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Hyper-parameter Tuning Support -- Optuna #62
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…parate HPs from fixed parameters based on the decorator used
…old dataclass support that is not present anymore.
Pull Request Test Coverage Report for Build 1024042568Warning: This coverage report may be inaccurate.This pull request's base commit is no longer the HEAD commit of its target branch. This means it includes changes from outside the original pull request, including, potentially, unrelated coverage changes.
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💛 - Coveralls |
…gs (from cmd line or as input into ConfigArgBuilder) are passed thus falling back on all defaults or definitions from the command line. fix-up of all cmdline usage pattern. there were certain edge cases that were not getting caught correctly if it wasn't overriding an existing payload from a yaml file. #61
Also covers #61 as I was too lazy to cut it on a new branch since this already had massive backend changes for hyper-parameter support. |
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Jul 13, 2021
…ameters Signed-off-by: Nicholas Cilfone <nicholas.cilfone@fmr.com>
Signed-off-by: Nicholas Cilfone <nicholas.cilfone@fmr.com>
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Partially addressing #60 by integrating Optuna support. Basic framework for accessing tuner backend. Should be able to extend to other backends as long as they have a similar 'define-and-run style interface' similar to Optuna where parameters can be freely used within the code and not managed internally (this might not be the case for Ax).
Also adds black/isort linting.
Missing unit tests.