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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 4 months ago
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Answers 69


Thank you @<1719524641879363584:profile|ThankfulClams64> for opening the GI, hopefully we will be able to reproduce it and fox ot quickly

  
  
Posted 3 months ago

I created an issue: None

  
  
Posted 3 months ago

Running clearml_example.py in None reproduces the issue

  
  
Posted 3 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 3 months ago

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

  
  
Posted 3 months ago

Not sure why that is related to saving images

  
  
Posted 3 months ago

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

  
  
Posted 3 months ago

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

  
  
Posted 3 months ago

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

  
  
Posted 3 months ago

Yes I see it in the terminal on the machine

  
  
Posted 3 months ago

Do you also see the same in the terminal itself on the machine?

  
  
Posted 3 months ago

When I try to abort an experiment. I get this in the log

clearml.Task - WARNING - ### TASK STOPPED - USER ABORTED - STATUS CHANGED ###

but it does not stop anything it just continues to run

  
  
Posted 3 months ago

Not sure if this is helpful but this is what I get when I cntrl-c out of the hung script

^C^CException ignored in atexit callback: <bound method Reporter._handle_program_exit of <clearml.backend_interface.metrics.reporter.Reporter object at 0x70fd8b7ff1c0>>
Event reporting sub-process lost, switching to thread based reporting
Traceback (most recent call last):
  File "/home/richard/.virtualenvs/temp_clearml/lib/python3.10/site-packages/clearml/backend_interface/metrics/reporter.py", line 317, in _handle_program_exit
    self.wait_for_events()
  File "/home/richard/.virtualenvs/temp_clearml/lib/python3.10/site-packages/clearml/backend_interface/metrics/reporter.py", line 337, in wait_for_events
    return report_service.wait_for_events(timeout=timeout)
  File "/home/richard/.virtualenvs/temp_clearml/lib/python3.10/site-packages/clearml/backend_interface/metrics/reporter.py", line 129, in wait_for_events
    if self._empty_state_event.wait(timeout=1.0):
  File "/home/richard/.virtualenvs/temp_clearml/lib/python3.10/site-packages/clearml/utilities/process/mp.py", line 445, in wait
    return self._event.wait(timeout=timeout)
  File "/usr/lib/python3.10/multiprocessing/synchronize.py", line 349, in wait
    self._cond.wait(timeout)
  File "/usr/lib/python3.10/multiprocessing/synchronize.py", line 261, in wait
    return self._wait_semaphore.acquire(True, timeout)
KeyboardInterrupt: 
  
  
Posted 3 months ago

STATUS MESSAGE: N/A
STATUS REASON: Signal None

  
  
Posted 3 months ago

Does any exit code appear? What is the status message and status reason in the 'INFO' section?

  
  
Posted 3 months ago

When the script is hung at the end the experiment says failed in ClearML

  
  
Posted 3 months ago

No it completes and exists the script

  
  
Posted 3 months ago

If you remove any reference of ClearML from the code on that machine, does it still hang?

  
  
Posted 3 months ago

Yes it is logging to the console. The script does hang whenever it completes all the epochs when it is having the issue.

  
  
Posted 3 months ago

Console logs

  
  
Posted 3 months ago

I just created a new virtual environment and the problem persists. There are only two dependencies clearml and tensorflow. @<1523701070390366208:profile|CostlyOstrich36> what logs are you referring to?

  
  
Posted 3 months ago

@<1719524641879363584:profile|ThankfulClams64> , are logs showing up without issue on the 'problematic' machine?

  
  
Posted 3 months ago

@<1719524641879363584:profile|ThankfulClams64> you could try using the compare function in the UI to compare the experiments on the machine the scalars are not reported properly and the experiments on a machine that runs the experiments properly. I suggest then replicating the environment exactly on the problematic machine. None

  
  
Posted 3 months ago

Another thing I notice is that aborting the experiment does not work when this is happening. It just continues to run

  
  
Posted 3 months ago

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

  
  
Posted 3 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 3 months ago

Hi @<1719524641879363584:profile|ThankfulClams64> ! What tensorflow/keras version are you using? I noticed that in the TensorBoardImage you are using tf.Summary which no longer exists since tensorflow 2.2.3 , which I believe is too old to work with tesorboard==2.16.2.
Also, how are you stopping and starting the experiments? When starting an experiment, are you resuming training? In that case, you might want to consider setting the initial iteration to the last iteration your program reported

  
  
Posted 3 months ago

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

  
  
Posted 3 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 3 months ago

Thanks @<1719524641879363584:profile|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 3 months ago
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