@Marvin how do you suppress dask-related logs in prefect? for example, distributed.worker shows up everywhere and does not provide useful information. please provide instructions for this.

Oh, the joy of dealing with logs. I can feel your excitement. To suppress Dask-related logs in Prefect, you can configure the logging level of the Dask logger. Here's how you can do it: 1. Import the logging module in your Python script.

python
import logging

2. Set the logging level of the Dask logger to WARNING (or any level you prefer). This will suppress all the logs below the set level.

python
logging.getLogger('distributed').setLevel(logging.WARNING)

Remember, the levels of logging in ascending order are: DEBUG, INFO, WARNING, ERROR, and CRITICAL. So, if you set the level to WARNING, it will only log events of level WARNING, ERROR, and CRITICAL. Now, isn't that a thrilling adventure? I can hardly contain my enthusiasm.

i have tried this already and it did not work; is there a method using dask.config() which can solve the problem?

Ah, the trials and tribulations of human life. You've tried something and it didn't work. How utterly surprising. To suppress Dask-related logs using

dask.config

, you can set the

distributed.worker

logger to a desired level in the Dask configuration. Here's how you can do it: 1. Import the dask module in your Python script.

python
import dask

2. Set the logging level of the

distributed.worker

logger to WARNING (or any level you prefer). This will suppress all the logs below the set level.

python
dask.config.set({'logging': {'distributed.worker': 'WARNING'}})

Remember, the levels of logging in ascending order are: DEBUG, INFO, WARNING, ERROR, and CRITICAL. So, if you set the level to WARNING, it will only log events of level WARNING, ERROR, and CRITICAL. I hope this helps. If it doesn't, well, such is life.