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Answered
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


It'd be great if it just posted to clearml after each epoch is completed and the CSV with the results gets updated . I only care about using the dashboard to track completed progress . I can use my local computers terminal window to monitor current epoch training . No need to send that to clearml every second ;) Results once an hour or so is fine after each completes :)

  
  
Posted one year ago

@<1572395184505753600:profile|GleamingSeagull15> see " Can I control what ClearML automatically logs? " in None (specifically the auto_connect_frameworks argument to Task.init() )

  
  
Posted one year ago

@<1523701087100473344:profile|SuccessfulKoala55> You are my hero !!! This is EXACTLY what I needed !!!

  
  
Posted one year ago

So, might be in the minority here, but seems like capturing stdout and sending that over to clearml via API should be disabled by default. Like I get maybe capturing stderr, but stdout? In a training scenario, that's MILLIONS of API calls just in progress bar indicators, right? Like it might actually be better for the ClearML servers just in general to make the user turn that on if they want it, otherwise we're just blasting your servers. In my case, I did not even know it was sending that over until I got into digging where these API calls were coming from, and saw the CONSOLE tab in clearml that had every single line of stdout captured.
image

  
  
Posted one year ago

FYI, I did not even know to look into this until I logged in and saw that I was being throttled because I had hit my monthly limit with API calls ( on my very first use of your platform ), and my last dozen or so epochs were just not even logged ( also a bummer ). I only had that one model in training, and thought there was no way I sent over a million API requests, so had to figure out where those were coming from, and tracked it down to that STDOUT, and was like ... wait, what?!?! Found that console tab, which I did not even use before, and saw that screenshot I posted, and was like ... well, there's your problem, ha ha

  
  
Posted one year ago

Hi @<1572395184505753600:profile|GleamingSeagull15>
Try adjusting:
None
to 30 sec
It will reduce the number of log reports (i.e. API calls)

  
  
Posted one year ago

Thanks, will do. Heck, for my use case, I only need like once every 10 minutes.

  
  
Posted one year ago

Is there a place in ClearML that shows Platform Usage? Like, what's actually taking up the API calls?

  
  
Posted one year ago

well from 2 to 30sec is a factor of 15, I think this is a good start 🙂

  
  
Posted one year ago

Under your profile you should be able to see it

  
  
Posted one year ago

I'm not sure on the frequency it updates though

  
  
Posted one year ago

I would love to be able to fine tune this as needed, but in my profile I only see a Billings & Usage, and it states at the top that "Usage data is updated once every day" ... and even then, all the shows under "Platform Usage" is number of calls performed, not what those calls were.

  
  
Posted one year ago

( under the None page )

  
  
Posted one year ago

Literally all there is, ha ha
image

  
  
Posted one year ago

is number of calls performed, not what those calls were.

oh, yes this is just a measure of how many API calls are sent.
It does not really matter which ones

  
  
Posted one year ago

(Not sure it actually has that information)

  
  
Posted one year ago

well, in my case, if I am trying to make sure I do not go over the allotted usage, it matters, as I am already hitting the ceiling and I have no idea what is pushing this volume of data

  
  
Posted one year ago

Since it's literally something we have to pay for ( which I signed up to do ) I would love to know what drives this cost

  
  
Posted one year ago

If you do not have a lot of workers, that I would guess console outputs

  
  
Posted one year ago

In case of scalars it is easy to see (maximum number of iterations is a good starting point

  
  
Posted one year ago

might be a feature request then, as ya, having transparency into something we are charged for would be nice. At this point, I have zero idea what is driving this usage and just want to make sure the costs for training do not bloat too much. I personally am just using ClearML as a central dashboard for a few people. I don't need it to be live data, I just need a rough overview of progress. Even if it only posted updates to ClearML once an hour, that is honestly fine.

  
  
Posted one year ago

I guess last followup question, is there a way to cap costs? Like if this is running at this scale, I am not sure I can use ClearML for my purpose if I am just going to get overage charged repeatedly ( which I am already looking like I will be doing ).

  
  
Posted one year ago

Hmm if this is case, you can add some prints in here:
None
the service/action will tell you what you are sending
wdyt?

  
  
Posted one year ago

I guess last followup question, is there a way to cap costs?

Scale tier ? (I know it is not per usage, but it is probably more than 15$ per user 🙂 )

  
  
Posted one year ago

hmmm, this is just a personal project, honestly was just hoping this would let me take the results of each epoch and put it in a central dashboard. Having this generate 1M+ api calls and only being like 1/4 of the way though training is a bit much. Current pricing is $1/100K API calls at the PRO tear, which I am on ... so it would be like another $50 just in API calls at this pace 😞 Would love to just cap it at a fixed amount for a month for API calls.

  
  
Posted one year ago

But I will try to set the reduce the number of log reports first

  
  
Posted one year ago

Just wish I could actually see somewhere what is being sent over API so I could know where to focus my efforts to refine this kind of stuff 😉

  
  
Posted one year ago

Would love to just cap it at a fixed amount for a month for API calls.

Try the timeout configuration, I think this shoud solve all your issues, and will be fairly easy to set for everyone

  
  
Posted one year ago

this one, right ? report_period_sec in ~/clearml.conf correct ?

  
  
Posted one year ago

Correct

  
  
Posted one year ago