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NCCL IPv6 Issue

NCCL IPv6 issues occur when NCCL tries to use IPv6 but the network only supports IPv4, or vice versa.

Quick answer

NCCL IPv6 issues occur when NCCL tries to use IPv6 but the network only supports IPv4, or vice versa.

Communication#nccl#ipv6#ipv4#network#communication#distributed

What this failure is

NCCL IPv6 Issue is a Communication failure seen during ML training runs. NCCL IPv6 issues occur when NCCL tries to use IPv6 but the network only supports IPv4, or vice versa. Common tags: Nccl, Ipv6, Ipv4, Network.

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Why it happens (the mechanism)

NCCL defaults to IPv6 but only IPv4 available. DNS resolves to IPv6 first. Cluster doesn't have IPv6 configured. Firewall blocks IPv6 traffic. 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

  • NCCL hangs at initialization
  • NCCL uses wrong IP family
  • Inter-node communication fails

Common symptoms and what they mean

SymptomWhy it happens
NCCL WARN Net: No IPv6 interface foundNCCL defaults to IPv6 but only IPv4 available
NCCL slow to initializeDNS resolves to IPv6 first
Connection refused on IPv6Cluster doesn't have IPv6 configured

Which systems are affected

  • Multi-node training on IPv4-only networks
  • Training on mixed IPv4/IPv6 networks
  • Older clusters without IPv6

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: NCCL WARN Net: No IPv6 interface found
  • Verified signal present: NCCL slow to initialize
  • Verified signal present: Connection refused on IPv6
  • 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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NCCL errors in context

NCCL is where a distributed job reports failure, which is not the same as where it failed. The hub lists every common NCCL error next to what it actually indicates, and the environment variables that tell them apart.

Compare every nccl error side by side

Root cause

  • NCCL defaults to IPv6 but only IPv4 available
  • DNS resolves to IPv6 first
  • Cluster doesn't have IPv6 configured
  • Firewall blocks IPv6 traffic

The fix and how to prevent it

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