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I Am Using Clearml Pro And Pretty Regularly I Will Restart An Experiment And Nothing Will Get Logged To Clearml. It Shows The Experiment Running (For Days) And It'S Running Fine On The Pc But No Scalers Or Debug Samples Are Shown. How Do We Troubleshoot T

I am using ClearML Pro and pretty regularly I will restart an experiment and nothing will get logged to ClearML. It shows the experiment running (for days) and it's running fine on the PC but no scalers or debug samples are shown.
How do we troubleshoot this?

  
  
Posted 8 months ago
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Answers 69


So I am only seeing values for the first epoch. It seems like it does not track all of them so maybe something is happening when it tries to log scalars.
I have seen it only log iterations but setting task.set_initial_iteration(0) seemed to fix that so it now seems to be logging the correct epoch
Tensorboard is correct and works. I have never seen an issue in the tensorboard logs

  
  
Posted 7 months ago

Console output and also what you get on the ClearML task page under the console section

  
  
Posted 8 months ago

What happens if you're running the reporting example from the ClearML github repository?

  
  
Posted 8 months ago

So even if you abort it on the start of the experiment it will keep running and reporting logs?

  
  
Posted 7 months ago

It was working for me. Anyway I modified the callback. Attached is the script that has the issue for me whenever I add random_image_logger to the callbacks It only logs some of the scalars for 1 epoch. It then is stuck and never recovers. When I remove random_image_logger the scalars are correctly logged. Again this only on 1 computer, other computers we have logging work perfectly fine

  
  
Posted 7 months ago

Thanks ThankfulClams64 having a code that can reproduce it is exactly what we need.
One thing I might have missed and is very important , what is your tensorboard package version?

  
  
Posted 7 months ago

Hi we are currently having the issue. There is nothing in the console regarding ClearML besides

ClearML Task: created new task id=0174d5b9d7164f47bd10484fd268e3ff
======> WARNING! Git diff too large to store (3611kb), skipping uncommitted changes <======
ClearML results page: 

The console logs continue to come in put no scalers or debug images show up.

  
  
Posted 8 months ago

task.connect(model_config)
task.connect(DataAugConfig)

If these are separate dictionaries , you should probably use two sections:

    task.connect(model_config, name="model config")
    task.connect(DataAugConfig, name="data aug")

It is still getting stuck.
I notice that one of the scalars that gets logged early is logging the epoch while the remaining scalars seem to be iterations because the iteration value is 1355 instead of 26

wait so you are seeing Some scalars ?

while the remaining scalars seem to be iterations because the iteration value is 1355 instead of 26

what are you seeing in your TB?

  
  
Posted 7 months ago

It is not always reproducible it seems like something that we do not understand happens then the machine consistently has this issue. We believe it has something to do with stopping and starting experiments

  
  
Posted 7 months ago

I am still having this issue. An update is that the "abort" does not work. Even though the state is correctly tracked in ClearML when I try to abort the experiment through the UI it says it does it but the experiment remains running on the computer.

  
  
Posted 7 months ago

Hi ThankfulClams64 ,the logging is done by a separate process, I'm pretty sure it's not terminating all of the sudden. Did you manage to get a full log of such an experiment to share?

  
  
Posted 7 months ago

ThankfulClams64 , are logs showing up without issue on the 'problematic' machine?

  
  
Posted 7 months ago

I do have uncommitted code changes. I can try to check at some point if it would not have the problem without them. It seems like it could be repeated just by making a git repo with that script and adding a very large file. If I can repeat it is it best to open an issue in GitHub?

  
  
Posted 7 months ago

Can someone help with this?

  
  
Posted 8 months ago

Hi ThankfulClams64

I am using ClearML Pro and pretty regularly I will restart an experiment and nothing will get logged to ClearML.
I use ClearML with pytorch 1.7.1, pytorch-lightning 1.2.2 and Tensorboard auto
All ClearML has the latest stable updates. (clearml 1.7.4, clearml-agent 1.7.2)

Is this still happening with the latest clearml ( clearml==1.16.3rc2 ) ?
What is the TB version?
I remember a fix regrading lightining support
Also just making sure, are you using the default lightning TB logger ?
How are you initializing the Task.init (i.e. could you copy here the code?)

  
  
Posted 7 months ago

It is still getting stuck. I think the issue might have something to do with the iterations versus epochs. I notice that one of the scalars that gets logged early is logging the epoch while the remaining scalars seem to be iterations because the iteration value is 1355 instead of 26

  
  
Posted 7 months ago

STATUS MESSAGE: N/A
STATUS REASON: Signal None

  
  
Posted 7 months ago

The machine currently having the issue is on tensorboard==2.16.2

  
  
Posted 7 months ago

No it completes and exists the script

  
  
Posted 7 months ago

Any chance you have some uncommited code changes that, when not included, this works fine?

  
  
Posted 7 months ago

Yes it shows on the UI and has the first epoch for some of the metrics but that's it. It has run like 50 epochs, it says it is still running but there are no updates to the scalars or debug samples

  
  
Posted 8 months ago

Is there someway to kill all connections of a machine to the ClearML server this does seem to be related to restarting a task / running a new task quickly after a task fails or is aborted

  
  
Posted 8 months ago

The console logging still works. Aborting the task was in the log but did not work and the process continued until I killed it.

  
  
Posted 7 months ago

I'll update my clearml version. Unfortunately I do not have a small code snippet and it is not always repeatable. Is there some additional logging that can be turned on?

  
  
Posted 8 months ago

sometimes I get no scalars, but the console logging always seems to be working

  
  
Posted 7 months ago

ThankfulClams64 , if you set auto_connect_streams to false nothing will be reported from your frameworks. With what frameworks are you working, tensorboard?

  
  
Posted 8 months ago

I'm not sure if it still reports logs. But it will continue running on the machine

  
  
Posted 7 months ago

I found that setting store_uncommitted_code_diff: false instead of true seems to fix the issue

  
  
Posted 7 months ago

Can you try with auto_connect_streams=True ? Also, what version of clearml sdk are you using?

  
  
Posted 8 months ago

Correct, so I get something like this

ClearML Task: created new task id=6ec57dcb007545aebc4ec51eb5b34c67
======> WARNING! Git diff too large to store (2536kb), skipping uncommitted changes <======
ClearML results page: 

but that is all

  
  
Posted 8 months ago
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