import schedule
import time
import papermill as pmdef job():
    pm.execute_notebook(
       'input.ipynb',
        'logs/oo.ipynb'
    )
schedule.every(10).seconds.do(job)
while True:
    schedule.run_pending()
    time.sleep(1)

pip install schedule papermill ipywidgets

import schedule
import time

# 要執行的任務
def job():
    print("I'm working...")

#每隔10s執行job
schedule.every(10).seconds.do(job)
#每隔10分鐘執行job
schedule.every(10).minutes.do(job)
#每小時執行job
schedule.every().hour.do(job)
#在每天10:30分執行job
schedule.every().day.at("10:30").do(job)
#每5到10分鐘（隨機數）執行job
schedule.every(5).to(10).minutes.do(job)
#每星期一執行job
schedule.every().monday.do(job)
#每星期三13:15執行job
schedule.every().wednesday.at("13:15").do(job)
#每天歐洲阿姆斯特丹時區的12:42執行job
schedule.every().day.at("12:42", "Europe/Amsterdam").do(job)
#在每分鐘的第17秒開始執行job
schedule.every().minute.at(":17").do(job)

def job_with_argument(name):
    print(f"I am {name}")
#每10秒鐘執行一次job_with_argument（帶參數）
schedule.every(10).seconds.do(job_with_argument, name="Peter")

while True:
    schedule.run_pending()
    time.sleep(1)

papermill local/input.ipynb s3://bkt/output.ipynb -p alpha 0.6 -p l1_ratio 0.1

from datetime import datetime
from datetime import timedelta
import logging, sys,re
#日志的名字以時間命名，方便查找
_date_start = (datetime.now() +timedelta(hours=0)).strftime('%Y-%m-%d %H:%M:%S')
xxx = re.sub(r'[-\ \:]','',_date_start)
filename=f'logs/{xxx}.log'
#日志的基本設置
logging.basicConfig(filename=filename, level=logging.DEBUG
                    , format="%(asctime)s - %(name)s - %(levelname)s - %(message)s")
logger = logging.getLogger()
# 將print轉移輸出到日志中
sys.stderr.write = logger.error
sys.stdout.write = logger.info