mirror of
https://github.com/NicolasBohn/NexQuant.git
synced 2026-07-29 00:17:44 +00:00
WinstonLiyt
73 lines
2.3 KiB
Python
73 lines
2.3 KiB
Python
from pathlib import Path
|
|
|
|
from pydantic_settings import BaseSettings
|
|
|
|
from rdagent.components.workflow.conf import BasePropSetting
|
|
|
|
|
|
class KaggleBasePropSetting(BasePropSetting):
|
|
class Config:
|
|
env_prefix = "KG_"
|
|
"""Use `KG_` as prefix for environment variables"""
|
|
protected_namespaces = ()
|
|
"""Do not allow overriding of these namespaces"""
|
|
|
|
# 1) overriding the default
|
|
scen: str = "rdagent.scenarios.kaggle.experiment.scenario.KGScenario"
|
|
"""Scenario class for data mining model"""
|
|
|
|
knowledge_base: str = "" # TODO enable this line to use the knowledge base
|
|
# knowledge_base: str = "rdagent.scenarios.kaggle.knowledge_management.graph.KGKnowledgeGraph"
|
|
"""Knowledge base class"""
|
|
|
|
knowledge_base_path: str = "kg_graph.pkl"
|
|
"""Knowledge base path"""
|
|
|
|
hypothesis_gen: str = "rdagent.scenarios.kaggle.proposal.proposal.KGHypothesisGen"
|
|
"""Hypothesis generation class"""
|
|
|
|
hypothesis2experiment: str = "rdagent.scenarios.kaggle.proposal.proposal.KGHypothesis2Experiment"
|
|
"""Hypothesis to experiment class"""
|
|
|
|
feature_coder: str = "rdagent.scenarios.kaggle.developer.coder.KGFactorCoSTEER"
|
|
"""Feature Coder class"""
|
|
|
|
model_feature_selection_coder: str = "rdagent.scenarios.kaggle.developer.coder.KGModelFeatureSelectionCoder"
|
|
"""Model Feature Selection Coder class"""
|
|
|
|
model_coder: str = "rdagent.scenarios.kaggle.developer.coder.KGModelCoSTEER"
|
|
"""Model Coder class"""
|
|
|
|
feature_runner: str = "rdagent.scenarios.kaggle.developer.runner.KGFactorRunner"
|
|
"""Feature Runner class"""
|
|
|
|
model_runner: str = "rdagent.scenarios.kaggle.developer.runner.KGModelRunner"
|
|
"""Model Runner class"""
|
|
|
|
summarizer: str = "rdagent.scenarios.kaggle.developer.feedback.KGHypothesisExperiment2Feedback"
|
|
"""Summarizer class"""
|
|
|
|
evolving_n: int = 10
|
|
"""Number of evolutions"""
|
|
|
|
competition: str = ""
|
|
|
|
local_data_path: str = "/data/userdata/share/kaggle"
|
|
|
|
domain_knowledge_path: str = "/data/userdata/share/kaggle/domain_knowledge"
|
|
|
|
rag_path: str = "git_ignore_folder/rag"
|
|
|
|
if_action_choosing_based_on_UCB: bool = False
|
|
|
|
if_using_graph_rag: bool = False
|
|
|
|
if_using_vector_rag: bool = False
|
|
|
|
auto_submit: bool = True
|
|
|
|
mini_case: bool = False
|
|
|
|
|
|
KAGGLE_IMPLEMENT_SETTING = KaggleBasePropSetting()
|