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| -rw-r--r-- | src/python/doc/differentiation.rst | 18 | ||||
| -rw-r--r-- | src/python/doc/differentiation_sum.inc | 14 | ||||
| -rw-r--r-- | src/python/doc/img/ripsTF.png | bin | 0 -> 38696 bytes |
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diff --git a/src/python/doc/differentiation.rst b/src/python/doc/differentiation.rst new file mode 100644 index 00000000..906a9965 --- /dev/null +++ b/src/python/doc/differentiation.rst @@ -0,0 +1,18 @@ +:orphan: + +.. To get rid of WARNING: document isn't included in any toctree + +====================== +Differentiation manual +====================== + +.. include:: differentiation_sum.inc + +In this module, we provide neural network models for computing persistent homology. In particular, we provide TensorFlow 2 models that allow to compute persistence diagrams from complexes available in the Gudhi library, including simplex trees, cubical complexes and Vietoris-Rips complexes. These models can be incorporated at each step of a given neural network architecture, and can be used in addition to `PersLay <https://github.com/MathieuCarriere/gudhi/blob/perslay/src/python/gudhi/representations/perslay.py>`_ to produce topological features. + +TensorFlow models +----------------- +.. automodule:: gudhi.differentiation + :members: + :special-members: + :show-inheritance: diff --git a/src/python/doc/differentiation_sum.inc b/src/python/doc/differentiation_sum.inc new file mode 100644 index 00000000..30188e0b --- /dev/null +++ b/src/python/doc/differentiation_sum.inc @@ -0,0 +1,14 @@ +.. table:: + :widths: 30 40 30 + + +------------------------------------------------------------------+----------------------------------------------------------------+-------------------------------------------------------------+ + | .. figure:: | Deep learning models for differentiating persistence diagrams. | :Author: Mathieu Carrière | + | img/ripsTF.png | | | + | | | :Since: GUDHI 3.1.0 | + | | | | + | | | :License: MIT | + | | | | + | | | :Requires: `TensorFlow 2 <installation.html#tensorflow>`_ | + +------------------------------------------------------------------+----------------------------------------------------------------+-------------------------------------------------------------+ + | * :doc:`differentiation` | + +------------------------------------------------------------------+------------------------------------------------------------------------------------------------------------------------------+ diff --git a/src/python/doc/img/ripsTF.png b/src/python/doc/img/ripsTF.png Binary files differnew file mode 100644 index 00000000..3c5c77a7 --- /dev/null +++ b/src/python/doc/img/ripsTF.png |
