"""This module includes classes to define configurations.""" from typing import Any, Dict, Optional from pyaml_env import parse_config class EntitiesExtractorConfiguration: def __init__(self, config_data): self.strategy_name = str(config_data['strategy_name']) self.strategy_params: dict | None = config_data['strategy_params'] self.process_tables = bool(config_data['process_tables']) self.neighbors_max_distance = int(config_data['neighbors_max_distance']) class SearchConfiguration: def __init__(self, config_data): self.use_vector_search = bool(config_data['use_vector_search']) self.vectorizer_path = str(config_data['vectorizer_path']) self.device = str(config_data['device']) self.max_entities_per_message = int(config_data['max_entities_per_message']) self.max_entities_per_dialogue = int(config_data['max_entities_per_dialogue']) self.use_qe = bool(config_data['use_qe']) class FilesConfiguration: def __init__(self, config_data): self.empty_start = bool(config_data['empty_start']) self.documents_path = str(config_data['documents_path']) class DataBaseConfiguration: def __init__(self, config_data): self.entities = EntitiesExtractorConfiguration(config_data['entities']) self.search = SearchConfiguration(config_data['search']) self.files = FilesConfiguration(config_data['files']) class LLMConfiguration: def __init__(self, config_data): self.base_url = ( str(config_data['base_url']) if config_data['base_url'] not in ("", "null", "None") else None ) self.api_key_env = ( str(config_data['api_key_env']) if config_data['api_key_env'] not in ("", "null", "None") else None ) self.model = str(config_data['model']) self.tokenizer = str(config_data['tokenizer_name']) self.temperature = float(config_data['temperature']) self.top_p = float(config_data['top_p']) self.min_p = float(config_data['min_p']) self.frequency_penalty = float(config_data['frequency_penalty']) self.presence_penalty = float(config_data['presence_penalty']) self.seed = int(config_data['seed']) class CommonConfiguration: def __init__(self, config_data): self.log_file_path = str(config_data['log_file_path']) self.log_sql_path = str(config_data['log_sql_path']) self.log_level = str(config_data['log_level']) class Configuration: """Encapsulates all configuration parameters.""" def __init__(self, config_file_path: Optional[str] = None): """Creates an instance of the class. There is 1 possibility to load configuration data: - from configuration file using a path; If attribute is not None, the configuration file is used. Args: config_file_path: A path to config file to load configuration data from. """ if config_file_path is not None: self._load_from_config(config_file_path) else: raise ValueError('At least one of config_path must be not None.') def _load_data(self, data: Dict[str, Any]): """Loads configuration data from dictionary. Args: data: A configuration dictionary to load configuration data from. """ self.common_config = CommonConfiguration(data['common']) self.db_config = DataBaseConfiguration(data['bd']) self.llm_config = LLMConfiguration(data['llm']) def _load_from_config(self, config_file_path: str): """Reads configuration file and form configuration dictionary. Args: config_file_path: A configuration dictionary to load configuration data from. """ data = parse_config(config_file_path) self._load_data(data)