from tenacity import ( retry, retry_if_exception_type, stop_after_attempt, wait_exponential, ) from openhands.core.logger import openhands_logger as logger from openhands.utils.tenacity_stop import stop_if_should_exit class RetryMixin: """Mixin class for retry logic.""" def retry_decorator(self, **kwargs): """ Create a LLM retry decorator with customizable parameters. This is used for 429 errors, and a few other exceptions in LLM classes. Args: **kwargs: Keyword arguments to override default retry behavior. Keys: num_retries, retry_exceptions, retry_min_wait, retry_max_wait, retry_multiplier Returns: A retry decorator with the parameters customizable in configuration. """ num_retries = kwargs.get('num_retries') retry_exceptions = kwargs.get('retry_exceptions') retry_min_wait = kwargs.get('retry_min_wait') retry_max_wait = kwargs.get('retry_max_wait') retry_multiplier = kwargs.get('retry_multiplier') return retry( before_sleep=self.log_retry_attempt, stop=stop_after_attempt(num_retries) | stop_if_should_exit(), reraise=True, retry=(retry_if_exception_type(retry_exceptions)), wait=wait_exponential( multiplier=retry_multiplier, min=retry_min_wait, max=retry_max_wait, ), ) def log_retry_attempt(self, retry_state): """Log retry attempts.""" exception = retry_state.outcome.exception() logger.error( f'{exception}. Attempt #{retry_state.attempt_number} | You can customize retry values in the configuration.', )