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PYTHONIC FEAST

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What?

This is a Python3 code repository implementing the FEAST algorithm for computing eigenvalues of operators.

How?

  • A python class hierarchy of spectral projectors is provided as the main mechanism for experimentation with the algorithm.

  • The base class SpectralProj has afeast method.

  • Derived classes implement various spectral projector approximations. Finite element approximations of spectral projectors of partial differential operators are implemented using the python interface to the NGSolve package.

Install

Setup:
  • Clone this repository: Go to the code and look for the Atlassian's boilerplate clone button (which allows you to clone in SourceTree or using an HTTPS address).

  • Once you clone the repository, you will have a pyeigfeast folder somewhere in your system. Identify your local full path to the enclosing folder and call it <path-to-pyeigfeast>, i.e., the full path of your pyeigfeast folder will be <path-to-pyeigfeast>/pyeigfeast.

  • Modify your PYTHONPATH variable so python3 can find the pyeigfeast module:

 export PYTHONPATH=$PYTHONPATH:<path-to-pyeigfeast>
Dependencies:
  • Make sure scipy and matplotlib is installed.

  • To run examples with finite element approximations, it is necessary to have the NGSolve package installed. If it is correctly installed, then typing from ngsolve import * within a python shell should not give any errors.

Run

  • Navigate to the scripts folder. If your PYTHONPATH is set as above, you should be able to run any of these files.

  • The first example requires only the scipy dependency. To apply the FEAST algorithm to the matrix of a 1D Dirichlet problem, run this:

    python3 dirichlet1D.py
  • The third example uses a DPG approximation of the spectral projector to approximate the Dirichlet eigenmodes on the unit square.
    netgen dirichletDPG.py

Tutorial

Open a jupyter notebook and follow along with this tutorial if you would like to see more details of the DPG spectral projector.

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