Awesome Lists

awesome-python-models

by grundic

awesome listpushed over 8 years ago

A curated list of awesome Python libraries, which implement models, schemas, serializers/deserializers, ODM's/ORM's, Active Records or similar patterns.

AI summary

Data modeling library

A curated list of libraries providing tools and frameworks for modeling, serializing, deserializing, validating, and manipulating data in Python

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What's in the list

88 links in 6 sections, with live GitHub stats.activeno commit in 2y

Model, Schema

  • ascetic

    Ascetic, a lightweight Python datamapper ORM

  • attrs

    Python Classes Without Boilerplate

  • booby

    data modeling and validation Python library

  • causalmodels

    causal modeling in Python

  • colander

    A serialization/deserialization/validation library for strings, mappings and lists

  • composite

    Declarative XML files parse, unparse with help of lxml library

  • datastore.objects

    simple object mapper on top of datastore (not relational)

  • dirty-models

    Dirty model for python

  • dejavu

    Dejavu is a thread-safe Object-Relational Mapper for Python applications

  • gnarl

    Lightweight module to define serializable, schema-validated classes

  • guts

    Lightweight declarative YAML and XML data binding for Python

  • jsonmapper

    Python JSON<->Object mapper

  • jsonmodels

    jsonmodels is library to make it easier for you to deal with structures that are converted to, or read from JSON

  • jsonobjects

    jsonobjects allows you to declaratively specify how to extract and convert elements from a JSON document

  • jsonobject

    A simple json-object mapping for Python

  • jsonpickle

    Python library for serializing any arbitrary object graph into JSON

  • kim

    A JSON Serialization and Marshaling framework

  • lazycontract

    Python library to define declarative contracts for serialization and deserialization

  • lupin

    Python document object mapper (load python object from JSON and vice-versa)

  • marshmallow

    A lightweight library for converting complex objects to and from simple Python datatypes

  • metaparams

    Python meta framework for Parameters in classes

  • micromodels

    Declarative dictionary-based model classes for Python

  • monk

    An unobtrusive data modeling, manipulation and validation library

  • normalize

    A toolkit for wrapping network data in Python objects

  • model-api

    For modeling remote APIs in an ORM fashion

  • object-mapper

    ObjectMapper is a class for automatic object mapping in Python

  • param

    Make your Python code clearer and more reliable by declaring Parameters

  • prettyrecord

    Structures like SQLAlchemy's declarative_base or Django's models in your project!

  • pydantic

    Data validation using Python 3.6 type hinting

  • pyschema

    Python library for class-based schema definition, object serialization and data validation

  • python-json

    Python library for easily JSON encoding/decoding complex class-based Python models, using an arbitrarily complex (but easy to write!) mapping schema

  • python-docar

    A library for document oriented architectures

  • resource-api

    A framework that allows developers decoratively define resources and relationships between them

  • schematics

    Python Data Structures for Humans™

  • schema

    A generic declarative schema system

  • scheme

    A declarative schema framework for Python

  • simple-models

    Simple models - keep your API messages in shape with validation and handy descriptors based object interface

  • simple_model

    a very simple model framework for python

  • yorm

    Automatic object-YAML mapping for Python

ODM, ORM, Active Record

  • acid

    SQLite for NoSQL

  • butterdb

    butterdb is a Python object mapper for Google Drive Spreadsheets

  • django

    The Web framework for perfectionists with deadlines (includes ORM layer)

  • finch

    Asynchronous RESTful API consumer for Python

  • flywheel

    Object mapper for Amazon's DynamoDB

  • kev

    Python ORM for key-value stores. Currently supported backends are Redis, S3, and a S3/Redis hybrid backend

  • modular-odm

    A database-agnostic Object-Document Mapper for Python

  • mongoengine

    A Python Object-Document-Mapper for working with MongoDB

  • orator

    The Orator ORM provides a simple yet beautiful ActiveRecord implementation

  • pony

    Pony Object Relational Mapper

  • peewee

    a small, expressive orm -- supports postgresql, mysql and sqlite

  • py-rest-orm

    Generic Python REST ORM. Inspired by Django. Powered by Requests

  • python-rest-model

    A standard way to consume a RESTful service, inspired by Django models

  • pyresto

    A generic ORM framework for RESTful APIs

  • pymodm

    A Pythonic, object-oriented interface for working with MongoDB

  • PynamoDB

    A pythonic interface to Amazon's DynamoDB

  • redisco

    A Python Library for Simple Models and Containers Persisted in Redis

  • remodel

    Very simple yet powerful and extensible Object Document Mapper for RethinkDB, written in Python

  • restorm

    RestORM allows you to interact with resources as if they were objects

  • storm

    Storm is an object-relational mapper (ORM) for Python developed at Canonical

  • sqlobject

    SQLObject is a popular Object Relational Manager for providing an object interface to your database, with tables as classes, rows as instances, and columns as attributes

  • wukong

    An ORM Client library for SolrCloud

  • yadm

    Yet Another Document Mapper (ODM) for MongoDB

  • walrus

    Lightweight Python utilities for working with Redis

Data validation

  • cerberus

    Lightweight, extensible data validation library for Python

  • destructure

    Easy declarative schema validation with optional name-binding

  • jsonschema

    jsonschema is an implementation of JSON Schema for Python (supporting 2.7+ including Python 3)

  • pyschemes

    PySchemes is a library for validating data structures in Python

  • pyvaru

    Rule based data validation library for python 3

  • required

    Required is a simple library which allows you to validate dependencies across multiple fields

  • schema

    schema is a library for validating Python data structures, such as those obtained from config-files, forms, external services or command-line parsing, converted from JSON/YAML (or something else) to Python data-types

  • strictyaml

    Type-safe YAML parser and validator

  • valideer

    Lightweight data validation and adaptation Python library

  • validr

    A simple, fast, extensible python library for data validation

  • voluptuous

    Voluptuous, despite the name, is a Python data validation library. It is primarily intended for validating data coming into Python as JSON, YAML, etc

Other resources

Other Awesome Lists / Monty

Other Awesome Lists / Python

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