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.

`cloudpickle` uses `pickle.HIGHEST_PROTOCOL` by default: it is meant to
send objects between processes running the same version of Python. It is
discouraged to use `cloudpickle` for long-term storage.

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-0.7.0.tar.gz (29.5 kB view details)

Uploaded Source

Built Distribution

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

cloudpickle-0.7.0-py2.py3-none-any.whl (16.2 kB view details)

Uploaded Python 2Python 3

File details

Details for the file cloudpickle-0.7.0.tar.gz.

File metadata

  • Download URL: cloudpickle-0.7.0.tar.gz
  • Upload date:
  • Size: 29.5 kB
  • Tags: Source
  • Uploaded using Trusted Publishing? No
  • Uploaded via: twine/1.12.1 pkginfo/1.4.2 requests/2.19.1 setuptools/40.6.2 requests-toolbelt/0.8.0 tqdm/4.23.4 CPython/3.7.0

File hashes

Hashes for cloudpickle-0.7.0.tar.gz
Algorithm Hash digest
SHA256 d894ba62b0a04c3ccd482f6bc720dd02d4febcf320f5916c33d258b85d8409b1
MD5 37d8ae04db8e97e5484bcb9535eeac09
BLAKE2b-256 c8d808e40c7d5e2c7232f71cf1245eed47eae4dabaf1fbf5a76fc7d008011f56

See more details on using hashes here.

File details

Details for the file cloudpickle-0.7.0-py2.py3-none-any.whl.

File metadata

  • Download URL: cloudpickle-0.7.0-py2.py3-none-any.whl
  • Upload date:
  • Size: 16.2 kB
  • Tags: Python 2, Python 3
  • Uploaded using Trusted Publishing? No
  • Uploaded via: twine/1.12.1 pkginfo/1.4.2 requests/2.19.1 setuptools/40.6.2 requests-toolbelt/0.8.0 tqdm/4.23.4 CPython/3.7.0

File hashes

Hashes for cloudpickle-0.7.0-py2.py3-none-any.whl
Algorithm Hash digest
SHA256 bf0b95dabf35645bc070a3f3d2f6e5c4ee8b247e2dfeb8022ad53bb2fe1bf03a
MD5 f60ce642345b384993011b72fde2eda9
BLAKE2b-256 348066d06012248d7a8d3caf8c52937d435371336fb1161eb919ff6a57dccc70

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