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Token counting

LangChain提供了一个上下文管理器,允许您计算标记数量。

import asyncio

from langchain.callbacks import get_openai_callback
from langchain.llms import OpenAI

llm = OpenAI(temperature=0)
with get_openai_callback() as cb:
llm("What is the square root of 4?")

total_tokens = cb.total_tokens
assert total_tokens > 0

with get_openai_callback() as cb:
llm("What is the square root of 4?")
llm("What is the square root of 4?")

assert cb.total_tokens == total_tokens * 2

# You can kick off concurrent runs from within the context manager
with get_openai_callback() as cb:
await asyncio.gather(
*[llm.agenerate(["What is the square root of 4?"]) for _ in range(3)]
)

assert cb.total_tokens == total_tokens * 3

# The context manager is concurrency safe
task = asyncio.create_task(llm.agenerate(["What is the square root of 4?"]))
with get_openai_callback() as cb:
await llm.agenerate(["What is the square root of 4?"])

await task
assert cb.total_tokens == total_tokens