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Batch fANOVA importance analysis #827

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merged 54 commits into from
Aug 1, 2024

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update with new WIP feature: importance estimation using functional ANOVA (requires optuna, scikit-learn)
use the Analyzer() object to calculate parameter importance on prior batch simulation results.
example uses grid search (see examples/rosenbrock/fanova_rosenbrock within batch tools directory.

…(beta version) (suny-downstate-medical-center#819)

* fixed bug in conn, updated test/examples/* to use dynamic pathing

* update CHANGES.md

* updated documentation with new batchtools (beta)
cfg.progressBar = 2 will display all progress bars
cfg.progressBar = 1 will call tqdm with progress bars w/ leave = 0
cfg.progressBar = 0 will disable the progress bar.
jchen6727 and others added 24 commits May 16, 2024 00:17
… loading bar. (suny-downstate-medical-center#821)

* Updated logic, bug fix

cfg.progressBar = 2 will display all progress bars
cfg.progressBar = 1 will call tqdm with progress bars w/ leave = 0
cfg.progressBar = 0 will disable the progress bar.
'sge' or 'sh' are valid options for the 'job_type' argument, not 'shell'
…tionary, fanova example started. batchtools.rst updated
fanova (large sample -- 625), running fanova analysis
cfg.py of CA3 including additional cfg settings to avoid confusion
@jchen6727 jchen6727 merged commit e574050 into suny-downstate-medical-center:batch Aug 1, 2024
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jchen6727 added a commit that referenced this pull request Aug 30, 2024
* batch tools subpackage merge into dev,

see PR #818 #822 #826 #827 

see documentation
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3 participants