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NexQuant/rdagent/scenarios/qlib/experiment/model_experiment.py
T

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2.2 KiB
Python

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}
"""