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All code now does "from tiledb.cloud._vendor import cloudpickle". Hard to test because it needs this package to be in production and cloudpickle can't pickle itself :(
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.idea | ||
src/tiledb/cloud/version.py | ||
.DS_Store |
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This module was extracted from the `cloud` package, developed by | ||
PiCloud, Inc. | ||
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Copyright (c) 2015, Cloudpickle contributors. | ||
Copyright (c) 2012, Regents of the University of California. | ||
Copyright (c) 2009 PiCloud, Inc. http://www.picloud.com. | ||
All rights reserved. | ||
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Redistribution and use in source and binary forms, with or without | ||
modification, are permitted provided that the following conditions | ||
are met: | ||
* Redistributions of source code must retain the above copyright | ||
notice, this list of conditions and the following disclaimer. | ||
* Redistributions in binary form must reproduce the above copyright | ||
notice, this list of conditions and the following disclaimer in the | ||
documentation and/or other materials provided with the distribution. | ||
* Neither the name of the University of California, Berkeley nor the | ||
names of its contributors may be used to endorse or promote | ||
products derived from this software without specific prior written | ||
permission. | ||
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THIS SOFTWARE IS PROVIDED BY THE COPYRIGHT HOLDERS AND CONTRIBUTORS | ||
"AS IS" AND ANY EXPRESS OR IMPLIED WARRANTIES, INCLUDING, BUT NOT | ||
LIMITED TO, THE IMPLIED WARRANTIES OF MERCHANTABILITY AND FITNESS FOR | ||
A PARTICULAR PURPOSE ARE DISCLAIMED. IN NO EVENT SHALL THE COPYRIGHT | ||
HOLDER OR CONTRIBUTORS BE LIABLE FOR ANY DIRECT, INDIRECT, INCIDENTAL, | ||
SPECIAL, EXEMPLARY, OR CONSEQUENTIAL DAMAGES (INCLUDING, BUT NOT LIMITED | ||
TO, PROCUREMENT OF SUBSTITUTE GOODS OR SERVICES; LOSS OF USE, DATA, OR | ||
PROFITS; OR BUSINESS INTERRUPTION) HOWEVER CAUSED AND ON ANY THEORY OF | ||
LIABILITY, WHETHER IN CONTRACT, STRICT LIABILITY, OR TORT (INCLUDING | ||
NEGLIGENCE OR OTHERWISE) ARISING IN ANY WAY OUT OF THE USE OF THIS | ||
SOFTWARE, EVEN IF ADVISED OF THE POSSIBILITY OF SUCH DAMAGE. |
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Metadata-Version: 2.1 | ||
Name: cloudpickle | ||
Version: 2.2.1 | ||
Summary: Extended pickling support for Python objects | ||
Home-page: https://github.com/cloudpipe/cloudpickle | ||
Author: Cloudpipe | ||
Author-email: [email protected] | ||
License: BSD 3-Clause License | ||
Classifier: Development Status :: 4 - Beta | ||
Classifier: Intended Audience :: Developers | ||
Classifier: License :: OSI Approved :: BSD License | ||
Classifier: Operating System :: POSIX | ||
Classifier: Operating System :: Microsoft :: Windows | ||
Classifier: Operating System :: MacOS :: MacOS X | ||
Classifier: Programming Language :: Python :: 3.6 | ||
Classifier: Programming Language :: Python :: 3.7 | ||
Classifier: Programming Language :: Python :: 3.8 | ||
Classifier: Programming Language :: Python :: 3.9 | ||
Classifier: Programming Language :: Python :: Implementation :: CPython | ||
Classifier: Programming Language :: Python :: Implementation :: PyPy | ||
Classifier: Topic :: Software Development :: Libraries :: Python Modules | ||
Classifier: Topic :: Scientific/Engineering | ||
Classifier: Topic :: System :: Distributed Computing | ||
Requires-Python: >=3.6 | ||
Description-Content-Type: text/markdown | ||
License-File: LICENSE | ||
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# cloudpickle | ||
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[![Automated Tests](https://github.com/cloudpipe/cloudpickle/workflows/Automated%20Tests/badge.svg?branch=master&event=push)](https://github.com/cloudpipe/cloudpickle/actions) | ||
[![codecov.io](https://codecov.io/github/cloudpipe/cloudpickle/coverage.svg?branch=master)](https://codecov.io/github/cloudpipe/cloudpickle?branch=master) | ||
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`cloudpickle` makes it possible to serialize Python constructs not supported | ||
by the default `pickle` module from the Python standard library. | ||
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`cloudpickle` is especially useful for **cluster computing** where Python | ||
code is shipped over the network to execute on remote hosts, possibly close | ||
to the data. | ||
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Among other things, `cloudpickle` supports pickling for **lambda functions** | ||
along with **functions and classes defined interactively** in the | ||
`__main__` module (for instance in a script, a shell or a Jupyter notebook). | ||
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Cloudpickle can only be used to send objects between the **exact same version | ||
of Python**. | ||
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Using `cloudpickle` for **long-term object storage is not supported and | ||
strongly discouraged.** | ||
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**Security notice**: one should **only load pickle data from trusted sources** as | ||
otherwise `pickle.load` can lead to arbitrary code execution resulting in a critical | ||
security vulnerability. | ||
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Installation | ||
------------ | ||
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The latest release of `cloudpickle` is available from | ||
