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.. DeepDiff documentation master file, created by
sphinx-quickstart on Mon Jul 20 06:06:44 2015.
You can adapt this file completely to your liking, but it should at least
contain the root `toctree` directive.
DeepDiff 8.6.1 documentation!
=============================
*******
Modules
*******
The DeepDiff library includes the following modules:
- **DeepDiff** For Deep Difference of 2 objects. :doc:`/diff`
It return the deep Difference of python objects. It can also be used to take the distance between objects. :doc:`/deep_distance`
- **DeepSearch** Search for objects within other objects. :doc:`/dsearch`
- **DeepHash** Hash any object based on their content even if they are not "hashable" in Python's eyes. :doc:`/deephash`
- **Delta** Delta of objects that can be applied to other objects. Imagine git commits but for structured data. :doc:`/delta`
- **Extract** For extracting a path from an object :doc:`/extract`
- **Commandline** Most of the above functionality is also available via the commandline module :doc:`/commandline`
***********
What Is New
***********
DeepDiff 8-6-1
--------------
- Patched security vulnerability in the Delta class which was vulnerable to class pollution via its constructor, and when combined with a gadget available in DeltaDiff itself, it could lead to Denial of Service and Remote Code Execution (via insecure Pickle deserialization).
DeepDiff 8-6-0
--------------
- Added Colored View thanks to @mauvilsa
- Added support for applying deltas to NamedTuple thanks to @paulsc
- Fixed test_delta.py with Python 3.14 thanks to @Romain-Geissler-1A
- Added python property serialization to json
- Added ip address serialization
- Switched to UV from pip
- Added Claude.md
- Added uuid hashing thanks to @akshat62
- Added ``ignore_uuid_types`` flag to DeepDiff to avoid type reports
when comparing UUID and string.
- Added comprehensive type hints across the codebase (multiple commits
for better type safety)
- Added support for memoryview serialization
- Added support for bytes serialization (non-UTF8 compatible)
- Fixed bug where group_by with numbers would leak type info into group
path reports
- Fixed bug in ``_get_clean_to_keys_mapping without`` explicit
significant digits
- Added support for python dict key serialization
- Enhanced support for IP address serialization with safe module imports
- Added development tooling improvements (pyright config, .envrc
example)
- Updated documentation and development instructions
DeepDiff 8-5-0
--------------
- Updating deprecated pydantic calls
- Switching to pyproject.toml
- Fix for moving nested tables when using iterable_compare_func. by
- Fix recursion depth limit when hashing numpy.datetime64
- Moving from legacy setuptools use to pyproject.toml
DeepDiff 8-4-2
--------------
- fixes the type hints for the base
- fixes summarize so if json dumps fails, we can still get a repr of the results
- adds ipaddress support
*********
Tutorials
*********
Tutorials can be found on `Zepworks blog <https://zepworks.com/tags/deepdiff/>`_
************
Installation
************
Install from PyPi::
pip install deepdiff
If you want to use DeepDiff from commandline::
pip install "deepdiff[cli]"
If you want to improve the performance of DeepDiff with certain processes such as json serialization::
pip install "deepdiff[optimize]"
Read about DeepDiff optimizations at :ref:`optimizations_label`
Importing
~~~~~~~~~
.. code:: python
>>> from deepdiff import DeepDiff # For Deep Difference of 2 objects
>>> from deepdiff import grep, DeepSearch # For finding if item exists in an object
>>> from deepdiff import DeepHash # For hashing objects based on their contents
>>> from deepdiff import Delta # For creating delta of objects that can be applied later to other objects.
>>> from deepdiff import extract # For extracting a path from an object
.. note:: if you want to use DeepDiff via commandline, make sure to run::
pip install "deepdiff[cli]"
Then you can access the commands via:
- DeepDiff
.. code:: bash
$ deep diff --help
- Delta
.. code:: bash
$ deep patch --help
- grep
.. code:: bash
$ deep grep --help
- extract
.. code:: bash
$ deep extract --help
Supported data types
~~~~~~~~~~~~~~~~~~~~
int, string, unicode, dictionary, list, tuple, set, frozenset, OrderedDict, NamedTuple, Numpy, custom objects and more!
References
==========
.. toctree::
:maxdepth: 4
diff
dsearch
deephash
delta
extract
colored_view
commandline
changelog
authors
faq
support
Indices and tables
==================
* :ref:`genindex`
* :ref:`modindex`
* :ref:`search`
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