Skip to main content

Yet Another Document Mapper (ODM) for MongoDB

Project description

===========================
Yet Another Document Mapper
===========================

.. image:: https://travis-ci.org/zzzsochi/yadm.svg?branch=master
:target: https://travis-ci.org/zzzsochi/yadm

.. image:: https://coveralls.io/repos/github/zzzsochi/yadm/badge.svg?branch=master
:target: https://coveralls.io/github/zzzsochi/yadm?branch=master



It's small and simple ODM for use with MongoDB.

.. Full documentation: http://yadm.readthedocs.org


------------
Requirements
------------

YADM support MongoDB version 3.x only. MongoDB 2.x is not supported.

Minimal version of python — 3.6.


-----------
Quick start
-----------

Create the models
=================

.. code:: python

from datetime import datetime

import pymongo

from yadm import Database
from yadm import Document, EmbeddedDocument
from yadm import fields
from yadm.serialize import to_mongo


class User(Document):
__collection__ = 'users'

name = fields.StringField()
email = fields.EmailField()


class PostLogItem(EmbeddedDocument):
op = fields.StringField(choices=['created', 'comment_added'])
at = fields.DatetimeField()
data = fields.MongoMapField()


class Post(Document):
__collection__ = 'posts'

user = fields.ReferenceField(User)
created_at = fields.DatetimeField(auto_now=True)
title = fields.StringField()
body = fields.StringField()
log = fields.ListField(fields.EmbeddedDocumentField(PostLogItem))


class Comment(Document):
__collection__ = 'comments'

user = fields.ReferenceField(User)
created_at = fields.DatetimeField(auto_now=True)
post = fields.ReferenceField(Post)
text = fields.StringField()

All documents creates from class ``Document``. You can use multiple inheritance.

``__collection__`` magic attribute setups the collection name for documents of model.


Connect to database
===================

.. code:: python

client = pymongo.MongoClient('mongodb://localhost:27017')
db = Database(client, 'blog')

``Database`` object is a wrapper about ``pymongo`` or ``motor`` ``Database``.


Create documents
================

User
----

.. code:: python

user = User(name='Bill', email='bill@galactic.hero')
db.insert_one(user)

Just insert document to database.


Post
----

.. code:: python

post = Post()
post.user = user
post.title = 'Small post'
post.body = 'Bla-bla-bla...'
post.log = [PostLogItem(op='created', at=datetime.utcnow())]
db.insert_one(post)

You can fill documents as above.


Comment the post
----------------

.. code:: python

comment = Comment()
comment.user = user
comment.post = post
comment.text = "RE: Bla-bla-bla..."
db.insert_one(comment)
db.update_one(post, push={
'log': to_mongo(PostLogItem(op='comment_added',
at=comment.created_at,
data={
'comment': comment.id,
'user': comment.user.id,
}))
})

We add log item to post's log. This is very usefull case.


Queries
=======

find
----

.. code:: python

qs = db(Post).find({'title': {'$regex': '^S'}})
assert qs.count() > 0

1. ``db(Post)`` creates the ``QuerySet`` object;
2. ``find`` method get the raw-query and return new ``QuerySet`` object with updated criteria;
3. ``count`` method make the query to database and return value.

.. code:: python

for post in qs:
assert post.title.startswith('S')

``__iter__`` method make the ``find``-query and returns the generator of documents.


find_one
--------

Get the first finded document.

.. code:: python

post = db(Post).find_one({'user': user.id})


get_document
------------

Get the document by id from primary.

.. code:: python

user = db.get_document(User, user.id)


References
----------

.. code:: python

user = post.user

Get attribute with reference makes the query to referred collection. Warning: N+1 problem!
We have a cache in ``QuerySet`` object and get one referred document only once for one queryset.


Lookups
-------

.. code:: python

comments = db(Comment).find({'post': post.id}).sort(('created_at', 1))
for comment in comments.lookup('user'):
print(comment.user.name, comment.text)

This code create the aggregate query with ``$lookup`` statement for resolve the references.


Aggregations
------------

.. code:: python

agg = (db.aggregate(Comment)
.match(user=user.id)
.group(_id='post', count={'$sum': 1})
.sort(count=-1))

for item in agg:
print(item)

Or traditional MongoDB syntax:

.. code:: python

agg = db.aggregate(Comment, pipeline=[
{'match': {'user': user.id}},
{'group': {'_id': 'post', 'count': {'$sum': 1}}},
{'sort': {'count': -1}},
])


-------
CHANGES
-------

2.0.1 (2018-11-04)
==================

* Add ``QuerySet.hint`` for specify index for query.


