All your models belong to us: how to combine package archivist and function trace()

Let’s see how to collect all linear regression models that you will ever create in R.

It’s easy with the trace() function. A really powerful, yet not that popular function, that allows you to inject any R code in any point of a body of any function.
Useful in debugging and have other interesting applications.
Below I will show how to use this function to store a copy of every linear model that is created with lm(). In the same way you may store copies of plots/other models/data frames/anything.

To store a persistent copy of an object one can simply use the save() function. But we are going to use the archivist package instead. It stores objects in a repository and give you some nice features, like searching within repository, sharing the repository with other users, checking session info for a particular object or restoring packages to versions consistent with a selected object.

To use archivist with the trace() function you just need to call two lines. First one will create an empty repo, and the second will execute ‘saveToLocalRepo()’ at the end of each call to the lm() function.

Now, at the end of every lm() function the fitted model will be stored in the repository.
Let’s see this in action.

All models are stored as rda files in a disk based repository.
You can load them to R with the asearch() function.
Let’s get all lm objects, apply the AIC function to each of them and sort along AIC.

The aread() function will download the selected model.

Now you can just create model after model and if needed they all can be restored.

Read more about the archivist here: http://pbiecek.github.io/archivist/.

2 myśli na temat “All your models belong to us: how to combine package archivist and function trace()”

  1. “The aread() function will download the selected model.” Shouldn’t it be “The aread() function will read the selected model.” ? We are only working with local Repository and download is confusing.

Dodaj komentarz

Twój adres e-mail nie zostanie opublikowany. Pola, których wypełnienie jest wymagane, są oznaczone symbolem *

Możesz użyć następujących tagów oraz atrybutów HTML-a: <a href="" title=""> <abbr title=""> <acronym title=""> <b> <blockquote cite=""> <cite> <code class="" title="" data-url=""> <del datetime=""> <em> <i> <q cite=""> <strike> <strong> <pre class="" title="" data-url=""> <span class="" title="" data-url="">