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This refactors the post-MCMC part of pm.sample into a function which simplifies testing and future refactoring.

In test_mcmc.py I consolidated the test cases, mostly by using pm.Metropolis and avoiding to re-run MCMCs just to test different flavors of discard_tuned_samples, return_inferencedata and so on.

Locally this reduced the test_mcmc.py runtime by ~200 seconds.

Maintenance

  • Post-MCMC parts of pm.sample were extracted into a function.

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codecov bot commented Feb 25, 2023

Codecov Report

Merging #6546 (6a2ed47) into main (9b59771) will decrease coverage by 0.05%.
The diff coverage is 100.00%.

Additional details and impacted files

Impacted file tree graph

@@            Coverage Diff             @@
##             main    #6546      +/-   ##
==========================================
- Coverage   91.96%   91.91%   -0.05%     
==========================================
  Files          89       89              
  Lines       14935    14936       +1     
==========================================
- Hits        13735    13729       -6     
- Misses       1200     1207       +7     
Impacted Files Coverage Δ
pymc/sampling/mcmc.py 92.12% <100.00%> (-0.22%) ⬇️
pymc/stats/convergence.py 90.35% <0.00%> (-5.27%) ⬇️

@michaelosthege michaelosthege marked this pull request as ready for review February 25, 2023 20:49
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@Armavica Armavica left a comment

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Nice!

@michaelosthege michaelosthege merged commit 14a10b7 into pymc-devs:main Feb 26, 2023
@michaelosthege michaelosthege deleted the refactor-sample-return branch February 26, 2023 10:50
@michaelosthege michaelosthege added the no releasenotes Skipped in automatic release notes generation label Feb 26, 2023
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2 participants