Object data mapper and advanced query manager for non relational databases.
The data is owned by different, configurable back-end databases and it is accessed using a light-weight Object Data Mapper (ODM). The ODM presents a method of associating user-defined Python classes with database collections, and instances of those classes with items in their corresponding collections. Collections and items are different for different backend databases but are treated in the same way in the python language domain.
|Platforms:||Linux, OS X, Windows. Python 2.6, 2.7, 3.2, 3.3, pypy|
|Keywords:||server, database, redis, odm|
- Models with scalar and multi-value fields.
- Rich query API including unions, intersections, exclusions, ranges and more.
- Minimal server round-trips via backend scripting (lua for redis).
- Full text search.
- Signals handling to allow decoupled applications to get notified on changes.
- Synchronous and asynchronous database connection.
- Multi-variate numeric timeseries application.
- Asynchronous Publish/Subscribe application.
- 90% Test coverage.
- Fully documented.
- Python 2.6, 2.7, 3.2, 3.3 and pypy. Single code-base.
- redis-py for redis backend.
- Optional pulsar when using the asynchronous connections or the test suite.
- You need access to a Redis server version 2.6 or above.
Key-valued pairs databases, also know as key-value stores, have many differences
from traditional relational databases,
most important being they do not use
SQL as their query language,
storage does not require a fixed table schemas and usually they do not support
Stdnet aims to accommodate a flexible schema and join type operations via a lightweight object data mapper. Importantly, it is designed with large data sets in mind. You pull data you need, nothing more, nothing less. Bandwidth and server round-trips can be reduced to the bare minimum so that your application is fast and memory efficient.
To install, download, uncompress and type:
python setup.py install
pip install python-stdnet
To know which version you have installed:
>>> import stdnet >>> stdnet.__version__ '0.8.0' >>> stdnet.VERSION stdnet_version(major=0, minor=8, micro=0, releaselevel='final', serial=1)
Backend data-stores are the backbone of the library. Currently the list is limited to
- Redis 2.6 or above.
stdnet.odm module is the ODM, it maps python objects into database data
and vice-versa. It is design to be fast and safe to use:
from stdnet import odm class Base(odm.StdModel): '''An abstract model. This won't have any data in the database.''' name = odm.SymbolField(unique = True) ccy = odm.SymbolField() def __unicode__(self): return self.name class Meta: abstract = True class Instrument(Base): itype = odm.SymbolField() class Fund(Base): description = odm.CharField() class PositionDescriptor(odm.StdModel): dt = odm.DateField() size = odm.FloatField() price = odm.FloatField() position = odm.ForeignKey("Position", index=False) class Position(odm.StdModel): instrument = odm.ForeignKey(Instrument, related_name='positions') fund = odm.ForeignKey(Fund) history = odm.ListField(model=PositionDescriptor) def __unicode__(self): return '%s: %s @ %s' % (self.fund,self.instrument,self.dt)
Register models with backend:
models = orm.Router('redis://localhost?db=1') models.register(Instrument) models.register(Fund) models.register(PositionDescriptor,'redis://localhost?db=2') models.register(Position,'redis://localhost?db=2')
And play with the API:
>>> f = models.fund.new(name="pluto, description="The pluto fund", ccy="EUR") >>> f Fund: pluto
At the moment, only redis back-end is available and therefore to run tests you
need to install Redis. If you are using linux, it can be achieved simply
by downloading, uncompressing and running
make, if you are using
windows you can find sources from MSOpenTech.
Requirements for running tests:
To run tests open a shell and launch Redis. On another shell,
from within the
python-stdnet package directory, type:
Tests are run against a local redis server on port
6379 and database 7 by default.
To change the server and database where to run tests pass the
option as follow:
python runtests.py --server redis://myserver.com:6450?db=12&password=bla
For more information type:
python runtests.py -h
- Redis simply because this library uses its awesome features.
- SQLAlchemy and Django for ideas and API design.
Development of stdnet happens at Github: http://github.com/lsbardel/python-stdnet
We very much welcome your contribution of course. To do so, simply follow these guidelines:
- Fork python-stdnet on github
- Create a topic branch
git checkout -b my_branch
- Push to your branch
git push origin my_branch
- Create an issue at https://github.com/lsbardel/python-stdnet/issues with a link to your patch
This software is licensed under the New BSD License. See the LICENSE file in the top distribution directory for the full license text.