The Very First Post
Greetings!
This is my first blog post for GSoC. First, I’ll briefly tell you about what I am planning on doing for my GSoC project.
My project concerns the Julia language. I will be implementing an eigenvalue problem solver for sparse matrices in Julia. During the GSoC program, my goal is to create a drop-in replacement for the current eigs
function in pure Julia. The focus will be on nonsymmetric matrices, but if there is time, the implementation could be extended to cover symmetric matrices as well. As a part of this project, I will provide benchmarks comparing the performance of the new implementation of eigs
versus the ARPACK’s implementation of eigs
that is currently in use. The aim is to get this new method into the package IterativeSolvers.jl
.
The project has started out quite nicely. I have worked on haampie’s repository IRAM.jl
. The plan for the first week was to study the Implicitly Restarted Arnoldi Method and then start implementing it. Thus far, I have implemented a method qr!
that computes the QR decomposition of a Hessenberg matrix using Givens rotations, and I’ve been working on getting the shifted QR algorithm to work with Givens rotations (currently named restarted_arnoldi_2
). You can find my latest commits here.
I’ve had some school work to work on for these past two weeks, but I have managed to make modest progress with this coding project as well. I will keep you updated about my future progress.
Until next time!