Skip to main content

Extended pickling support for Python objects

Project description

# cloudpickle

[![Build Status](https://travis-ci.org/cloudpipe/cloudpickle.svg?branch=master
)](https://travis-ci.org/cloudpipe/cloudpickle)
[![codecov.io](https://codecov.io/github/cloudpipe/cloudpickle/coverage.svg?branch=master)](https://codecov.io/github/cloudpipe/cloudpickle?branch=master)

`cloudpickle` makes it possible to serialize Python constructs not supported
by the default `pickle` module from the Python standard library.

`cloudpickle` is especially useful for cluster computing where Python
expressions are shipped over the network to execute on remote hosts, possibly
close to the data.

Among other things, `cloudpickle` supports pickling for lambda expressions,
functions and classes defined interactively in the `__main__` module.


Installation
------------

The latest release of `cloudpickle` is available from
[pypi](https://pypi.python.org/pypi/cloudpickle):

pip install cloudpickle


Examples
--------

Pickling a lambda expression:

```python
>>> import cloudpickle
>>> squared = lambda x: x ** 2
>>> pickled_lambda = cloudpickle.dumps(squared)

>>> import pickle
>>> new_squared = pickle.loads(pickled_lambda)
>>> new_squared(2)
4
```

Pickling a function interactively defined in a Python shell session
(in the `__main__` module):

```python
>>> CONSTANT = 42
>>> def my_function(data):
... return data + CONSTANT
...
>>> pickled_function = cloudpickle.dumps(my_function)
>>> pickle.loads(pickled_function)(43)
85
```

Running the tests
-----------------

- With `tox`, to test run the tests for all the supported versions of
Python and PyPy:

pip install tox
tox

or alternatively for a specific environment:

tox -e py27


- With `py.test` to only run the tests for your current version of
Python:

pip install -r dev-requirements.txt
PYTHONPATH='.:tests' py.test


History
-------

`cloudpickle` was initially developed by [picloud.com](http://web.archive.org/web/20140721022102/http://blog.picloud.com/2013/11/17/picloud-has-joined-dropbox/) and shipped as part of
the client SDK.

A copy of `cloudpickle.py` was included as part of PySpark, the Python
interface to [Apache Spark](https://spark.apache.org/). Davies Liu, Josh
Rosen, Thom Neale and other Apache Spark developers improved it significantly,
most notably to add support for PyPy and Python 3.

The aim of the `cloudpickle` project is to make that work available to a wider
audience outside of the Spark ecosystem and to make it easier to improve it
further notably with the help of a dedicated non-regression test suite.


Download files

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

Source Distribution

cloudpickle-0.3.0.tar.gz (18.9 kB view details)

Uploaded Source

Built Distribution

If you're not sure about the file name format, learn more about wheel file names.

cloudpickle-0.3.0-py2.py3-none-any.whl (14.6 kB view details)

Uploaded Python 2Python 3

File details

Details for the file cloudpickle-0.3.0.tar.gz.

File metadata

  • Download URL: cloudpickle-0.3.0.tar.gz
  • Upload date:
  • Size: 18.9 kB
  • Tags: Source
  • Uploaded using Trusted Publishing? No

File hashes

Hashes for cloudpickle-0.3.0.tar.gz
Algorithm Hash digest
SHA256 b85e68c749052c3fd67697dac677cabc5668f53ac5ce2a7e9e2bc2f42405bcb6
MD5 6ecb42f28daae930e47cc27a97047e7c
BLAKE2b-256 c51b4fc46f6ca71e264acfa20fe1c89fe6560e5d8548bcd20bb8b87f96701432

See more details on using hashes here.

File details

Details for the file cloudpickle-0.3.0-py2.py3-none-any.whl.

File metadata

File hashes

Hashes for cloudpickle-0.3.0-py2.py3-none-any.whl
Algorithm Hash digest
SHA256 1a9714a2afe41d6310a0143776ff843a8dc4d05ad8d1f8214411c02510a0dc93
MD5 51bd94f6cc7c078f09ff4baff9ee308f
BLAKE2b-256 4c025255090af6fde4983a75a8ec8c56061105138ceec549fe5d4d56886ef984

See more details on using hashes here.

Supported by

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