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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


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

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

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

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

  
  
Posted 3 months ago

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

  
  
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

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

  
  
Posted 3 months ago

Not sure why that is related to saving images

  
  
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

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

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

  
  
Posted 3 months ago

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

  
  
Posted 4 months ago

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

  
  
Posted 3 months ago

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

  
  
Posted 3 months ago

STATUS MESSAGE: N/A
STATUS REASON: Signal None

  
  
Posted 3 months ago

Hi @<1719524641879363584:profile|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 3 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 3 months 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 3 months ago

This was on the same machine I am having issues with it logs scalars correctly using the example code, but when I add in that callback which just logs a random image to tensorboard I don't get any scalars logged

  
  
Posted 3 months ago

Then we also connect two dictionaries for configs

    task.connect(model_config)
    task.connect(DataAugConfig)
  
  
Posted 3 months ago

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

  
  
Posted 4 months ago

Console logs

  
  
Posted 3 months ago

Running clearml_example.py in None reproduces the issue

  
  
Posted 3 months ago

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

  
  
Posted 4 months ago

I will try with clearml==1.16.3rc2 and see if it still has the issue

  
  
Posted 3 months ago

I created an issue: None

  
  
Posted 3 months ago

Yes I see it in the terminal on the machine

  
  
Posted 3 months ago

No it completes and exists the script

  
  
Posted 3 months ago

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

  
  
Posted 3 months ago

Just to make sure, did the logging to the clearml server work previously and stoped working at some point?

  
  
Posted 3 months ago
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