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pysr's Introduction

pysr

a pure-python symbolic regression library built on deap

Installation

We use conda, and so should you.

  1. Create new environment with: conda env create -n ENVIRONMENT_NAME -f environment.yml where ENVIRONMENT_NAME is the name you want for your new environment
  2. Activate with source activate ENVIRONMENT_NAME on linux/OSX or activate ENVIRONENT_NAME on windows
  3. Deactivate with source deactivate

Usage

python -m scoop pysr.py csvfile numgens popsize

The first n+1 columns of the CSV are x_0 through x_n. The last column is y.

Recommended parameters

I use popsize=500 and numgens very large so I can just kill it with C-c.

Pickling

After every generation, the current population is pickled to a file called pickle. To restart from a picklefile, just run pysr.py in the same directory as pickle. To restart from the beginning, delete or move pickle.

Plotting

Just run with numgens and popsize equal to 0 to plot out the current best fit.

pysr's People

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agmorey avatar embg avatar ianhbell avatar

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pysr's Issues

Cannot fit data

I have a simple set of data, that is a monovariate data set, and I have tried, without success to fit the data. Could you perhaps take a look at the file that I have emailed you to see if you can get a reasonable fit out of it?

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