Added option to normalize RB solution snapshots

[dknez]

It can be useful to normalize solution snapshots in RB training, e.g. this is relevant if snapshots have different magnitudes and we want to treat them all on "equal footing."

[jwpeterson]

This is the second PR where I'm seeing failures during fetch and branch for ARM machines. @roystgnr @lindsayad any ideas?

Fatal Python error: init_fs_encoding: failed to get the Python codec of the filesystem encoding
Python runtime state: core initialized
ModuleNotFoundError: No module named 'encodings'

[moosebuild]

Job Test ARM mac on 6ac7288 : invalidated by @lindsayad

[lindsayad]

looks like someone invalidated it and now it's stuck. Let's try again

[jwpeterson]

There is a complex mode build failure for this PR that looks legitimate:

../src/reduced_basis/rb_eim_construction.C: In member function 'void libMesh::RBEIMConstruction::apply_normalization_to_solution_snapshots()':
../src/reduced_basis/rb_eim_construction.C:652:24: error: no match for 'operator>' (operand types are 'libMesh::Number' {aka 'std::complex<double>'} and 'double')
  652 |           if (norm_val > 0.)
      |               ~~~~~~~~ ^ ~~
      |               |          |
      |               |          double
      |               libMesh::Number {aka std::complex<double>}
In file included from /opt/rh/gcc-toolset-12/root/usr/include/c++/12/string:47,
                 from /opt/rh/gcc-toolset-12/root/usr/include/c++/12/bits/locale_classes.h:40,
                 from /opt/rh/gcc-toolset-12/root/usr/include/c++/12/bits/ios_base.h:41,
                 from /opt/rh/gcc-toolset-12/root/usr/include/c++/12/ios:42,
                 from /opt/rh/gcc-toolset-12/root/usr/include/c++/12/istream:38,
                 from /opt/rh/gcc-toolset-12/root/usr/include/c++/12/fstream:38,
                 from ../src/reduced_basis/rb_eim_construction.C:21:

[dknez]

Thanks, I just pushed a fix.

[moosebuild]

Job Coverage, step Generate coverage on 6dd327c wanted to post the following:

Coverage

	c54449	#4045 6dd327
	Total	Total	+/-	New
Rate	62.34%	62.33%	-0.01%	4.44%
Hits	72767	72770	+3	2
Misses	43952	43975	+23	43

Diff coverage report

Full coverage report

Warnings

• New new line coverage rate 4.44% is less than the suggested 90.0%

This comment will be updated on new commits.