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Answered
I Dont Exactly Know How To Ask For Help On This... Nor Have A Reproducible Minimal Example... I Downgraded Back To 1.15.1 From 1.16.2 And Have The Same Issue There. I Have A Pipeline That'S Repeatedly Failing To Complete. It Correctly Marks Things As Cach

i dont exactly know how to ask for help on this... nor have a reproducible minimal example...
I downgraded back to 1.15.1 from 1.16.2 and have the same issue there.
I have a pipeline that's repeatedly failing to complete. it correctly marks things as cached, and then just doesnt execute the last step. The task stays "Running" forever, but disappears - the worker just has a process that dies. CPU/RAM aren't running out or anything like that at all. Prior runs of this pipeline worked just fine (less cached then too).

Has anyone seen this kind of "disappearing / zombie task" state before? It's very perplexing to me.

  
  
Posted 4 months ago
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Answers 43


it happens consistently with this one task that really should be all cache.
I disabled cache in the final step and it seems to run now.

  
  
Posted 4 months ago

ugh. again. it launched all these tasks and then just died. logs go silent.
image
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Posted 4 months ago

enqueuing. pipe.start("default") but I think it's picking up on my local clearml install instead of what I told it to use.

my tasks have this in them... what's the equivalent for pipeline controllers?
image

  
  
Posted 4 months ago

damn. I can't believe it. It disappeared again despite having 1.15.1 be the task's clearml version.
I'm going to try running the pipeline locally.

  
  
Posted 4 months ago

clearml-server-1.15.1, clearml-1.16.2
  
  
Posted 4 months ago

do you have any STATUS REASON under the INFO section of the controller task?

  
  
Posted 4 months ago

worker thinks its in venv mode but is containerized .
apiserver is docker compose stack

ill check logs next time i see it .

currently rushing to ship a model out, so I've just been running smaller experiments slowly hoping to avoid the situation . fingers crossed .

  
  
Posted 4 months ago

are you running this locally or are you enqueueing the task (controller)?

  
  
Posted 4 months ago

yeah, it just shows what I see in the Console, but then immediately goes back to polling for more work (so... instead of running backtest, it exits, no completion message)

  
  
Posted 4 months ago

let me downgrade my install of clearml and try again.

  
  
Posted 4 months ago

can you share the logs of the controller?

  
  
Posted 4 months ago

N/A (still shows as running despite Abort being sent)

  
  
Posted 4 months ago

its odd... I really dont see tasks except the controller one dying

  
  
Posted 4 months ago

that's the final screenshot. it just shows a bunch of normal "launching ..." steps, and then stops all the sudden.

  
  
Posted 4 months ago

nothing came up in the logs. all 200's

  
  
Posted 4 months ago

clearml_agent v1.8.1
  
  
Posted 4 months ago

I think i've narrowed this down to the ssh connection approach.

regarding the container that runs the pipeline:

  • when I made it stop using autossh tunnels and instead put it on the same machine as the clearml server + used docker network host mode, suddenly the problematic pipeline started completing.
    it's just so odd that the pipeline controller task is the only one with an issue. the modeling / data-creation tasks really all seem to complete consistently just fine.

so yeah, best guess now is that its unrelated to clearml verison but rather to the connectivity of the pipeline controller task to the api server.

when I run this pipeline controller locally (also using the same ssh tunnel approach for comms), the pipeline completes just fine. so it's something specific about how its working inside the container vs on my machine, it seems.

  
  
Posted 4 months ago

it's pretty reliably happening but the logs are just not informative. just stops midway
image

  
  
Posted 4 months ago

when i run the pipe locally, im using the same connect.sh script as the workers are in order to poll the apiserver via the ssh tunnel.

  
  
Posted 4 months ago

hoping this really is a 1.16.2 issue. fingers crossed. at this point more pipes are failing than not.

  
  
Posted 4 months ago

Hi @<1689446563463565312:profile|SmallTurkey79> , when this happens, do you see anything in the API server logs? How is the agent running, on top of K8s or bare metal? Docker mode or venv?

  
  
Posted 4 months ago

would it be on the pipeline task itself then, since that's what's disappearing? that likely the case

  
  
Posted 4 months ago

(the "magic" of the env detection is nice but man... it has its surprises)

  
  
Posted 4 months ago

Hi @<1689446563463565312:profile|SmallTurkey79> ! I will take a look at this and try to replicate the issue. In the meantime, I suggest you look into other dependencies you are using. Maybe some dependency got upgraded and the upgrade now triggers this behaviour in clearml.

  
  
Posted 4 months ago

trying to run the experiment that kept failing right now, watching logs (they go by fast)... will try to spot anything anamolous

  
  
Posted 4 months ago

thank you

  
  
Posted 4 months ago

but maybe here's a clue. after hanging like that for a while... it seems like the agent restarts (the container it runs in does not)
image

  
  
Posted 4 months ago

ah. a clue! it came right below that but i guess out of order...
that id is the pipeline that failed
image

  
  
Posted 4 months ago

would it be on the pipeline task itself then, since that's what's disappearing?
I will do some experiment comparisons and see if there are package diffs. thanks for the tip.

  
  
Posted 4 months ago

Hi @<1689446563463565312:profile|SmallTurkey79> !
Prior runs of this pipeline worked just fine What SDK version were you using for the prior runs? Does this still happen if you revert to that version?
Can you provide a script that imitates what you are doing?
In the pipeline you are running, are you creating new tasks/pipelines/datasets?

  
  
Posted 4 months ago
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