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feat: a unified CoSTEER to fit more scenarios (#491)

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* Use ExtendedBaseSettings to replace BaseSettings

* update a more general way to pass the default setting

* update all code

* fix CI

* fix CI

* fix qlib scenario

* fix CI

* fix CI

* fix CI & add data science interfaces

* remove redundant code

* abandon costeer knowledge base v1

---------

Co-authored-by: Xu Yang <xuyang1@microsoft.com>
Co-authored-by: XianBW <36835909+XianBW@users.noreply.github.com>
This commit is contained in:
Xu Yang
2024-11-25 16:27:34 +08:00
committed by GitHub
parent a4602bdcc2
commit fce241b9f9
72 changed files with 1793 additions and 1817 deletions
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rdagent/components/coder/model_coder/__init__.py
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from rdagent.components.coder.CoSTEER import CoSTEER
from rdagent.components.coder.CoSTEER.config import CoSTEER_SETTINGS
from rdagent.components.coder.CoSTEER.evaluators import CoSTEERMultiEvaluator
from rdagent.components.coder.model_coder.evaluators import ModelCoSTEEREvaluator
from rdagent.components.coder.model_coder.evolving_strategy import (
ModelMultiProcessEvolvingStrategy,
)
from rdagent.core.scenario import Scenario
class ModelCoSTEER(CoSTEER):
def __init__(
self,
scen: Scenario,
*args,
**kwargs,
) -> None:
eva = CoSTEERMultiEvaluator(ModelCoSTEEREvaluator(scen=scen), scen=scen)
es = ModelMultiProcessEvolvingStrategy(scen=scen, settings=CoSTEER_SETTINGS)
super().__init__(*args, settings=CoSTEER_SETTINGS, eva=eva, es=es, evolving_version=2, scen=scen, **kwargs)