2.0.0 (2018-10-25)
==================

* A `Big Rewrite <https://www.youtube.com/watch?v=xCGu5Z_vaps>`_ document logic:
- ``Document.__raw__`` now contains only data from pymongo, without any ``AttributeNotSet`` or ``NotLoaded``;
- ``Document.__changed__`` is removed: all changes reflects to ``Document.__cache__``;
- ``Document.__not_loaded__`` frozenset of fields whitch not loaded by projection;
- ``Document.__new_document__`` flag is ``True`` for document's objects whitch created directly in your code;
- ``Document.__log__`` list-like container with log of document changes (unstable API at now);
- ``Document.__data__`` is removed as deprecated;
- Now is not allow to set fields as classes;
- Defaults is not lazy and creates with document instance;

* Update for minimal versions of pymongo (3.7) and motor (2.0):
- Add ``Database.bulk_write``;
- Add ``Database.insert_one``, ``Database.insert_many`` and ``Database.delete_one``;
- Deprecate ``Database.insert``, ``Database.remove``;
- Remove ``Database.bulk`` (without deprecation period, sorry);
- Add ``QuerySet.count_documents``;
- Add ``QuerySet.update_one`` and ``QuerySet.update_many``;
- Add ``QuerySet.delete_one`` and ``QuerySet.delete_many``;
- Add ``QuerySet.find_one_and_update``, ``QuerySet.find_one_and_replace`` and ``QuerySet.find_one_and_delete``;
- Deprecate ``QuerySet.count``;
- Deprecate ``QuerySet.update``, ``QuerySet.remove`` and ``QuerySet.find_and_modify``;
- Remove deprecated ``QuerySet.with_id``;

* Simple interface for build lookups: ``QuerySet.lookup``;
* Remove ``bcc`` argument from ``MoneyField``;
* Add ``Decimal128Field``.


1.5.0 (2017-12-31)
==================

* Experimental ``asyncio`` support;
* Add ``ReferencesListField`` for lists of references.


1.4.15 (2017-12-27)
===================

* Add ``projection`` argument to ``Database.get_document`` and ``Database.reload``;
* Add ``Document.__default_projection__`` attribute.


1.4.14 (2017-11-06)
===================

* Add ``EnumField`` for save ``enum.Enum``;
* Add ``EnumStateField`` for simple state machines based on ``enum.Enum``.


1.4.13 (2017-10-31)
===================

* Add ``QuerySet.batch_size`` method for setup batch size for cursor;
* Some minor fixes.



1.4.10 (2017-07-07)
==================

* ``ReferenceField.from_mongo`` try to get document from primary
if not found by default.


1.4.9 (2017-07-06)
==================

* Add ``QuerySet.read_primary`` method for simple setup ``read_preference.Primary``.


1.4.4 (2017-05-17)
==================

* Add ``TimedeltaField`` for stores durations;
* Add ``SimpleEmbeddedDocumentField`` for simply create embedded documents.

.. code:: python

class Doc(Document):
embedded = SimpleEmbeddedDocumentField({
'i': IntegerField(),
's': StringField(),
})


1.4.3 (2017-05-14)
==================

* Add ``StaticField`` for static data.


1.4.2 (2017-04-09)
==================

* Additional arguments (like ``write_concern``) for write operations;
* ``create_fake`` save the documents with write concern "majority" by default.


1.4.0 (2017-04-05)
==================

* Drop pymongo 2 support;
* Additional options for databases and collections;
* Add ``Database.get_document``;
* Add ``TypedEmbeddedDocumentField``;
* ``reload`` argument of ``Database.update_one`` must be keyword
(may be backward incompotable).


1.3.1 (2017-02-21)
==================

* Change raw data for ``Money``;


1.3.0 (2017-02-19)
==================

* Add currency support to ``Money``:
- Totaly rewrite ``Money`` type. Now it is not subclass of ``Decimal``;
- Add storage for currencies: ``yadm.fields.money.currency.DEFAULT_CURRENCY_STORAGE``;


1.2.1 (2017-01-19)
==================

* Add ``QuerySet.find_in`` for ``$in`` queries with specified order;


1.2.0 (2016-12-27)
==================

* Drop MongoDB 2.X suport;
* Objects for update and remove results;
* Use Faker instead fake-factory.


