Files
NexQuant/rdagent/scenarios/data_mining/experiment/model_experiment.py
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2024-07-25 08:42:46 +00:00

56 lines
1.6 KiB
Python

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.data_mining.experiment.workspace import DMFBWorkspace
prompt_dict = Prompts(file_path=Path(__file__).parent / "prompts.yaml")
class DMModelExperiment(ModelExperiment[ModelTask, DMFBWorkspace, ModelFBWorkspace]):
def __init__(self, *args, **kwargs) -> None:
super().__init__(*args, **kwargs)
self.experiment_workspace = DMFBWorkspace(template_folder_path=Path(__file__).parent / "model_template")
class DMModelScenario(Scenario):
@property
def background(self) -> str:
return prompt_dict["dm_model_background"]
@property
def source_data(self) -> str:
raise NotImplementedError("source_data is not implemented")
@property
def output_format(self) -> str:
return prompt_dict["dm_model_output_format"]
@property
def interface(self) -> str:
return prompt_dict["dm_model_interface"]
@property
def simulator(self) -> str:
return prompt_dict["dm_model_simulator"]
@property
def rich_style_description(self)->str:
return "Below is MIMIC Model Evolving Automatic R&D Demo."
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}
"""