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[WIP] Add features to ADVI #310

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@Sayam753 Sayam753 commented Aug 6, 2020

  • Add progress bar support.
  • Test progress bar in different OS.
    (Tested on MacOS 10.15.6, Ubuntu 18.04.4 LTS, Windows 8.1 and Google colab environments)
  • Add ParameterConvergence criteria to test convergence.
  • Add LowRank Approximation.
  • Add LowRank ADVI tests.
  • Update quickstart notebook.
  • Add an example notebook with hierarchical models and ADVI.

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codecov bot commented Aug 6, 2020

Codecov Report

Merging #310 into master will increase coverage by 0.05%.
The diff coverage is 91.17%.

Impacted file tree graph

@@            Coverage Diff             @@
##           master     #310      +/-   ##
==========================================
+ Coverage   90.02%   90.08%   +0.05%     
==========================================
  Files          33       34       +1     
  Lines        2447     2511      +64     
==========================================
+ Hits         2203     2262      +59     
- Misses        244      249       +5     
Impacted Files Coverage Δ
pymc4/distributions/transforms.py 78.26% <ø> (ø)
pymc4/variational/approximations.py 90.16% <85.71%> (-1.05%) ⬇️
pymc4/variational/callbacks.py 96.77% <96.77%> (ø)
pymc4/variational/__init__.py 100.00% <100.00%> (ø)
pymc4/variational/updates.py 66.66% <100.00%> (+3.03%) ⬆️

Added LowRank Approximation

Updated quickstart notebook

Handled pydocstyle warnings in pymc4/distributions/transforms.py module

Added LowRank Approximation tests
@fonnesbeck fonnesbeck closed this Jan 10, 2023
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2 participants