diff --git a/utils/tokens.py b/utils/tokens.py new file mode 100644 index 0000000..835bcde --- /dev/null +++ b/utils/tokens.py @@ -0,0 +1,27 @@ +import tiktoken + +async def num_tokens_from_messages(messages, model="gpt-3.5-turbo"): + """Returns the number of tokens used by a list of messages.""" + try: + encoding = tiktoken.encoding_for_model(model) + except KeyError: + print("Warning: model not found. Using cl100k_base encoding.") + encoding = tiktoken.get_encoding("cl100k_base") + + if model.startswith("gpt-3.5-turbo"): + tokens_per_message = 4 # every message follows <|start|>{role/name}\n{content}<|end|>\n + tokens_per_name = -1 # if there's a name, the role is omitted + elif model.startswith("gpt-4"): + tokens_per_message = 3 + tokens_per_name = 1 + else: + raise NotImplementedError(f"""num_tokens_from_messages() is not implemented for model {model}. See https://github.com/openai/openai-python/blob/main/chatml.md for information on how messages are converted to tokens.""") + num_tokens = 0 + for message in messages: + num_tokens += tokens_per_message + for key, value in message.items(): + num_tokens += len(encoding.encode(value)) + if key == "name": + num_tokens += tokens_per_name + num_tokens += 3 # every reply is primed with <|start|>assistant<|message|> + return num_tokens \ No newline at end of file