataclasses.dataclass(frozen=True)
class AnnotatedFields:
    with_post_load: Annotated[str, mr.str_meta(post_load=lambda x: x.replace("-", ""))]
    decimal_three_places: Annotated[decimal.Decimal, mr.decimal_metadata(places=3)]


@dataclasses.dataclass(frozen=True)
class AnnotatedListItem:
    nullable_value: list[Annotated[str, mr.str_meta(strip_whitespaces=True)]] | None
    value_with_nullable_item: list[Annotated[str | None, mr.str_meta(strip_whitespaces=True)]]


@dataclasses.dataclass(frozen=True)
@mr.options(none_value_handling=mr.NoneValueHandling.INCLUDE)
class NoneValueFieldIncluded:
    nullable_value: str | None

    
@dataclasses.dataclass(frozen=True)
@mr.options(none_value_handling=mr.NoneValueHandling.IGNORE)
class NoneValueFieldExcluded:
    nullable_value: str | None

    
@dataclasses.dataclass(frozen=True)
@mr.options(naming_case=mr.CAPITAL_CAMEL_CASE)
class UpperCamelCaseExcluded:
    naming_case_applied: str  # serialized to `NamingCaseApplied`
    naming_case_ignored: str = dataclasses.field(metadata=mr.meta(name="alias"))  # serialized to `alias`

    
@dataclasses.dataclass(frozen=True)
@mr.options(naming_case=mr.CAMEL_CASE)
class LowerCamelCaseExcluded:
    naming_case_applied: str  # serialized to `namingCaseApplied`


@dataclasses.dataclass(frozen=True, slots=True, kw_only=True)
class DataClass:
    str_field: str

data = dict(StrField="foobar")
loaded = mr.load(DataClass, data, naming_case=mr.CAPITAL_CAMEL_CASE)
dumped = mr.dump(loaded, naming_case=mr.CAPITAL_CAMEL_CASE)

Update API

import decimal
import dataclasses

import marshmallow_recipe as mr

@dataclasses.dataclass(frozen=True)
@mr.options(none_value_handling=mr.NoneValueHandling.INCLUDE)
class CompanyUpdateData:
    name: str = mr.MISSING
    annual_turnover: decimal.Decimal | None = mr.MISSING

company_update_data = CompanyUpdateData(name="updated name")
dumped = mr.dump(company_update_data)
assert dumped == {"name": "updated name"}  # Note: no "annual_turnover" here

loaded = mr.load(CompanyUpdateData, {"name": "updated name"})
assert loaded.name == "updated name"
assert loaded.annual_turnover is mr.MISSING

loaded = mr.load(CompanyUpdateData, {"annual_turnover": None})
assert loaded.name is mr.MISSING
assert loaded.annual_turnover is None

Generics

Everything works automatically, except for one case. Dump operation of a generic dataclass with frozen=True or/and slots=True requires an explicitly specified subscripted generic type as first cls argument of dump and dump_many methods.

import dataclasses
from typing import Generic, TypeVar

import marshmallow_recipe as mr

T = TypeVar("T")


@dataclasses.dataclass()
class RegularGeneric(Generic[T]):
    value: T

mr.dump(RegularGeneric[int](value=123))  # it works without explicit cls specification


@dataclasses.dataclass(slots=True)
class SlotsGeneric(Generic[T]):
    value: T

mr.dump(SlotsGeneric[int], SlotsGeneric[int](value=123))  # cls required for slots=True generic

@dataclasses.dataclass(frozen=True)
class FrozenGeneric(Generic[T]):
    value: T

mr.dump(FrozenGeneric[int], FrozenGeneric[int](value=123))  # cls required for frozen=True generic


@dataclasses.dataclass(slots=True, frozen=True)
class SlotsFrozenNonGeneric(FrozenGeneric[int]):
    pass

mr.dump(SlotsFrozenNonGeneric(value=123))  # cls not required for non-generic

More Examples

The examples/ directory contains comprehensive examples covering all library features:

