Mon, 30 Mar 2020 16:46:47 -0500
Added README.md
| 11 | 1 | |
| 2 | # Algorithm tools for Julia | |
| 3 | ||
| 4 | Author: Tuomo Valkonen <tuomov@iki.fi> | |
| 5 | ||
| 6 | This repository contains some general utility routines and tools for doing | |
| 7 | iterative algorithms in Julia: | |
| 8 | ||
| 9 | * Tools to facilitate working with `Channel`s | |
| 10 | * Linked lists and writing them to log files. | |
| 11 | * Structs: iteration, field replacement | |
| 12 | * Calculation of norms, dot products, projections | |
| 13 | * Conditional thread execution macros | |
| 14 | * Template for conveniently writing iterative algorithms using `do`-block anonymous functions as algorithm steps, with visualisation/verbosity implemented generally in iterator. | |
| 15 | ||
| 16 | The code is used, for example, by <http://dx.doi.org/10.5281/zenodo.3659180>. | |
| 17 | ||
| 18 | ## Iterative algorithms example | |
| 19 | ||
| 20 | The package includes `simple_iterate` which helps separating the computational step of iterative algorithms for visualisation routines. It is merely intended to serve as a template, as different applications require different visualisation routines to be implemented in a replacement of `simple_iterate`. The computational step is implemented as a `do`-block anonymous function that gets passed another function is a parameter for doing the verbosity on request. Example: | |
| 21 | ||
| 22 | ```julia | |
| 23 | using AlgTools.Iterate | |
| 24 | ||
| 25 | params = (verbose_iter = 10, maxiter = 100,) | |
| 26 | ||
| 27 | begin | |
| 28 | local x = 1 | |
| 29 | simple_iterate(params) do verbose | |
| 30 | # This is our computational step, as an anonymous | |
| 31 | # `do`-block function. It has one parameter: `verbose`, | |
| 32 | # itself a function. | |
| 33 | x = x + √x | |
| 34 | verbose() do | |
| 35 | # This is another anonymous function that will | |
| 36 | # only get called when decided by `verbose`. | |
| 37 | # If we do get called, return current value | |
| 38 | return x, nothing | |
| 39 | end | |
| 40 | end | |
| 41 | end | |
| 42 | ``` | |
| 43 | This will output | |
| 44 | ``` | |
| 45 | 10/100 J=31.051164 | |
| 46 | 20/100 J=108.493699 | |
| 47 | 30/100 J=234.690039 | |
| 48 | 40/100 J=410.056327 | |
| 49 | 50/100 J=634.799262 | |
| 50 | 60/100 J=909.042928 | |
| 51 | 70/100 J=1232.870172 | |
| 52 | 80/100 J=1606.340254 | |
| 53 | 90/100 J=2029.497673 | |
| 54 | 100/100 J=2502.377071 | |
| 55 | ``` | |
| 56 |