update badges

oversight, no impact to code. just README

compatibility upgrades with newer mud + new example

What's Changed

• update workflows + add documentation by @mathematicalmichael in #50
• use SVD to craft QoI by @mathematicalmichael in #51
• change build test by @mathematicalmichael in #52
• upgrade setuptools early by @mathematicalmichael in #54
• fix conda problems + try latest mud release candidate by @mathematicalmichael in #55
• 2024 update by @mathematicalmichael in #56

Full Changelog: v0.2...v0.2.1

documentation improvements + new example notebook

What's Changed

• update workflows + add documentation by @mathematicalmichael in #50
• use SVD to craft QoI by @mathematicalmichael in #51
• update docstrings
• make notes on things to improve

Full Changelog: v0.2...v0.2.1-rc0

python packaging + support scipy < 0.19

v0.1.post1 Release

new packaging process
🚀 improved CI/CD pipelines
🐳 docker image builds and ships automatically
🌟 beginning of strict semantic versioning

linting release, general cleanup

resolves over 100 linting warnings, but not all of them, nor any structural / architectural issues

new convergence plots for linear examples

new linear example where we study the spectrum of the updated covariance as a function of the number of measurements used per QoI.

convergence plots in N-D for pde

feature request from Troy to show convergence plots with distance to "best estimate" from initial samples since there is no "true" parameter in this problem.

decouple initial + model eval samples, re-package datasets

this release introduces a lot of breaking changes (not backwards compatible at all) in the interest of cleaning up syntax and supporting the ability to specify a prior/initial independent of a sampling distribution used to evaluate samples. The concept of "sample_dist" is used to refer to the distribution which was used to evaluate the model. "dist" refers to the prior distribution. New args are "loc" and "scale" which are used for scipy's distributions to set the prior to one's choosing. "tolerance" used to refer to measurement tolerance (precision of sensor), and now has been replaced with "precision" or "-p" with "-t" and "tolerance" used exclusively to refer to the parameter which is used to define the standard deviation of the sampling distribution when it is set to be normal. Tolerance in this context refers to the support of the prior/initial. File format is pde_{dim}D/{1000*tol}_{dim}{dist}.pkl

improvements and bugfixes

convergence plots for ode were missing labels in previous release, not plotting comparison properly with MAP. the x-axis was also mis-labeled. figures now all saved to one directory.

linear examples completed

now all the examples will be generated.