01_basic_usage.md - Basic types, load/dump, schema, NewType
02_nested_and_collections.md - Nested dataclasses, collections, collections.abc types
03_field_customization.md - Custom field names, string transforms, decimal precision, datetime formats
04_validation.md - Field validation, regex, mr.validate(), collection item validation
05_naming_case_conversion.md - camelCase, PascalCase, UPPER_SNAKE_CASE conversion
06_patch_operations.md - PATCH operations with mr.MISSING
07_generics.md - Generic[T] types
08_global_overrides.md - Runtime parameter overrides (naming_case, none_value_handling, decimal_places)
09_per_dataclass_overrides.md - Per-dataclass overrides with @mr.options decorator
10_cyclic_references.md - Cyclic and self-referencing structures
11_pre_load_hooks.md - @mr.pre_load hooks, add_pre_load()
12_validation_errors.md - get_validation_field_errors(), error handling
13_json_schema_generation.md - JSON Schema Draft 2020-12 generation
14_nuked_schema.md - High-performance Rust backend (nuked)
15_root_level_collections.md - Root-level list/dict/set serialization
16_literal_types.md - Literal type support with validation
17_type_aliases.md - PEP 695 type aliases
18_bytes.md - bytes with base64 encoding

AI-Assisted Development

Claude Code

Add to your project's CLAUDE.md:

When working with marshmallow-recipe (imported as `mr`), use the context7 MCP plugin to look up `/anna-money/marshmallow-recipe` documentation before writing serialization code.

Other Tools

Run help(marshmallow_recipe) in a Python shell for a complete API overview with lazy discovery links to detailed function documentation.

Release files for marshmallow-recipe 0.0.102

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Source distribution for marshmallow-recipe 0.0.102
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Built distributions (wheels)

Table of built distributions (wheels) for marshmallow-recipe 0.0.102
File	Interpreter	ABI	Platform	Reset
marshmallow_recipe-0.0.102-cp314-cp314-musllinux_1_2_x86_64.whl 654.6 kB Sep 3, 2026	CPython 3.14	CPython 3.14	Linux musl 1.2+ x86-64	Details
marshmallow_recipe-0.0.102-cp314-cp314-musllinux_1_2_aarch64.whl 602.4 kB Sep 3, 2026	CPython 3.14	CPython 3.14	Linux musl 1.2+ ARM64	Details
marshmallow_recipe-0.0.102-cp314-cp314-manylinux_2_28_x86_64.whl 441.2 kB Sep 3, 2026	CPython 3.14	CPython 3.14	Linux glibc 2.28+ x86-64	Details
marshmallow_recipe-0.0.102-cp314-cp314-manylinux_2_28_aarch64.whl 424.3 kB Sep 3, 2026	CPython 3.14	CPython 3.14	Linux glibc 2.28+ ARM64	Details
marshmallow_recipe-0.0.102-cp314-cp314-macosx_11_0_arm64.whl 409.3 kB Sep 3, 2026	CPython 3.14	CPython 3.14	macOS 11.0+ ARM64	Details
marshmallow_recipe-0.0.102-cp314-cp314-macosx_10_12_x86_64.whl 434.1 kB Sep 3, 2026	CPython 3.14	CPython 3.14	macOS 10.12+ x86-64	Details
marshmallow_recipe-0.0.102-cp313-cp313-musllinux_1_2_x86_64.whl 653.0 kB Sep 3, 2026	CPython 3.13	CPython 3.13	Linux musl 1.2+ x86-64	Details
marshmallow_recipe-0.0.102-cp313-cp313-musllinux_1_2_aarch64.whl 601.2 kB Sep 3, 2026	CPython 3.13	CPython 3.13	Linux musl 1.2+ ARM64	Details
marshmallow_recipe-0.0.102-cp313-cp313-manylinux_2_28_x86_64.whl 439.6 kB Sep 3, 2026	CPython 3.13	CPython 3.13	Linux glibc 2.28+ x86-64	Details
marshmallow_recipe-0.0.102-cp313-cp313-manylinux_2_28_aarch64.whl 423.3 kB Sep 3, 2026	CPython 3.13	CPython 3.13	Linux glibc 2.28+ ARM64	Details
marshmallow_recipe-0.0.102-cp313-cp313-macosx_11_0_arm64.whl 408.5 kB Sep 3, 2026	CPython 3.13	CPython 3.13	macOS 11.0+ ARM64	Details
marshmallow_recipe-0.0.102-cp313-cp313-macosx_10_12_x86_64.whl 433.4 kB Sep 3, 2026	CPython 3.13	CPython 3.13	macOS 10.12+ x86-64	Details
marshmallow_recipe-0.0.102-cp312-cp312-musllinux_1_2_x86_64.whl 651.0 kB Sep 3, 2026	CPython 3.12	CPython 3.12	Linux musl 1.2+ x86-64	Details
marshmallow_recipe-0.0.102-cp312-cp312-musllinux_1_2_aarch64.whl 599.9 kB Sep 3, 2026	CPython 3.12	CPython 3.12	Linux musl 1.2+ ARM64	Details
marshmallow_recipe-0.0.102-cp312-cp312-manylinux_2_28_x86_64.whl 437.7 kB Sep 3, 2026	CPython 3.12	CPython 3.12	Linux glibc 2.28+ x86-64	Details
marshmallow_recipe-0.0.102-cp312-cp312-manylinux_2_28_aarch64.whl 421.8 kB Sep 3, 2026	CPython 3.12	CPython 3.12	Linux glibc 2.28+ ARM64	Details
marshmallow_recipe-0.0.102-cp312-cp312-macosx_11_0_arm64.whl 406.9 kB Sep 3, 2026	CPython 3.12	CPython 3.12	macOS 11.0+ ARM64	Details
marshmallow_recipe-0.0.102-cp312-cp312-macosx_10_12_x86_64.whl 431.6 kB Sep 3, 2026	CPython 3.12	CPython 3.12	macOS 10.12+ x86-64	Details

