A library for computing topological data structures
Project description
A library for computing topological data structures stemming from Morse Theory. Given a set of arbitrarily arranged points in any dimension, this library is able to construct approximate topological structures using a neighborhood graph to simulate manifold structures.
Installation
Currently, you can use pip to install this package and all of its prerequisite libraries:
pip install topopy
Or to install from source, install all of the prerequiste libraries:
And then clone and build the source repository:
git clone https://github.com/maljovec/topopy.git cd topopy make python setup.py [develop|install]
Example Usage
import nglpy as ngl import numpy as np import topopy def hill(_x): _x = np.atleast_2d(_x) x = _x[:, 0] y = _x[:, 1] return np.exp(- ((x - .55)**2 + (y-.75)**2)/.125) + 0.01*(x+y) X = np.random.rand(100,2) Y = hill(X) graph = ngl.EmptyRegionGraph(beta=1.0, relaxed=False, p=2.0) msc = topopy.MorseSmaleComplex(graph=graph, gradient='steepest', normalization='feature') msc.build(X, Y) msc.get_partitions()
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Hashes for topopy-1.0.4-cp37-cp37m-musllinux_1_1_x86_64.whl
Algorithm | Hash digest | |
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SHA256 | d2f4217020858f519a818c3b89fc03da228bf07a01344cc30197d0f38a3a6ba8 |
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MD5 | d678e9ea5ed55f9b1bf4b366925c0760 |
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BLAKE2b-256 | 327dde108bdbb94ff9ebf97a2be73c0b2609adfac4fe544dbcd790c922c28bdb |
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Hashes for topopy-1.0.4-cp37-cp37m-musllinux_1_1_i686.whl
Algorithm | Hash digest | |
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SHA256 | 95b3292dc88241aec26b74611c945596d30f2cbbebb0e6da8c7a36647a64b0bd |
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MD5 | d34d160662c41381391a85a7150c9084 |
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BLAKE2b-256 | b2c8b527f44cda9d25f24da078217263e0e1debb552840ce97c170d4b43b7c19 |
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Hashes for topopy-1.0.4-cp37-cp37m-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
Algorithm | Hash digest | |
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SHA256 | 32c8cabf91b5a70facac04b256217e897371d38eba5f6177dfe5c17869eb6699 |
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MD5 | bb51d24823800553cf64db451abaf328 |
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BLAKE2b-256 | e8c79d484b381d147e393a64875f6d02219a999ba6f730dba1b0155f4d9ef90f |
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Hashes for topopy-1.0.4-cp37-cp37m-manylinux_2_17_i686.manylinux2014_i686.whl
Algorithm | Hash digest | |
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SHA256 | 94ad9fa646fcbb6326ec60e7aa0ce8c68e8829eab80d8f5187b243d8f288f5a4 |
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MD5 | 72b1962ee6e255b56291847397b24175 |
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BLAKE2b-256 | d71db56476195fe2a1de34635b574732124ea5f137b1702b811b5e3c0e83aef6 |
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Hashes for topopy-1.0.4-cp37-cp37m-macosx_10_9_x86_64.whl
Algorithm | Hash digest | |
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SHA256 | 4c41a6414cda29a09135e85bce23e411b2f2660abe21c9b020989c35251c08d1 |
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MD5 | a5ed3dc96d24f6dbeb693e73346dba45 |
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BLAKE2b-256 | 8ecf186104e262f3fb33eade0a64d8d83f560d17da2813af836e9d69a0f567af |