[pypi](https://pypi.python.org/pypi/cloudpickle): | ||
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pip install cloudpickle | ||
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Examples | ||
-------- | ||
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Pickling a lambda expression: | ||
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```python | ||
>>> import cloudpickle | ||
>>> squared = lambda x: x ** 2 | ||
>>> pickled_lambda = cloudpickle.dumps(squared) | ||
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>>> import pickle | ||
>>> new_squared = pickle.loads(pickled_lambda) | ||
>>> new_squared(2) | ||
4 | ||
``` | ||
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Pickling a function interactively defined in a Python shell session | ||
(in the `__main__` module): | ||
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```python | ||
>>> CONSTANT = 42 | ||
>>> def my_function(data: int) -> int: | ||
... return data + CONSTANT | ||
... | ||
>>> pickled_function = cloudpickle.dumps(my_function) | ||
>>> depickled_function = pickle.loads(pickled_function) | ||
>>> depickled_function | ||
<function __main__.my_function(data:int) -> int> | ||
>>> depickled_function(43) | ||
85 | ||
``` | ||
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Overriding pickle's serialization mechanism for importable constructs: | ||
---------------------------------------------------------------------- | ||
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An important difference between `cloudpickle` and `pickle` is that | ||
`cloudpickle` can serialize a function or class **by value**, whereas `pickle` | ||
can only serialize it **by reference**. Serialization by reference treats | ||
functions and classes as attributes of modules, and pickles them through | ||
instructions that trigger the import of their module at load time. | ||
Serialization by reference is thus limited in that it assumes that the module | ||
containing the function or class is available/importable in the unpickling | ||
environment. This assumption breaks when pickling constructs defined in an | ||
interactive session, a case that is automatically detected by `cloudpickle`, | ||
that pickles such constructs **by value**. | ||
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Another case where the importability assumption is expected to break is when | ||
developing a module in a distributed execution environment: the worker | ||
processes may not have access to the said module, for example if they live on a | ||
different machine than the process in which the module is being developed. | ||
By itself, `cloudpickle` cannot detect such "locally importable" modules and | ||
switch to serialization by value; instead, it relies on its default mode, | ||
which is serialization by reference. However, since `cloudpickle 2.0.0`, one | ||
can explicitly specify modules for which serialization by value should be used, | ||
using the `register_pickle_by_value(module)`/`/unregister_pickle(module)` API: | ||
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```python | ||
>>> import cloudpickle | ||
>>> import my_module | ||
>>> cloudpickle.register_pickle_by_value(my_module) | ||
>>> cloudpickle.dumps(my_module.my_function) # my_function is pickled by value | ||
>>> cloudpickle.unregister_pickle_by_value(my_module) | ||
>>> cloudpickle.dumps(my_module.my_function) # my_function is pickled by reference | ||
``` | ||
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Using this API, there is no need to re-install the new version of the module on | ||
all the worker nodes nor to restart the workers: restarting the client Python | ||
process with the new source code is enough. | ||
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Note that this feature is still **experimental**, and may fail in the following | ||
situations: | ||
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- If the body of a function/class pickled by value contains an `import` statement: | ||
```python | ||
>>> def f(): | ||
>>> ... from another_module import g | ||
>>> ... # calling f in the unpickling environment may fail if another_module | ||
>>> ... # is unavailable | ||
>>> ... return g() + 1 | ||
``` | ||
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- If a function pickled by reference uses a function pickled by value during its execution. | ||
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Running the tests | ||
----------------- | ||
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- With `tox`, to test run the tests for all the supported versions of | ||
Python and PyPy: | ||
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pip install tox | ||
tox | ||
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or alternatively for a specific environment: | ||
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tox -e py37 | ||
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- With `py.test` to only run the tests for your current version of | ||
Python: | ||
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pip install -r dev-requirements.txt | ||
PYTHONPATH='.:tests' py.test | ||
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History | ||
------- | ||
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`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. | ||
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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. | ||
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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. |
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