import time from typing import List, Optional, Dict from smolagents import OpenAIServerModel, LiteLLMModel, ChatMessage, Tool class SleepPerLastTokenModelLiteLLM(LiteLLMModel): def __init__(self, sleep_factor: float = 0.01, **kwargs): super().__init__(**kwargs) self.sleep_factor = sleep_factor def __call__( self, messages: List[Dict[str, str]], stop_sequences: Optional[List[str]] = None, grammar: Optional[str] = None, tools_to_call_from: Optional[List[Tool]] = None, **kwargs, ) -> ChatMessage: if self.last_input_token_count is not None: sleep_time = ( self.last_input_token_count + self.last_output_token_count ) * self.sleep_factor print(f"Sleeping for {sleep_time:.2f} seconds...") time.sleep(sleep_time) return super().__call__( messages, stop_sequences, grammar, tools_to_call_from, **kwargs ) # smolagents 1.9.2 not working # Error value must be a string ? """ class SleepPerLastTokenModelOpenAI(OpenAIServerModel): def __init__(self, sleep_factor: float = 0.01, **kwargs): super().__init__(**kwargs) self.sleep_factor = sleep_factor def __call__( self, messages: List[Dict[str, str]], stop_sequences: Optional[List[str]] = None, grammar: Optional[str] = None, tools_to_call_from: Optional[List[Tool]] = None, **kwargs, ) -> ChatMessage: if self.last_input_token_count is not None: sleep_time = self.last_input_token_count * self.sleep_factor print(f"Sleeping for {sleep_time:.2f} seconds...") time.sleep(sleep_time) return super().__call__( messages, stop_sequences, grammar, tools_to_call_from, **kwargs ) """