ObjectBox is a superfast lightweight database for objects
Project description
ObjectBox Python API
ObjectBox is a superfast database for objects, now also available for Python (3.4+) with a simple CRUD API. And because it's an embedded database, there's no setup required.
Table of Contents:
Getting started
First of all, install the latest version:
pip install --upgrade objectbox
To start using ObjectBox as a storage for your data, you need to define your model first.
The model consists of Python classes annotated with @Entity
decorator.
Model IDs and UIDs
Each Entity has to have an ID (unique among entities). Properties need an ID as well (unique inside one Entity). Both Entities and Properties must also have an UID, which is a globally unique identifier.
For other ObjectBox supported languages, the binding takes care of assigning these IDs/UIDs but this feature is not yet implemented for Python. To learn more, see ObjectBox Java documentation
model.py
from objectbox.model import *
@Entity(id=1, uid=1)
class Person:
id = Id(id=1, uid=1001)
name = Property(str, id=2, uid=1002)
is_enabled = Property(bool, id=3, uid=1003)
# int can be stored with 64 (default), 32, 16 or 8 bit precision.
int64 = Property(int, id=4, uid=1004)
int32 = Property(int, type=PropertyType.int, id=5, uid=1005)
int16 = Property(int, type=PropertyType.short, id=6, uid=1006)
int8 = Property(int, type=PropertyType.byte, id=7, uid=1007)
# float can be stored with 64 or 32 (default) bit precision.
float64 = Property(float, id=8, uid=1008)
float32 = Property(float, type=PropertyType.float, id=9, uid=1009)
byte_array = Property(bytes, id=10, uid=1010)
# Regular properties are not stored.
transient = ""
Using ObjectBox
To actually use the database, you create a Store with the model you've just defined.
Afterwards, you can reuse the instance (store
in the example below) and use it to access "Entity Boxes" which hold your objects.
program.py
import objectbox
# from mypackage.model import Person
# Configure ObjectBox: should be done only once in the whole program and the "store" variable should be kept around
model = objectbox.Model()
model.entity(Person, last_property_id=objectbox.model.IdUid(10, 1010))
model.last_entity_id = objectbox.model.IdUid(1, 1)
store = objectbox.Store(model=model)
# Open the box of "Person" entity. This can be called many times but you can also pass the variable around
box = store.box(Person)
person = Person()
person.name = "Joe Green"
id = box.put(person) # Create
person = box.get(id) # Read
person.name = "Joe Black"
box.put(person) # Update
box.remove(person) # Delete
Additionally, see the TaskList example app. After checking out this repository to run the example:
// Set up virtual environment, download ObjectBox libraries
make depend
// Activate virtual environment...
// ...on Linux
source .venv/bin/activate
// ...on Windows
.venv\Scripts\activate
// Run the example
python3 -m example
// Once done, leave the virtual environment
deactivate
For more information and code examples, see the tests folder. The docs for other languages may also help you understand the basics.
- ObjectBox Java/Dart/Flutter - https://docs.objectbox.io
- ObjectBox Go - https://golang.objectbox.io
- ObjectBox Swift - https://swift.objectbox.io
Some features
- Automatic transactions (ACID compliant)
- Bulk operations
- Vector types, e.g. for AI vector embeddings
- Platforms supported with native speed:
- Linux x86-64 (64-bit)
- Linux ARMv6hf (e.g. Raspberry PI Zero)
- Linux ARMv7hf (e.g. Raspberry PI 3; available only on request)
- Linux ARMv8 (e.g. Raspberry PI 4)
- MacOS x86-64 and arm64 (Intel 64-bit and Apple Silicon)
- Windows x86-64 (64-bit)
Coming in the future
The goodness you know from the other ObjectBox language-bindings, e.g.,
- model management (no need to manually set id/uid)
- automatic model migration (no schema upgrade scripts etc.)
- powerful queries
- relations (to-one, to-many)
- asynchronous operations
- secondary indexes
Help wanted
ObjectBox for Python is still in an early stage with limited feature set (compared to our other supported languages). To bring all these features to Python, we're asking the community to help out. PRs are more than welcome! The ObjectBox team will try its best to guide you and answer questions. See CONTRIBUTING.md to get started.
Feedback
Also, please let us know your feedback by opening an issue: for example, if you experience errors or if you have ideas for how to improve the API. Thanks!
License
Copyright 2019-2024 ObjectBox Ltd. All rights reserved.
Licensed under the Apache License, Version 2.0 (the "License");
you may not use this file except in compliance with the License.
You may obtain a copy of the License at
http://www.apache.org/licenses/LICENSE-2.0
Unless required by applicable law or agreed to in writing, software
distributed under the License is distributed on an "AS IS" BASIS,
WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
See the License for the specific language governing permissions and
limitations under the License.
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