Datastore framework implementation for umongo
Project description
μDatastore: ODM for Google Cloud Datastore
Implemented as framework in the μMongo library (a python ODM for MongoDB)
While working Google Cloud Datastore, most of our code uses the google-cloud-datastore package,
for creating, updating and querying entities. We often find ourselves writing code to export objects
to datastore.Entity, and import from entities to objects. On AppEngine, there is ndb which avoids this,
so the idea emerged to create an ODM for datastore ourselves.
Having worked with μMongo before, a prototype was created which implements an additional framework based on following conventions:
- A datastore partition (project/namespace) corresponds to a mongo database
- A datastore entity kind corresponds to a mongo collection
- The datastore
__key__field corresponds to the mongo_idfield
Install
pip install udatastore
Example
from datetime import datetime
from google.cloud import datastore
from udatastore import DataStoreInstance
from umongo import Document, fields, validate
db = datastore.Client(project="dummy", namespace='abcd')
instance = DataStoreInstance()
instance.init(db)
@instance.register
class User(Document):
email = fields.EmailField(required=True, unique=True)
birthday = fields.DateTimeField(validate=validate.Range(min=datetime(1900, 1, 1)))
friends = fields.ListField(fields.ReferenceField("User"))
goku = User(email='goku@sayen.com', birthday=datetime(1984, 11, 20))
goku.commit()
vegeta = User(email='vegeta@over9000.com', friends=[goku])
vegeta.commit()
vegeta.friends
# <object umongo.data_objects.List([<object udatastore.reference.DataStoreReference(document=User, pk=<Key('User', 4476), project=dummy>)>])>
vegeta.dump()
# {'email': 'vegeta@over9000.com', 'id': '4477', 'friends': [<Key('User', 4476), project=dummy>]}
User.find_one({"email": 'goku@sayen.com'})
# <object Document __main__.User({'email': 'goku@sayen.com', 'id': 4474,
# 'friends': <object umongo.data_objects.List([])>,
# 'birthday': datetime.datetime(1984, 11, 20, 0, 0)})>
Limitations:
Not all features of μMongo are available or work exactly the same in μDatastore:
- No indexes
- We do not currently support all field types
- Datastore converts any
datetimeto UTC timezone. For now, μDatastore overrides this behaviour and always works with unaware datetimes. - We bring our own
ReferenceFieldimplementation. You are free to useumongo.fields.ReferenceField, as theDataStoreBuilderwill automatically replace these fields with our implementation. We also disable the io_validation on reference fields. Because datastore is eventually consistent this may report errors when creating references to previously created entities.
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