from copy import deepcopy from pathlib import Path from rdagent.components.coder.model_coder.model import ( ModelExperiment, ModelFBWorkspace, ModelTask, ) from rdagent.core.prompts import Prompts from rdagent.core.scenario import Scenario from rdagent.scenarios.qlib.experiment.workspace import QlibFBWorkspace prompt_dict = Prompts(file_path=Path(__file__).parent / "prompts.yaml") class QlibModelExperiment(ModelExperiment[ModelTask, QlibFBWorkspace, ModelFBWorkspace]): def __init__(self, *args, **kwargs) -> None: super().__init__(*args, **kwargs) self.experiment_workspace = QlibFBWorkspace(template_folder_path=Path(__file__).parent / "model_template") class QlibModelScenario(Scenario): def __init__(self) -> None: super().__init__() self._background = deepcopy(prompt_dict["qlib_model_background"]) self._output_format = deepcopy(prompt_dict["qlib_model_output_format"]) self._interface = deepcopy(prompt_dict["qlib_model_interface"]) self._simulator = deepcopy(prompt_dict["qlib_model_simulator"]) self._rich_style_description = deepcopy(prompt_dict["qlib_model_rich_style_description"]) self._experiment_setting = deepcopy(prompt_dict["qlib_model_experiment_setting"]) @property def background(self) -> str: return self._background @property def source_data(self) -> str: raise NotImplementedError("source_data of QlibModelScenario is not implemented") @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 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 model: {self.simulator} """