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hodiem avatar kdho-escb avatar mancellin avatar vincent-laurent avatar

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palma's Issues

Unnecessary level of abstraction

The ModelSelector API seems redundant with the Optimizer class :

Something like this would be more suitable and simple:

engine = FlamlOptimizer(**parameters)
engine.fit(project)

For consistency of naming we should have also

model = engine.best_model_
evaluator = ModelEvaluator(model=model) 

Rather than the confusing usage of estimator/model

Related issue40

More consistent naming

To avoid giving different names to the same thing or the same name to different things

model = ModelEvaluation(estimator=ms.best_model_)

could be changed to something like

model_evaluation = ModelEvaluation(model=ms.best_model_)

Also for consistency, one might consider having either

  • ModelSelection and ModelEvaluation
  • or ModelSelector and ModelEvaluator

Install error : no module named "palma.base"

Hi Vincent,

I tried to install the palma package through :

pip install palma and pip install git+https://github.com/eurobios-mews-labs/palma.git

Each causes the error :

>>> import palma Traceback (most recent call last): File "<stdin>", line 1, in <module> File "/home/dejaegherjer/monitoring_pylones/.venv/lib/python3.10/site-packages/palma/__init__.py", line 11, in <module> from palma.base.model import ModelEvaluation ModuleNotFoundError: No module named 'palma.base'

I succeed in installing it through :

git clone https://github.com/eurobios-mews-labs/palma.git pip install -e .

So no problem for me, just a message to share this problem, and maybe help if someone have the same problem.

Thank you for your job, cheers,

Todo: remove AutoSklearnOptimizer

The current implementation is broken. I tried to fix it but I can't install auto-sklearn in the same environment as palma due to conflicting requirements with respect to the version of sklearn.

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