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feat: Feature selection better #340

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Revised to support submission specifications
  • Loading branch information
xisen-w committed Sep 25, 2024
commit 0723d221e823eeb34aff0e5f55eebd13eef7e1e8
43 changes: 29 additions & 14 deletions rdagent/scenarios/kaggle/experiment/scenario.py
Original file line number Diff line number Diff line change
@@ -26,20 +26,22 @@ def __init__(self, competition: str) -> None:
self.competition = competition
self.competition_descriptions = crawl_descriptions(competition)
self._source_data = self.source_data
self._output_format = self.output_format
self._interface = self.interface
self._simulator = self.simulator

self.competition_type = None
self.competition_description = None
self.target_description = None
self.competition_features = None
self.submission_specifications = None
self._analysis_competition_description()
self.if_action_choosing_based_on_UCB = KAGGLE_IMPLEMENT_SETTING.if_action_choosing_based_on_UCB

# Move these assignments after _analysis_competition_description
self._output_format = self.output_format
self._interface = self.interface
self._simulator = self.simulator
self._background = self.background

self.if_action_choosing_based_on_UCB = KAGGLE_IMPLEMENT_SETTING.if_action_choosing_based_on_UCB

def _analysis_competition_description(self):
sys_prompt = (
Environment(undefined=StrictUndefined)
@@ -62,14 +64,23 @@ def _analysis_competition_description(self):
json_mode=True,
)

response_json_analysis = json.loads(response_analysis)
self.competition_type = response_json_analysis.get("Competition Type", "No type provided")
self.competition_description = response_json_analysis.get("Competition Description", "No description provided")
self.target_description = response_json_analysis.get("Target Description", "No target provided")
self.competition_features = response_json_analysis.get("Competition Features", "No features provided")
self.submission_specifications = response_json_analysis.get(
"Submission Specifications", "No submission requirements provided"
)
try:
response_json_analysis = json.loads(response_analysis)
self.competition_type = response_json_analysis.get("Competition Type", "No type provided")
self.competition_description = response_json_analysis.get("Competition Description", "No description provided")
self.target_description = response_json_analysis.get("Target Description", "No target provided")
self.competition_features = response_json_analysis.get("Competition Features", "No features provided")
self.submission_specifications = response_json_analysis.get(
"Submission Specifications", "No submission requirements provided"
)
except json.JSONDecodeError:
print(f"Failed to parse JSON response: {response_analysis}")
# Set default values if JSON parsing fails
self.competition_type = "Unknown"
self.competition_description = "No description available"
self.target_description = "No target available"
self.competition_features = "No features available"
self.submission_specifications = "No submission requirements available"

def get_competition_full_desc(self) -> str:
return f"""Competition Type: {self.competition_type}
@@ -95,7 +106,7 @@ def background(self) -> str:
competition_description=self.competition_description,
target_description=self.target_description,
competition_features=self.competition_features,
submission_specifications=self.submission_specifications,
submission_specifications=self.submission_specifications
)
)
return background_prompt
@@ -136,7 +147,9 @@ def source_data(self) -> str:

@property
def output_format(self) -> str:
return prompt_dict["kg_model_output_format"]
return Environment(undefined=StrictUndefined).from_string(prompt_dict["kg_model_output_format"]).render(
submission_specifications=self.submission_specifications
)

@property
def interface(self) -> str:
@@ -172,4 +185,6 @@ def get_scenario_all_desc(self) -> str:
{self._simulator}
The expected output & submission format specifications:
{self.submission_specifications} # Added again to emphasize the importance
The expected output & submission format specifications:
{self.submission_specifications} # Added again to emphasize the importance
"""