from threading import Lock from jinja2 import Environment, StrictUndefined from tiktoken import encoding_for_model, get_encoding from pr_agent.config_loader import get_settings from pr_agent.log import get_logger class TokenEncoder: _encoder_instance = None _model = None _lock = Lock() # Create a lock object @classmethod def get_token_encoder(cls): model = get_settings().config.model if cls._encoder_instance is None or model != cls._model: # Check without acquiring the lock for performance with cls._lock: # Lock acquisition to ensure thread safety if cls._encoder_instance is None or model != cls._model: cls._model = model cls._encoder_instance = encoding_for_model(cls._model) if "gpt" in cls._model else get_encoding( "cl100k_base") return cls._encoder_instance class TokenHandler: """ A class for handling tokens in the context of a pull request. Attributes: - encoder: An object of the encoding_for_model class from the tiktoken module. Used to encode strings and count the number of tokens in them. - limit: The maximum number of tokens allowed for the given model, as defined in the MAX_TOKENS dictionary in the pr_agent.algo module. - prompt_tokens: The number of tokens in the system and user strings, as calculated by the _get_system_user_tokens method. """ def __init__(self, pr=None, vars: dict = {}, system="", user=""): """ Initializes the TokenHandler object. Args: - pr: The pull request object. - vars: A dictionary of variables. - system: The system string. - user: The user string. """ self.encoder = TokenEncoder.get_token_encoder() if pr is not None: self.prompt_tokens = self._get_system_user_tokens(pr, self.encoder, vars, system, user) def _get_system_user_tokens(self, pr, encoder, vars: dict, system, user): """ Calculates the number of tokens in the system and user strings. Args: - pr: The pull request object. - encoder: An object of the encoding_for_model class from the tiktoken module. - vars: A dictionary of variables. - system: The system string. - user: The user string. Returns: The sum of the number of tokens in the system and user strings. """ try: environment = Environment(undefined=StrictUndefined) system_prompt = environment.from_string(system).render(vars) user_prompt = environment.from_string(user).render(vars) system_prompt_tokens = len(encoder.encode(system_prompt)) user_prompt_tokens = len(encoder.encode(user_prompt)) return system_prompt_tokens + user_prompt_tokens except Exception as e: get_logger().error(f"Error in _get_system_user_tokens: {e}") return 0 def count_tokens(self, patch: str) -> int: """ Counts the number of tokens in a given patch string. Args: - patch: The patch string. Returns: The number of tokens in the patch string. """ return len(self.encoder.encode(patch, disallowed_special=()))