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Dict schema helper for schema-free projects

Project Description

Morpheus helps you define schemas for your dict-based classes and perform validation, migration, and generate documentation. It tries to make this normally unfun task painless and easy.

Design Goals

Readable. Like a docstring at the top of your class definition, a schema definition should be readable and understandable.

Transparent. You know how to work with dicts. You should be able to keep using dicts. And you should be able to import morpheus or leave it out and your code should still work.

Flexible. You get to pick which backend you use (sqlalchemy, sqlite, NoSQL, etc…), so morpheus operates on native python dicts and doesn’t touch your data store.

Features

  • Intuitive schema definition using pythonic idioms
  • Optional schema validation and inspection controlled globally or per class
  • Automatic or on-demand migration from an older schema to the current one
  • Generates schema documentation for developers and users
  • DRY definition of schemas. Do it once. Do it in one place. Use it anywhere (docs, data store, and code)
  • Zero dependencies required
  • Enable/disable it with a single line
  • Passes all python tests for a dict (including json and pickle serialization)
  • Painless, pain-free, simple and easy!

Install

$ pip install morpheus

Usage

Here is a simple example of a schema definition on a dict-based class.

# Let's import MorpheusDict as dict in our module
from morpheus import MorpheusDict as dict
# Note: Comment this last line out to completely disable morpheus. No code
# changes needed.


#
# Let's limit the keys allowed on our dict-based class by adding a __schema__
# entry
#
class Foo(dict):
    __schema__ = ['id', 'name', 'state']

#
# Now let's make sure this really works
#
try:
    Foo(sneaky='git blame someone for this!')
except AttributeError as exc:
    print "Thank you, Morpheus! You caught an error: %s" % exc

# Prints:
#
# Thank you, Morpheus! You caught an error: 'sneaky' is not a permitted
# attribute for a 'Foo'
#

Here is a more involved example, demonstrating multiple schemas, validation, and migration.

from morpheus import MorpheusDict, Schema, Defn

class Foo(dict):
    __schema__ = Schema(
        id=Defn(int, required=True),
        statoos=basestring,
        state=as_of(0.7).is_replaced_by('statoos')
    )

print Foo({'id': 1, 'state': 'DEPRECATED'})

# Prints:
#
# {'id': 1, 'statoos': 'DEPRECATED'}
#

Foo({})
# Generates ValidationError("Missing required key 'id'")

Performance

To test performance, run python tests/test_performance.py

The current performance is ~14 times slower than native dict.

Versus the following implementations:

  • Simple: 1392.72517321% (from 0.0004 to 0.006)
  • Subclass: 1358.45980888% (from 0.0004 to 0.006)
  • Mapping: 439.377796719% (from 0.001 to 0.006)
  • List: 10094.0655908% (from 0.0005 to 0.05)
  • Complex: 7229.4047619% (from 0.0008 to 0.06)

Contributing

Ziad Sawalha (ziadsawalha) is the creator and current maintainer of Morpheus. Pull requests are always welcome.

Before submitting a pull request, please ensure you have added/updated the appropriate tests (and that all existing tests still pass with your changes), and that your coding style follows PEP 8 and doesn’t cause pyflakes to complain.

rst doc generated from markdown with:

::
pandoc –from=markdown –to=rst –output=README.rst README.md
Release History

Release History

This version
History Node

0.0.4

History Node

0.0.3

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0.0.2

History Node

0.0.1

Download Files

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File Name & Checksum SHA256 Checksum Help Version File Type Upload Date
morpheus-0.0.4.tar.gz (19.0 kB) Copy SHA256 Checksum SHA256 Source May 31, 2013

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