Create load_all_packages to install Julia extensions
#688
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This creates a function
load_all_packagesto install all possible Julia libraries that might be used by the PySRRegressor.This is necessary for building fully-complete docker and apptainer images. The new dockerfile now includes all extensions.
x-ref #687