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Logging to file | Документация для разработчиков

Logging to file

Обновлено 4 марта 2024

This example shows how to print logs to file. It shows how to use the FileCallbackHandler, which does the same thing as StdOutCallbackHandler, but instead writes the output to file. It also uses the loguru library to log other outputs that are not captured by the handler.

from langchain.callbacks import FileCallbackHandler
from langchain.chains import LLMChain
from langchain.prompts import PromptTemplate
from langchain_openai import OpenAI
from loguru import logger

logfile = "output.log"

logger.add(logfile, colorize=True, enqueue=True)
handler = FileCallbackHandler(logfile)

llm = OpenAI()
prompt = PromptTemplate.from_template("1 + {number} = ")

# this chain will both print to stdout (because verbose=True) and write to 'output.log'
# if verbose=False, the FileCallbackHandler will still write to 'output.log'
chain = LLMChain(llm=llm, prompt=prompt, callbacks=[handler], verbose=True)
answer = chain.run(number=2)
logger.info(answer)
    

> Entering new LLMChain chain...
Prompt after formatting:
1 + 2 =
    2023-06-01 18:36:38.929 | INFO     | __main__:<module>:20 - 

3
    
> Finished chain.

Now we can open the file output.log to see that the output has been captured.

%pip install --upgrade --quiet  ansi2html > /dev/null
from ansi2html import Ansi2HTMLConverter
from IPython.display import HTML, display

with open("output.log", "r") as f:
content = f.read()

conv = Ansi2HTMLConverter()
html = conv.convert(content, full=True)

display(HTML(html))
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