Cython wrapper around sp4acerat’s quadrics mesh reduction algorithm.
Requirements:
Numpy
Cython (only for compilation, but not needed if installed from PyPI)
Installation :
pyfqmr can be installed via pip :
pip install pyfqmr
Compilation :
Run:
pip install .
Usage:
>>> # 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=True)
>>> vertices, faces, normals = mesh_simplifier.getMesh()
>>>
>>> # To make verbose visible, use logging module :
>>> import logging
>>>
>>> # Configure the logger to show debug messages
>>> logging.basicConfig(level=logging.DEBUG)
>>> logger = logging.getLogger("pyfqmr")
>>>
>>> # Optionally, log to a file:
>>> # logging.basicConfig(filename='mesh_simplification.log', level=logging.DEBUG)
>>>
>>> # Now, when `simplify_mesh(verbose=True)` is called,
>>> # messages will appear in the console or the log file
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.
- 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
Falg controlling verbosity
Controlling the lossless reduction algorithm
Parameters of the `simplify_mesh_lossless` method that can be tuned.
- verbose
Falg controlling verbosity
- epsilon
Maximal error after which a vertex is not deleted.
- max_iterations
Maximum number of iterations.
- preserve_border
Flag for preserving the vertices situated on open borders. Applies the method described in this issue.
Note
The `simplify_mesh_lossless` method is different from the `simplify_mesh` method with the lossless flag enabled, and should be prefered when quality is the aim and not a precise number of target triangles.
Tests have shown that the threshold_lossless argument has little to no influence on the reduction of the meshes.
Implications of the parameters for the threshold growth rate :
(simplify_mesh() method when not in lossless mode)
$$threshold = alpha * (iteration + K)^{agressiveness}$$
More information is to be found on Sp4cerat’s repository :
Fast-Quadric-Mesh-Simplification
Huge thanks to Sp4cerat for making his code available!
Metadata
Release files for pyfqmr 0.5.0
For a detailed explanation of source distributions (sdists) and built distributions (wheels), please see the package formats documentation.
Built distributions (wheels)
Total release size: 45.5 MB
Release files / pyfqmr-0.5.0-cp314-cp314t-win_arm64.whl
| Download URL | pyfqmr-0.5.0-cp314-cp314t-win_arm64.whl |
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Release files / pyfqmr-0.5.0-cp313-cp313-macosx_11_0_arm64.whl
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Release files / pyfqmr-0.5.0-cp313-cp313-macosx_10_13_x86_64.whl
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Release files / pyfqmr-0.5.0-cp312-cp312-win_arm64.whl
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Release files / pyfqmr-0.5.0-cp312-cp312-win_amd64.whl
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Release files / pyfqmr-0.5.0-cp312-cp312-musllinux_1_2_x86_64.whl
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Release files / pyfqmr-0.5.0-cp312-cp312-musllinux_1_2_aarch64.whl
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Release files / pyfqmr-0.5.0-cp312-cp312-manylinux_2_24_aarch64.manylinux_2_28_aarch64.whl
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Release files / pyfqmr-0.5.0-cp312-cp312-manylinux2014_x86_64.manylinux_2_17_x86_64.whl
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Release files / pyfqmr-0.5.0-cp312-cp312-macosx_11_0_arm64.whl
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Release files / pyfqmr-0.5.0-cp312-cp312-macosx_10_13_x86_64.whl
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Release files / pyfqmr-0.5.0-cp311-cp311-win_arm64.whl
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Release files / pyfqmr-0.5.0-cp311-cp311-win_amd64.whl
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Release files / pyfqmr-0.5.0-cp311-cp311-win32.whl
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Release files / pyfqmr-0.5.0-cp311-cp311-musllinux_1_2_x86_64.whl
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Release files / pyfqmr-0.5.0-cp311-cp311-musllinux_1_2_aarch64.whl
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Release files / pyfqmr-0.5.0-cp311-cp311-manylinux_2_24_aarch64.manylinux_2_28_aarch64.whl
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Release files / pyfqmr-0.5.0-cp311-cp311-manylinux2014_x86_64.manylinux_2_17_x86_64.whl
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Release files / pyfqmr-0.5.0-cp311-cp311-macosx_11_0_arm64.whl
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Release files / pyfqmr-0.5.0-cp311-cp311-macosx_10_9_x86_64.whl
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Release files / pyfqmr-0.5.0-cp310-cp310-win_amd64.whl
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Release files / pyfqmr-0.5.0-cp310-cp310-win32.whl
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Release files / pyfqmr-0.5.0-cp310-cp310-musllinux_1_2_x86_64.whl
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Release files / pyfqmr-0.5.0-cp310-cp310-musllinux_1_2_aarch64.whl
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Release files / pyfqmr-0.5.0-cp310-cp310-manylinux_2_24_aarch64.manylinux_2_28_aarch64.whl
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Release files / pyfqmr-0.5.0-cp310-cp310-manylinux2014_x86_64.manylinux_2_17_x86_64.whl
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Release files / pyfqmr-0.5.0-cp310-cp310-macosx_11_0_arm64.whl
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Release files / pyfqmr-0.5.0-cp310-cp310-macosx_10_9_x86_64.whl
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Release files / pyfqmr-0.5.0-cp39-cp39-win_amd64.whl
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Release files / pyfqmr-0.5.0-cp39-cp39-win32.whl
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Release files / pyfqmr-0.5.0-cp39-cp39-musllinux_1_2_x86_64.whl
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Release files / pyfqmr-0.5.0-cp39-cp39-musllinux_1_2_aarch64.whl
| Download URL | pyfqmr-0.5.0-cp39-cp39-musllinux_1_2_aarch64.whl |
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Release files / pyfqmr-0.5.0-cp39-cp39-manylinux_2_24_aarch64.manylinux_2_28_aarch64.whl
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Release files / pyfqmr-0.5.0-cp39-cp39-manylinux2014_x86_64.manylinux_2_17_x86_64.whl
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Release files / pyfqmr-0.5.0-cp39-cp39-macosx_11_0_arm64.whl
| Download URL | pyfqmr-0.5.0-cp39-cp39-macosx_11_0_arm64.whl |
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Release files / pyfqmr-0.5.0-cp39-cp39-macosx_10_9_x86_64.whl
| Download URL | pyfqmr-0.5.0-cp39-cp39-macosx_10_9_x86_64.whl |
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Release files / pyfqmr-0.5.0-cp38-cp38-win_amd64.whl
| Download URL | pyfqmr-0.5.0-cp38-cp38-win_amd64.whl |
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| Size | 107.0 kB |
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Release files / pyfqmr-0.5.0-cp38-cp38-win32.whl
| Download URL | pyfqmr-0.5.0-cp38-cp38-win32.whl |
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Release files / pyfqmr-0.5.0-cp38-cp38-manylinux_2_24_aarch64.manylinux_2_28_aarch64.whl
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Release files / pyfqmr-0.5.0-cp38-cp38-manylinux2014_x86_64.manylinux_2_17_x86_64.whl
| Download URL | pyfqmr-0.5.0-cp38-cp38-manylinux2014_x86_64.manylinux_2_17_x86_64.whl |
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| Size | 836.6 kB |
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Release files / pyfqmr-0.5.0-cp38-cp38-macosx_11_0_arm64.whl
| Download URL | pyfqmr-0.5.0-cp38-cp38-macosx_11_0_arm64.whl |
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Release files / pyfqmr-0.5.0-cp38-cp38-macosx_10_9_x86_64.whl
| Download URL | pyfqmr-0.5.0-cp38-cp38-macosx_10_9_x86_64.whl |
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| Size | 133.8 kB |
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