from pydantic import BaseModel, Field from langchain_core.tools import BaseTool from db.connection import db class GetDriverPerformanceOutput(BaseModel): """Output for the get_driver_performance tool""" driver_name: str = Field(description="Name of the driver") event_name: str = Field(description="Name of the event") session_type: str = Field( description="Type of session (Practice, Qualifying, Race)") track_name: str = Field(description="Name of the track") total_laps: int = Field(description="Total number of laps completed") avg_lap_time: float | None = Field( description="Average lap time in seconds") best_lap_time: float | None = Field(description="Best lap time in seconds") avg_sector1_time: float | None = Field( description="Average sector 1 time in seconds") avg_sector2_time: float | None = Field( description="Average sector 2 time in seconds") avg_sector3_time: float | None = Field( description="Average sector 3 time in seconds") avg_finish_line_speed: float | None = Field( description="Average finish line speed in km/h") personal_best_laps: int = Field(description="Number of personal best laps") avg_air_temp: float | None = Field( description="Average air temperature in celsius") avg_track_temp: float | None = Field( description="Average track temperature in celsius") rain_percentage: float = Field( description="Percentage of time it rained during the session") class GetDriverPerformance(BaseTool): name: str = "get_driver_performance" description: str = "useful for when you need to analyze driver performance statistics across different sessions and events" def _run(self) -> list[GetDriverPerformanceOutput]: """Use the tool.""" sql_file = open("tools/sql/driver_performance.query.sql", "r") sql_query = sql_file.read() sql_file.close() response = db.run(sql_query) if not isinstance(response, str): response = str(response) # Remove the outer brackets and split by rows rows = response.strip('[]').split('), (') results = [] for row in rows: # Clean up the row string and split by columns clean_row = row.strip('()').split(',') # Convert to appropriate types and create output object driver_data = GetDriverPerformanceOutput( driver_name=clean_row[0].strip("'"), event_name=clean_row[1].strip("'"), session_type=clean_row[2].strip("'"), track_name=clean_row[3].strip("'"), total_laps=int(float(clean_row[4])), avg_lap_time=float( clean_row[5]) if clean_row[5].strip() != 'None' else None, best_lap_time=float( clean_row[6]) if clean_row[6].strip() != 'None' else None, avg_sector1_time=float( clean_row[7]) if clean_row[7].strip() != 'None' else None, avg_sector2_time=float( clean_row[8]) if clean_row[8].strip() != 'None' else None, avg_sector3_time=float( clean_row[9]) if clean_row[9].strip() != 'None' else None, avg_finish_line_speed=float( clean_row[10]) if clean_row[10].strip() != 'None' else None, personal_best_laps=int( float(clean_row[11])) if clean_row[11].strip() != 'None' else 0, avg_air_temp=float( clean_row[12]) if clean_row[12].strip() != 'None' else None, avg_track_temp=float( clean_row[13]) if clean_row[13].strip() != 'None' else None, rain_percentage=float( clean_row[14]) if clean_row[14].strip() != 'None' else 0.0 ) results.append(driver_data) return results