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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 one year ago
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Answers 69


Yea I am fine not having the console logging. My issues is the scalers and debug images occasionally don't record to ClearML

  
  
Posted one year 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 one year ago

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

  
  
Posted one year 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 one year ago

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

  
  
Posted one year 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 one year ago

My bad, if you set auto_connect_streams to false, you basically disable the console logging... Please see the documentation:

auto_connect_streams (Union[bool, Mapping[str, bool]]) – Control the automatic logging of stdout and stderr.
  
  
Posted one year 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 one year ago

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

  
  
Posted one year 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 one year ago

Yes tensorboard. It is still logging the tensorboard scalers and images. It just doesn't log the console output

  
  
Posted one year ago

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

  
  
Posted one year ago

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 one year ago

Console logs

  
  
Posted one year ago

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

  
  
Posted one year ago

Can someone help with this?

  
  
Posted one year ago

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

  
  
Posted one year ago

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

  
  
Posted one year 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 one year ago

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

  
  
Posted one year ago

Okay I will do another run to capture the console output. We currently set auto_connect_streams to False to reduce the number of API calls. So there isn't really anything in the ClearML task page console section

  
  
Posted one year ago

The same training works sometimes. But I'm not sure how to troubleshoot when it stops logging the metrics

  
  
Posted one year ago

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

  
  
Posted one year ago

I am on 1.16.2

    task = Task.init(project_name=model_config['ClearML']['project_name'],
                     task_name=model_config['ClearML']['task_name'],
                     continue_last_task=False,
                     auto_connect_streams=True)
  
  
Posted one year ago

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

  
  
Posted one year ago

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

  
  
Posted one year ago

Hi @<1719524641879363584:profile|ThankfulClams64> , does the experiment itself show on the ClearML UI?

  
  
Posted one year ago

No it completes and exists the script

  
  
Posted one year ago

That makes sense... If you turn auto_connect_streams to false this mean that auto reporting will be disabled as per the documentation.. If you turn it to True then logging should resume.

  
  
Posted one year 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 one year ago
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