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I Seem To Be Missing Something ... I'Ve Only Got One Task Running To Train A Segmentation Model On My Local Machine, And In A Few Days It'S Hit Over 1.15M Api Calls. It Looks Like It'S Sending Every Single Console Output ... Are There Settings To Control

I seem to be missing something ... I've only got one task running to train a segmentation model on my local machine, and in a few days it's hit over 1.15M API calls. It looks like it's sending every single console output ... are there settings to control what gets logged? I only care about the results from each epoch. I don't need each line of the console posted up ( that's 99% of the API usage right there ). I can't find a way to prevent this and can see each line in the clearml console that's already in my terminal window ( each tick in the progress bar for each epoch seems to be an API call to post that local console output to clearml ). Any tips to stop console from getting sent?

  
  
Posted one year ago
Votes Newest

Answers 51


I appreciate your help @<1523701205467926528:profile|AgitatedDove14> 🙂

  
  
Posted one year ago

Came to ClearML since it had slick dashboard and showed me the info that mattered. Loved that I could share the results of each epoch so we could make sure things were headed in the correct direction.

  
  
Posted one year ago

FYI, found log_stdout in that same setting and default for that was true so set that to false so it would not log all stdout & stderr

  
  
Posted one year ago

Welp, it's been a day with the new settings, and stats went up 140K for API calls 😢 ... going to check again tomorrow to see if any of that was spill over from yesterday

  
  
Posted one year ago

It was at 1.1M when I shut it down yesterday, and today it's at 1.24M

  
  
Posted one year ago

Welp, it's been a day with the new settings, and stats went up 140K for API calls

... going to check again tomorrow to see if any of that was spill over from yesterday

140K calls a day, how often are you sending scalars ? how long is it running? how many experiments are running ?

  
  
Posted one year ago

One single experiment using the code above. I have no idea how many scalars I am sending since as far as I can tell, I am not setting anything specific to define what I am sending over to ClearML, literally first time using YoloV8 or ClearML. Just using the super basic python to run.

  
  
Posted one year ago

My training is on roughly 50 classes as a subset of the Open Images Dataset for Segmentation

  
  
Posted one year ago

I did notice that the last 24 hours I dropped quite a bit, so my theory that the 140K might have some spillover from previous day might have been correct. Last 24 hours went from 1.24M to 1.32M, so about half as much as the day before, with the same training running.

  
  
Posted one year ago

I am running this on a 3090 GPU locally, just been letting it run for about two weeks now I think. Just have the one GPU, ha ha. It's at epoch 368 out of the 1,000 I have it set to cap out on ( if it does not hit the default YOLO "patience" limit of 50 before then and self terminate ).

  
  
Posted one year ago

each epoch runs about 55 minutes, and that screenshot I posted earlier kind of show the logs for the rest of the info being output, if you wanted to check that out None

  
  
Posted one year ago

Maybe ClearML is using tensorboard in ways that I can fine tune? I saw there was a manual way if you were not using tensorboard to send over data, but the videos I saw from your team used this solution when demoing YOLOv8 on YouTube ( there were a few collab videos your team did with theirs, so I just followed their instructions ). But my gut is telling me that might be the issue for the remaining data being sent over that I have no insight into.

  
  
Posted one year ago

each epoch runs about 55 minutes, and that screenshot I posted earlier kind of show the logs for the rest of the info being output, if you wanted to check that out

I thought you disabled the stdout log. no?

Maybe ClearML is using

tensorboard

in ways that I can fine tune? I

You can open your TB and see, every report there is logged into clearml

  
  
Posted one year ago

Ya, sorry, I meant that if you needed more info on what was being run, it was in that screenshot ( showed instances/epochs/batch size, etc ) . But yes, it's since been disabled .

  
  
Posted one year ago

Actually looking at the counts today, they've barely changed. So I think this actually fixed it, and was just that the counts are only updated daily so I needed to get 48 hours out from when I made the change to see clean results to assure no spill over counts from previous days.

  
  
Posted one year ago

I think we're good now :) Appreciate the help !!!

  
  
Posted one year ago

Math checks out that if I was generating around 140K a day, and this had been running for 9 days, it had 1.2M when I caught it . So I think the next day after I shut it down I was seeing previous days numbers before shut down added . And another 24 hours it barely changed, so ya, it was 100% the stdout logging .

  
  
Posted one year ago

In future collab community videos and sample source for YoloV8, might be worthwhile to call that out as something folks might want to turn off unless they need it :) . Like I mentioned, I had no idea it was going to do that and sent your servers over 1.4M API hits unintentionally : (

  
  
Posted one year ago

Scary to think how common that might be, could be interesting way to optimize your platform, detect excessive console logging and prompt user to confirm continued usage ( or link to docs on how to disable if they want to stop it )

  
  
Posted one year ago

I had no idea it was going to do that and sent your servers over 1.4M API hits unintentionally

Yeah, that is way too much, I think relates to the frequency it updates the console 😞

  
  
Posted one year ago

Glad I got that sorted. I was OK being a paying customer, but gettin overage charges for that console stuff would have been a bummer if we had not figured it out. Next month things should be back to normal 😉

  
  
Posted one year ago