pyfqmr : Python Fast Quadric Mesh Reduction
===========================================
Cython wrapper around `sp4acerat's quadrics mesh reduction
algorithm <https://github.com/sp4cerat/Fast-Quadric-Mesh-Simplification>`__.
Requirements:
~~~~~~~~~~~~~
- *Numpy*
- *Cython* (only for compilation, but not needed if installed from PyPI)
Installation :
~~~~~~~~~~~~~~
pyfqmr can be installed via `pip <https://pypi.org/project/pyfqmr/0.1.1/>`_ :
.. code:: bash
pip install pyfqmr
Compilation :
~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~
Run:
.. code:: bash
python setup.py install
Usage:
~~~~~~
.. code:: python
>>> #We assume you have a numpy based mesh processing software
>>> #Where you can get the vertices and faces of the mesh as numpy arrays.
>>> #For example Trimesh or meshio
>>> import pyfqmr
>>> import trimesh as tr
>>> bunny = tr.load_mesh('example/Stanford_Bunny_sample.stl')
>>> #Simplify object
>>> mesh_simplifier = pyfqmr.Simplify()
>>> mesh_simplifier.setMesh(bunny.vertices, bunny.faces)
>>> mesh_simplifier.simplify_mesh(target_count = 1000, aggressiveness=7, preserve_border=True, verbose=10)
iteration 0 - triangles 112402 threshold 2.187e-06
iteration 5 - triangles 62674 threshold 0.00209715
iteration 10 - triangles 21518 threshold 0.0627485
iteration 15 - triangles 9086 threshold 0.61222
iteration 20 - triangles 4692 threshold 3.40483
iteration 25 - triangles 2796 threshold 13.4929
iteration 30 - triangles 1812 threshold 42.6184
iteration 35 - triangles 1262 threshold 114.416
simplified mesh in 0.2518 seconds
>>> vertices, faces, normals = mesh_simplifier.getMesh()
Controlling the reduction algorithm
~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~
Parameters of the '''simplify\_mesh''' method that can be tuned.
- **target\_count**
Target number of triangles.
- **update\_rate**
Number of iterations between each update.
- **max\_iterations**
Maximal number of iterations
- **aggressiveness**
Parameter controlling the growth rate of the threshold at each iteration when lossless is False.
- **preserve\_border**
Flag for preserving the vertices situated on open borders. Applies the method described in `this issue <https://github.com/sp4cerat/Fast-Quadric-Mesh-Simplification/issues/14>`__.
- **alpha**
Parameter for controlling the threshold growth. Exact implication described below.
- **K**
Parameter for controlling the threshold growth. Exact implication described below.
- **lossless**
Flag for using the lossless simplification method. Sets the update rate to 1 .
- **threshold\_lossless**
Maximal error after which a vertex is not deleted, only when the lossless flag is set to True.
- **verbose**
Controls verbosity
Implications of the parameters of the threshold growth rate (when not in lossless mode) :
'''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''
$$threshold = alpha \* (iteration + K)^{agressiveness}$$
\
More information is to be found on Sp4cerat's repository : `Fast-Quadric-Mesh-Simplification <https://github.com/sp4cerat/Fast-Quadric-Mesh-Simplification>`__
Huge thanks to Sp4cerat for making his code available!
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"description": "pyfqmr : Python Fast Quadric Mesh Reduction\n===========================================\n\nCython wrapper around `sp4acerat's quadrics mesh reduction\nalgorithm <https://github.com/sp4cerat/Fast-Quadric-Mesh-Simplification>`__.\n\nRequirements:\n~~~~~~~~~~~~~\n\n- *Numpy*\n- *Cython* (only for compilation, but not needed if installed from PyPI)\n\nInstallation :\n~~~~~~~~~~~~~~\npyfqmr can be installed via `pip <https://pypi.org/project/pyfqmr/0.1.1/>`_ :\n\n\n.. code:: bash\n\n pip install pyfqmr\n\n\nCompilation :\n~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~\n\nRun:\n\n.. code:: bash\n\n python setup.py install\n\nUsage:\n~~~~~~\n\n.. code:: python\n\n >>> #We assume you have a numpy based mesh processing software\n >>> #Where you can get the vertices and faces of the mesh as numpy arrays.\n >>> #For example Trimesh or meshio\n >>> import pyfqmr\n >>> import trimesh as tr\n >>> bunny = tr.load_mesh('example/Stanford_Bunny_sample.stl')\n >>> #Simplify object\n >>> mesh_simplifier = pyfqmr.Simplify()\n >>> mesh_simplifier.setMesh(bunny.vertices, bunny.faces)\n >>> mesh_simplifier.simplify_mesh(target_count = 1000, aggressiveness=7, preserve_border=True, verbose=10)\n iteration 0 - triangles 112402 threshold 2.187e-06\n iteration 5 - triangles 62674 threshold 0.00209715\n iteration 10 - triangles 21518 threshold 0.0627485\n iteration 15 - triangles 9086 threshold 0.61222\n iteration 20 - triangles 4692 threshold 3.40483\n iteration 25 - triangles 2796 threshold 13.4929\n iteration 30 - triangles 1812 threshold 42.6184\n iteration 35 - triangles 1262 threshold 114.416\n simplified mesh in 0.2518 seconds \n >>> vertices, faces, normals = mesh_simplifier.getMesh()\n\nControlling the reduction algorithm\n~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~\n\nParameters of the '''simplify\\_mesh''' method that can be tuned.\n\n- **target\\_count**\n Target number of triangles.\n- **update\\_rate**\n Number of iterations between each update.\n- **max\\_iterations**\n Maximal number of iterations\n- **aggressiveness**\n Parameter controlling the growth rate of the threshold at each iteration when lossless is False.\n- **preserve\\_border**\n Flag for preserving the vertices situated on open borders. Applies the method described in `this issue <https://github.com/sp4cerat/Fast-Quadric-Mesh-Simplification/issues/14>`__.\n- **alpha**\n Parameter for controlling the threshold growth. Exact implication described below.\n- **K**\n Parameter for controlling the threshold growth. Exact implication described below.\n- **lossless**\n Flag for using the lossless simplification method. Sets the update rate to 1 .\n- **threshold\\_lossless**\n Maximal error after which a vertex is not deleted, only when the lossless flag is set to True.\n- **verbose**\n Controls verbosity\n\nImplications of the parameters of the threshold growth rate (when not in lossless mode) :\n'''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''''\n$$threshold = alpha \\* (iteration + K)^{agressiveness}$$\n\n\\\n\nMore information is to be found on Sp4cerat's repository : `Fast-Quadric-Mesh-Simplification <https://github.com/sp4cerat/Fast-Quadric-Mesh-Simplification>`__\n\nHuge thanks to Sp4cerat for making his code available!\n",
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