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Triaging torchrun ChildFailedError: the Wrapper Is Never the Root Cause

ChildFailedError is torchelastic's envelope around a dead worker. The exitcode/signal in its table is the actual signal: -9 host OOM-kill, -11 segfault, -6 abort (often CUDA), 1 python exception whose traceback sits in that rank's own log.

Quick answer

ChildFailedError is torchelastic's envelope around a dead worker.

Distributed Training#torchrun#torchelastic#childfailederror#exitcode#triage

What this failure is

Triaging torchrun ChildFailedError: the Wrapper Is Never the Root Cause is a Distributed Training failure seen during ML training runs. ChildFailedError is torchelastic's envelope around a dead worker. The exitcode/signal in its table is the actual signal: -9 host OOM-kill, -11 segfault, -6 abort (often CUDA), 1 python exception whose traceback sits in that rank's own log. Common tags: Torchrun, Torchelastic, Childfailederror, Exitcode.

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Why it happens (the mechanism)

Worker death from any underlying cause; the wrapper only reports it. Taken together, these mechanisms explain why the failure is reproducible, why it tends to surface on specific workloads or scales, and why generic mitigation attempts often fall short without addressing the underlying cause.

What you'll observe

  • job reports ChildFailedError with a rank/exitcode table
  • engineers paste the wrapper, not the per-rank traceback
  • automation classifies every such failure identically

Common symptoms and what they mean

SymptomWhy it happens
torch.distributed.elastic.multiprocessing.errors.ChildFailedErrorworker death from any underlying cause; the wrapper only reports it
exitcode -9/-11/-6/1 per failed rank with timestampsworker death from any underlying cause; the wrapper only reports it

Which systems are affected

  • torchrun/torchelastic launches
  • Slurm srun+torchrun hybrids
  • Kubeflow PyTorchJob

How to confirm this is the problem

Use this checklist to test the hypothesis against a small reproduction. No single line proves the root cause, so preserve the preceding events and compare one variable at a time.

  • Reproduce the failure from a clean checkpoint/seed: the symptom must appear without warm-up state from a previous run.
  • Verified signal present: torch.distributed.elastic.multiprocessing.errors.ChildFailedError
  • Verified signal present: exitcode -9/-11/-6/1 per failed rank with timestamps
  • A targeted fix from the "How to fix it" section eliminates or substantially reduces the symptom within one validation pass.

The fix and the prevention pattern

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Root cause

  • worker death from any underlying cause; the wrapper only reports it

The fix and how to prevent it

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