from copy import deepcopy from pathlib import Path from rdagent.components.coder.factor_coder.factor import ( FactorExperiment, FactorFBWorkspace, FactorTask, ) from rdagent.core.prompts import Prompts from rdagent.core.scenario import Scenario from rdagent.scenarios.qlib.experiment.utils import get_data_folder_intro from rdagent.scenarios.qlib.experiment.workspace import QlibFBWorkspace prompt_dict = Prompts(file_path=Path(__file__).parent / "prompts.yaml") class QlibFactorExperiment(FactorExperiment[FactorTask, QlibFBWorkspace, FactorFBWorkspace]): def __init__(self, *args, **kwargs) -> None: super().__init__(*args, **kwargs) self.experiment_workspace = QlibFBWorkspace(template_folder_path=Path(__file__).parent / "factor_template") class QlibFactorScenario(Scenario): def __init__(self) -> None: super().__init__() self._background = deepcopy(prompt_dict["qlib_factor_background"]) self._source_data = deepcopy(get_data_folder_intro()) self._output_format = deepcopy(prompt_dict["qlib_factor_output_format"]) self._interface = deepcopy(prompt_dict["qlib_factor_interface"]) self._simulator = deepcopy(prompt_dict["qlib_factor_simulator"]) self._rich_style_description = deepcopy(prompt_dict["qlib_factor_rich_style_description"]) self._experiment_setting = deepcopy(prompt_dict["qlib_factor_experiment_setting"]) @property def background(self) -> str: return self._background @property def source_data(self) -> str: return self._source_data @property def output_format(self) -> str: return self._output_format @property def interface(self) -> str: return self._interface @property def simulator(self) -> str: return self._simulator @property def rich_style_description(self) -> str: return self._rich_style_description @property def experiment_setting(self) -> str: return self._experiment_setting def get_scenario_all_desc(self) -> str: return f"""Background of the scenario: {self.background} The source data you can use: {self.source_data} The interface you should follow to write the runnable code: {self.interface} The output of your code should be in the format: {self.output_format} The simulator user can use to test your factor: {self.simulator} """