class Constant: MONTHS_LEN = [31, 28, 31, 30, 31, 30, 31, 31, 30, 31, 30, 31] class DataManager: def __init__(self) -> None: self.Prices = [] self.Load_Consumption = [] self.Temperature = [] self.Irradiance = [] self.Wind = [] self.LLM = [] def add_price_element(self, element): self.Prices.append(element) def add_load_element(self, element): self.Load_Consumption.append(element) def add_temperature_element(self, element): self.Temperature.append(element) def add_irradiance_element(self, element): self.Irradiance.append(element) def add_wind_element(self, element): self.Wind.append(element) def add_llm_element(self, element): self.LLM.append(element) # get current time data based on given month day, and day_time def get_price_data(self, month, day, day_time): return self.Prices[(sum(Constant.MONTHS_LEN[:month - 1]) + day - 1) * 24 + day_time] def get_load_cons_data(self, month, day, day_time): return self.Load_Consumption[(sum(Constant.MONTHS_LEN[:month - 1]) + day - 1) * 24 + day_time] def get_temperature_data(self, month, day, day_time): return self.Temperature[(sum(Constant.MONTHS_LEN[:month - 1]) + day - 1) * 24 + day_time] def get_irradiance_data(self, month, day, day_time): return self.Irradiance[(sum(Constant.MONTHS_LEN[:month - 1]) + day - 1) * 24 + day_time] def get_wind_data(self, month, day, day_time): return self.Wind[(sum(Constant.MONTHS_LEN[:month - 1]) + day - 1) * 24 + day_time] def get_llm_data(self, month, day, day_time): index = (sum(Constant.MONTHS_LEN[:month - 1]) + day - 1) * 24 + day_time # print(f"Index: {index}, LLM length: {len(self.LLM)}, Month: {month}, Day: {day}, Day_time: {day_time}") return self.LLM[index] # get series data for one episode def get_series_price_data(self, month, day): return self.Prices[(sum(Constant.MONTHS_LEN[:month - 1]) + day - 1) * 24: (sum(Constant.MONTHS_LEN[:month - 1]) + day - 1) * 24 + 24] def get_series_load_cons_data(self, month, day): return self.Load_Consumption[(sum(Constant.MONTHS_LEN[:month - 1]) + day - 1) * 24: (sum(Constant.MONTHS_LEN[:month - 1]) + day - 1) * 24 + 24] def get_series_temperature_data(self, month, day): return self.Temperature[(sum(Constant.MONTHS_LEN[:month - 1]) + day - 1) * 24: (sum(Constant.MONTHS_LEN[:month - 1]) + day - 1) * 24 + 24] def get_series_irradiance_data(self, month, day): return self.Irradiance[(sum(Constant.MONTHS_LEN[:month - 1]) + day - 1) * 24: (sum(Constant.MONTHS_LEN[:month - 1]) + day - 1) * 24 + 24] def get_series_wind_data(self, month, day): return self.Wind[(sum(Constant.MONTHS_LEN[:month - 1]) + day - 1) * 24: (sum(Constant.MONTHS_LEN[:month - 1]) + day - 1) * 24 + 24] # def get_series_llm_data(self, month, day): # return self.LLM[(sum(Constant.MONTHS_LEN[:month - 1]) + day - 1) * 24: # (sum(Constant.MONTHS_LEN[:month - 1]) + day - 1) * 24 + 24]