Total release size: 9.1 MB

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Release files / marshmallow_recipe-0.0.102-cp313-cp313-macosx_11_0_arm64.whl

Download URL	marshmallow_recipe-0.0.102-cp313-cp313-macosx_11_0_arm64.whl
Size	408.5 kB
Tags	CPython 3.13 macOS 11.0+ ARM64
SHA-256 checksum How to use checksums	`769005f4e9308cd24c50316d5d29fb3dcf3f64840a998614318fdada16e0da11`
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Release files / marshmallow_recipe-0.0.102-cp313-cp313-macosx_10_12_x86_64.whl

Download URL	marshmallow_recipe-0.0.102-cp313-cp313-macosx_10_12_x86_64.whl
Size	433.4 kB
Tags	CPython 3.13 macOS 10.12+ x86-64
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Release files / marshmallow_recipe-0.0.102-cp312-cp312-musllinux_1_2_x86_64.whl

Download URL	marshmallow_recipe-0.0.102-cp312-cp312-musllinux_1_2_x86_64.whl
Size	651.0 kB
Tags	CPython 3.12 Linux musl 1.2+ x86-64
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Release files / marshmallow_recipe-0.0.102-cp312-cp312-musllinux_1_2_aarch64.whl

Download URL	marshmallow_recipe-0.0.102-cp312-cp312-musllinux_1_2_aarch64.whl
Size	599.9 kB
Tags	CPython 3.12 Linux musl 1.2+ ARM64
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Release files / marshmallow_recipe-0.0.102-cp312-cp312-manylinux_2_28_x86_64.whl

Download URL	marshmallow_recipe-0.0.102-cp312-cp312-manylinux_2_28_x86_64.whl
Size	437.7 kB
Tags	CPython 3.12 Linux glibc 2.28+ x86-64
SHA-256 checksum How to use checksums	`a6b7972db9a33bf18bb18805d96a91b1537f05a9e9be11b6c0092197d20fc054`
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Release files / marshmallow_recipe-0.0.102-cp312-cp312-manylinux_2_28_aarch64.whl

Download URL	marshmallow_recipe-0.0.102-cp312-cp312-manylinux_2_28_aarch64.whl
Size	421.8 kB
Tags	CPython 3.12 Linux glibc 2.28+ ARM64
SHA-256 checksum How to use checksums	`5a44da26e20a1564dc94cba2c3736895cca74df67c7572cbc112f550e69bc6d3`
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Release files / marshmallow_recipe-0.0.102-cp312-cp312-macosx_11_0_arm64.whl

Download URL	marshmallow_recipe-0.0.102-cp312-cp312-macosx_11_0_arm64.whl
Size	406.9 kB
Tags	CPython 3.12 macOS 11.0+ ARM64
SHA-256 checksum How to use checksums	`d65d9e582730ba71aee7163235d56845984d35aa6119d9e4d66d12229d036ed1`
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Release files / marshmallow_recipe-0.0.102-cp312-cp312-macosx_10_12_x86_64.whl

Download URL	marshmallow_recipe-0.0.102-cp312-cp312-macosx_10_12_x86_64.whl
Size	431.6 kB
Tags	CPython 3.12 macOS 10.12+ x86-64
SHA-256 checksum How to use checksums	`dbe9abc94694a1caf95053a49cf1a83b396826acc48a186396c7b8e47e96b5f1`
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