wehub-resource-sync
38 lines
1.3 KiB
Python
38 lines
1.3 KiB
Python
"""
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Helper functions for testing the feature coder(CoSTEER-based) component.
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- Does the developer loop work correctly
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It is NOT:
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- it is not interface unittest(i.e. workspace evaluator in the CoSTEER Loop)
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"""
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from rdagent.components.coder.data_science.feature import FeatureCoSTEER
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from rdagent.components.coder.data_science.feature.exp import FeatureTask
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from rdagent.scenarios.data_science.experiment.experiment import DSExperiment
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from rdagent.scenarios.data_science.scen import KaggleScen
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def develop_one_competition(competition: str): # -> experiment
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scen = KaggleScen(competition=competition)
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feature_coder = FeatureCoSTEER(scen)
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with open("./rdagent/scenarios/kaggle/tpl_ex/aerial-cactus-identification/spec/feature.md", "r") as file:
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feat_spec = file.read()
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# Create the experiment
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ft = FeatureTask(name="FeatureTask", description=scen.get_competition_full_desc())
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exp = DSExperiment(
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sub_tasks=[ft],
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)
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with open("./rdagent/scenarios/kaggle/tpl_ex/aerial-cactus-identification/load_data.py", "r") as file:
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load_data_code = file.read()
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exp.experiment_workspace.inject_files(**{"load_data.py": load_data_code, "spec/feature.md": feat_spec})
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# Develop the experiment
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exp = feature_coder.develop(exp)
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if __name__ == "__main__":
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develop_one_competition("aerial-cactus-identification")
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