Abeshith's picture
Initial commit: AutoML MLOps Pipeline project structure
ba003d8
import logging
import sys
from pathlib import Path
from datetime import datetime
from pythonjsonlogger import jsonlogger
LOGS_DIR = Path("artifacts/logs")
LOGS_DIR.mkdir(parents=True, exist_ok=True)
LOG_FILE = f"{datetime.now().strftime('%Y%m%d_%H%M%S')}.log"
LOG_FILE_PATH = LOGS_DIR / LOG_FILE
def get_logger(name: str, level: int = logging.INFO, json_format: bool = False) -> logging.Logger:
logger = logging.getLogger(name)
logger.setLevel(level)
if logger.handlers:
return logger
if json_format:
formatter = jsonlogger.JsonFormatter(
'%(asctime)s %(name)s %(levelname)s %(message)s',
datefmt='%Y-%m-%d %H:%M:%S'
)
else:
formatter = logging.Formatter(
'[%(asctime)s] %(name)s - %(levelname)s - %(message)s',
datefmt='%Y-%m-%d %H:%M:%S'
)
file_handler = logging.FileHandler(LOG_FILE_PATH)
file_handler.setFormatter(formatter)
logger.addHandler(file_handler)
console_handler = logging.StreamHandler(sys.stdout)
console_handler.setFormatter(formatter)
logger.addHandler(console_handler)
return logger
logger = get_logger(__name__)