VI refactor - using numpyro auto-guide design

[jessegrabowski]

Checking out how VI works with a simple from-scratch implemention

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📚 Documentation preview 📚: https://pymc--7799.org.readthedocs.build/en/7799/

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[twiecki]

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Codecov Report

Attention: Patch coverage is 0% with 41 lines in your changes missing coverage. Please review.

Project coverage is 92.64%. Comparing base (c8d83ca) to head (b7aa31d).
Report is 4 commits behind head on main.

Files with missing lines	Patch %	Lines
pymc/variational/autoguide.py	0.00%	41 Missing ⚠️

❌ Your patch check has failed because the patch coverage (0.00%) is below the target coverage (50.00%). You can increase the patch coverage or adjust the target coverage.

Additional details and impacted files

@@            Coverage Diff             @@
##             main    #7799      +/-   ##
==========================================
- Coverage   92.84%   92.64%   -0.21%     
==========================================
  Files         107      108       +1     
  Lines       18380    18422      +42     
==========================================
+ Hits        17065    17067       +2     
- Misses       1315     1355      +40     

Files with missing lines	Coverage Δ
pymc/variational/autoguide.py	0.00% <0.00%> (ø)

... and 1 file with indirect coverage changes

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[theorashid]

I've read the notebook. I like the API a lot. I'm a fan of the numpyro guide/autoguide. Nice work