1.1.4 (2016-08-20)
==================

* Add some features to ``Bulk``:
- ``Bulk.update_one(document, **kw)``: method for add update one document in bulk;
- ``Bulk.find(query).update(**kw)``: update many documents by query;
- ``Bulk.find(query).upsert().update(**kw)``: upsert document;
- ``Bulk.find(query).remove(**kw)``: remove documents;


1.1.3 (2016-07-23)
==================

* Add ``QuerySet.ids`` method for get only documents id's from queryset;

* Add ``Money.total_cents`` method and ``Money.from_cents`` classmethod;


1.1 (2016-04-26)
================

* Add cacheing on queryset level and use it for ``ReferenceField``;

* Add mongo aggregation framework support;

* Add ``read_preference`` setting;

* Add ``exc`` argument to ``QuerySet.find_one`` for raise exception if not found;

* Add ``multi`` argument to ``QuerySet.remove``;

* Deprecate ``QuerySet.with_id``;

* Refactoring.


1.0 (2015-11-14)
================

* Change document structure. No more bad `BaseDocument.__data__` attribute:
- `BaseDocument.__raw__`: raw data from mongo;
- `BaseDocument.__cache__`: cached objects, casted with fields;
- `BaseDocument.__changed__`: changed objects.

* Changes api for custom fields:
- Not more need create field descriptors for every field;
- `prepare_value` called only for setattr;
- `to_mongo` called only for save objects to mongo;
- `from_mongo` called only for load values from `BaseDocument.__raw__`;
- Remove `Field.default` attribute. Use `Field.get_default` method;
- Add `Field.get_if_not_loaded` and `Field.get_if_attribute_not_set` method;
- By default raise `NotLoadedError` if field not loaded from projection;

* Changes in `ReferenceField`:
- Raise `BrokenReference` if link is bloken;
- Raise `NotBindingToDatabase` if document not saved to database;

* `smart_null` keyword for `Field`;

* Fields in document must be instances (not classes!);

* Remove `ArrayContainer` and `ArrayContainerField`;

* Remove old `MapIntKeysField` and `MapObjectIdKeysField`. Use new `MapCustomKeysField`;

* Add `Database.update_one` method for run simple update query with specified document;

* Add `QuerySet.distinct`;

* `serialize.from_mongo` now accept `not_loaded` sequence with filed names who must mark as not loaded, `parent` and `name`;

* `serialize.to_mongo` do not call `FieldDescriptor.__set__`;

* Fakers! Subsystem for generate test objects;

* Tests now use pytest;

* And more, and more...

Project details


Release history Release notifications | RSS feed

Download files

Download the file for your platform. If you're not sure which to choose, learn more about installing packages.

Source Distribution

yadm-2.0.3.tar.gz (63.9 kB view details)

Uploaded Source

Built Distribution

yadm-2.0.3-py3-none-any.whl (52.2 kB view details)

Uploaded Python 3

File details

Details for the file yadm-2.0.3.tar.gz.

File metadata

  • Download URL: yadm-2.0.3.tar.gz
  • Upload date:
  • Size: 63.9 kB
  • Tags: Source
  • Uploaded using Trusted Publishing? No
  • Uploaded via: Python-urllib/3.7

File hashes

Hashes for yadm-2.0.3.tar.gz
Algorithm Hash digest
SHA256 096dd8aaa9a45d108508e4c880843ae73de5e642aa5be3dfc6d8a7b4a18dd789
MD5 16a13bfb989bb2c5a343c9a5bb2d1d2b
BLAKE2b-256 8775eed4a682537dd17a10d3831d0064b08fd55d6e418b11d3577365358666ea

See more details on using hashes here.

File details

Details for the file yadm-2.0.3-py3-none-any.whl.

File metadata

  • Download URL: yadm-2.0.3-py3-none-any.whl
  • Upload date:
  • Size: 52.2 kB
  • Tags: Python 3
  • Uploaded using Trusted Publishing? No
  • Uploaded via: Python-urllib/3.7

File hashes

Hashes for yadm-2.0.3-py3-none-any.whl
Algorithm Hash digest
SHA256 033d8650dbab9d1c24f68e3b799f3749dab2f1b7db0a0b7953f7bf106b74603a
MD5 0099ed1227d03c05dd8ed97bc7a473b2
BLAKE2b-256 07eaf0660d82f113e5ae989bd88e641cad331c439292ab6a3b9e711e808c7ce8

See more details on using hashes here.

Supported by

AWS AWS Cloud computing and Security Sponsor Datadog Datadog Monitoring Fastly Fastly CDN Google Google Download Analytics Microsoft Microsoft PSF Sponsor Pingdom Pingdom Monitoring Sentry Sentry Error logging StatusPage StatusPage Status page