Example to export model to ONNX

[twoertwein]

Closes #689

I added an example to demonstrate that it is possible to convert an RSMTool model to ONNX.

I just implemented the transformations to make the conversion work for the model I was dealing with :) The example will error when it encounters skll/rsmtool features that it does not (yet) support/when the conversion fails.

I was dealing with a simple regression model. fast_predict takes 0.1s while the converted ONNX+numpy model takes only 0.00014s

[desilinguist]

This is great @twoertwein! We will also need to add details about this to the documentation explaining the use case and the dependencies needed (e.g, skl2onnx etc.).

[twoertwein]

We will also need to add details about this to the documentation explaining the use case and the dependencies needed (e.g, skl2onnx etc.).

In the form of a quick tutorial like this one https://github.com/EducationalTestingService/rsmtool/blob/main/doc/tutorial_rsmcompare.rst.inc or should this be documented differently?

[desilinguist]

A tutorial would be fantastic!