Deepcave

Latest version: v1.2

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1.2

Plugins
- Add symbolic explanations plugin (46).
- It is now possible to view multiple unequal runs at once in Cost over Time and Pareto (93).
- Runs with unequal objectives cannot be displayed together.
- Added an enum for displaying according warning messages.

Enhancements
- Fix lower bounds of dependency versions.
- Allow to load multi-objective SMAC3v2 and add example (69).
- Allow to load runs with multiple seeds and add examples (70).
- Correct incumbent calculation when single objective should be maximized.
- Correct range of configuration cube slider for number of configs.
- Do not disable existing loggers.
- Update author email.
- Add exit button which first deletes running jobs and then terminates DeepCave.
- Nicer handling of Keyboard Interrupt.
- Disable debug mode.
- Save plotly plots in higher resolution upon download.
- Get hovertext per budget in Footprint, Config Cube, Cost over Time, and Pareto Front.

Bug-Fixes
- Fix missing objective specification in LPI evaluator (71).
- Don't convert BOHB runs with status 'running' (consistent with SMAC).
- Fix api examples (68).
- Reset inputs to fix error when subsequently selecting runs with different configspaces, objectives or budgets (106).
- Fix errors due to changing inputs before runselection (64).
- For fANOVA, remove constant hyperparameters from configspace (9).
- When getting budget, objectives etc from multiple runs in Cost over Time and Pareto Front:
- Instead of taking the first run as comparative value,
- take the one with the lowest budget, else the index for the budgets could be out of bounds.
- For PCP, show hyperparameters with highest importance closest to the cost, i.e. right (124).
- Add init files to all test directories.
- Correct LPI importance tests.
- Free port when exiting via the exit button (52).

Documentation
- Add How to Contribute section.
- Expand documentation for partial dependence plugin.

Version-Updates
- Black version from 23.1.0 to 23.3.0
- Mypy from 0.930 to 1.5.1

Mypy
- Updated args so there are no missing imports
- Updated additional dependencies, so mypy can check all types
- Note: If the installs in requirements change, it has to be adapted in additional dependencies
- Added many type annotations
- In some cases internal refactoring for variables, due to typing

Pydocstyle and Linter
- Major overhaul of docstrings in various files
- Removed unused imports and variables

Groups
- Groups now get a default name, if no name was entered by the user.
- Groups get sorted alphabetically to appear more ordered.

Additional Changes
- Added a "make install examples" in Makefile

1.1.3

Bug-Fixes
- Fix seaborn style name (82).
- Remove potential sources of nondeterminism in evaluators by not setting seeds randomly (75).
- Exchange SMAC log examples to fix issue with PDP (54).
- Fix error when requesting more than 10 colors in a plot (36 colors available now).

1.1.2

Bug-Fixes
- Fix configspace version.

1.1.1

Bug-Fixes
- Put in missing "q" values into configspaces to allow using newer ConfigSpace versions.
- Fix minimal configspace version.
- Fixes in make publish command.

1.1

Converters
- SMAC 2.0

Dependencies
- Remove SMAC dependency by adding required function directly.

1.0.1

Bug-Fixes
- SMAC Converter: If config origin is not found then `None` is used.
- Restricting SMAC<1.4.0 as SMAC had some API changes.

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