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Setup of the POD+I application (#547)

* Correct KPLSK name

* Correct 99% interval

* few changes on GP_sampling

* some tests

* some tests

* new file for pod+gp

* initialize

* developping pod function and heritage with SurrogateModel class

* pod method working. now trying to make all the getters working for predict_values...etc.

* working on predict_values and predict_variances

* predict functions done, now continuing to make the format correspond to the other surrogate models

* just before updating a more correct format

* almost finished v0 of podgp

* fixing some array's dimensions issues

* few changes

* few changes before pull request

* few changes

* used ruff to fix the format issues

* common name 'PODGP' instead of 'POD+GP'

* changing podgp to an application

* fixing names and check order of call for method

* setting options working

* adding some tests

* some tests for podi working

* podi is an application not a surrogate model now

* few corrections of the tests

* fix 'choice_n_modes_tol'

* deleting ipython.html file

* adding checks for raised error

* add a few comments

* replacing try/except format with assertRaises

* using Unittest's methods instead of raw asserts

* change few error messages

* quick fix of typing error

* changing 'random_state' to 'seed'

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Co-authored-by: Rémi Lafage <remi.lafage@onera.fr>

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