* WIP* Add ML example* Save for merge* Update* Parameter types more (#13)* fix: import error from exception module (#525)* fix: replace list with sequence (#524)* Fix min window type check (#523)* fix: replace dict with Mapping* fix: replace list with Sequence* fix: add type hint* fix: does not accept None* Change docs badge (#527)* fix: parameter, target_space* fix: constraint, bayesian_optimization* fix: ParamsType---------Co-authored-by: till-m <36440677+till-m@users.noreply.github.com>* Use `.masks` not `._masks`* User `super` to call kernel* Update logging for parameters* Disable SDR when non-float parameters are present* Add demo script for typed optimization* Update parameters, testing* Remove sorting, gradient optimize only continuous params* Go back to `wrap_kernel`* Update code* Remove `tqdm` dependency, use EI acq* Add more text to typed optimization notebook.* Save files while moving device* Update with custom parameter type example* Mention that parameters are not sorted* Change array reg warning* Update Citations, parameter notebook---------Co-authored-by: phi-friday <phi.friday@gmail.com>

* bump version* Update pyproject.toml

* chore: upgrade poetry2.0 & apply pep621* fix: replace poetry action(not support 2.0)* fix: exclude one matrix* chore: split numpy deps* fix: numpy constraints* fix: install root* chore: use install-poetry

* Add functionality to save and load state of the BayesianOptimization* Update basic-tour with new save and load functionality* move load stateful path to optional argument in class instantiation* add test for string params, update tests with new load functionality* updated basic tour with updated paths* add the random state to the set of things to list of saved items* move state loading to separate function, add functionality for saving acquisition function state* use new loading schema* update tests, add integration tests for saving and loading acquisition functions* undo abstractmethod implementation for get and set state saving functionality* reorganize state saving and loading for consistency* move integration tests into acquisition* remove unndecessary test, add tests for domain reduction and custom parameters* make test more comprehensive* add test logs* sync execution counts from basic tour* linting, whitespace removal, import structuring* ruff fix for string literal in error message* fix ruff complaints* make all side param comparisons almost equal to account for slight numpy differences* reformat array comparison check* upgrade poetry2.0 & apply pep621 (#545)* chore: upgrade poetry2.0 & apply pep621* fix: replace poetry action(not support 2.0)* fix: exclude one matrix* chore: split numpy deps* fix: numpy constraints* fix: install root* chore: use install-poetry* Fix coverage report (#552)* remove unnecessary files, have acquisition baseclass functions raise errors* remove duplicate acquisition functions random state* ruff format* add  type hints for base acquisition get/set functions* remove noreturn* remove former saving functionality from notebooks* increase legibility of custom acquisition example* explicitly stating the optionality of the saving and loading in custom acq functions---------Co-authored-by: phi-friday <phi.friday@gmail.com>Co-authored-by: till-m <36440677+till-m@users.noreply.github.com>

* remove observable pattern, jsonlogger, and any use of events* update notebooks to new logging system* update tests for new logging system* make ruff formatting tests pass* add tests for the screen logger class* pass in logger function arguments seperately* add tests to check params_config implementation* remove unnecessary attribute descriptions, move params_config to function argument* make verbosity level check explicit* format negative scientific notation correctly* use ternary operator to make computer happy* format parameter values correctly

* Update acquisition.py* Update acquisition.pyCode linter optimisation with Ruff* Update acquisition.pyComputational-efficiency of the MIP identification increased* Update acquisition.pyLinter improved* Update acquisition.py* Rename minimization methods for clarity and update tests accordingly* Refactor differential evolution import and optimize acquisition function* Modification to differential evolution solver integration and refine continuous parameter search* Refactor DifferentialEvolutionSolver initialization to support scipy version compatibility* Removes fixed algorithm for acquisition function minimization and applies kernel transformation to x_min* Fixing formatting issue

* Fix acq min bug* Update docs, make `random_state` not a property of acqs* fix giving bad seeds to l-bfgs-b* remove debug code* Relax constraint.approx test slightly* GPHedge: ensure random state* nitpick fixes* Make constraints work with parameter types* Use `deepcopy` when copying constraint in `ConstantLiar`* Move the instantiation of `ConstraintModel`* Update warning* remove unnecessary random state storing* Remove unnecessary import* Add a `.random_sample` function to the optimizer

* Fix acq min bug* Update docs, make `random_state` not a property of acqs* fix giving bad seeds to l-bfgs-b* remove debug code* Relax constraint.approx test slightly* GPHedge: ensure random state* nitpick fixes* Make constraints work with parameter types* Use `deepcopy` when copying constraint in `ConstantLiar`* Move the instantiation of `ConstraintModel`* Update warning* remove unnecessary random state storing* Remove unnecessary import* Add a `.random_sample` function to the optimizer* Fix types, refactor some test code* Use AE spelling* Remove unnecessary `extra_kwargs`