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NVLink 5 switch tray ASIC port link training failed signal integrity

An NVLink switch tray port failed link training, the physical layer could not establish a clean signal. On an NVL72-class rack this removes a path from the fabric, and collectives crossing it either fail or silently take a much slower route. This entry explains how to confirm the cause, apply the fix, and separate it from adjacent blackwell failures.

Quick answer

NVLink 5 switch tray ASIC port link training failed signal integrity means An NVLink switch tray port failed link training, the physical layer could not establish a clean signal. On an NVL72-class rack this removes a path from the fabric, and collectives crossing it either fail or silently take a much slower route. Preserve the first preceding error, then run the targeted control below.

Symptom
NVLink 5 switch tray ASIC port link training failed signal integrity
Root cause
An NVLink switch tray port failed link training, the physical layer could not establish a clean signal. On an NVL72-class rack this removes a path from the fabric, and collectives crossing it either fail or silently take a much slower route. The decisive evidence is the first log line that precedes "NVLink 5 switch tray ASIC port link training failed signal integrity" and differs from a healthy run.
Recommended fix
fence the affected tray/port and drain jobs whose topology crosses it. A partially trained fabric produces slow, non-deterministic collectives that look like a software problem.
How Denpex helps
Denpex investigates NVLink 5 switch tray ASIC port link training failed signal integrity using the evidence you provide or your connected workload collects. Earlier rank, host or application evidence is needed to distinguish an initiating failure from a downstream report.
Hardware#blackwell#nvlink#switch#tray#asic#link

What this failure is

The literal signature is "NVLink 5 switch tray ASIC port link training failed signal integrity". It is a hardware failure associated with Blackwell, Grace Hopper, NVLink fabrics, and liquid cooling. The line identifies the failing operation or subsystem, while the surrounding evidence decides whether it is the initiating fault or a downstream symptom.

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Why it happens (the mechanism)

An NVLink switch tray port failed link training, the physical layer could not establish a clean signal. On an NVL72-class rack this removes a path from the fabric, and collectives crossing it either fail or silently take a much slower route. The failure becomes visible at this call site because the operation first requires the missing resource, valid state, healthy peer, or correct result. Earlier log lines and a known-good control carry more causal value than the final wrapper exception.

What you'll observe

  • The workload stops or loses forward progress after emitting "NVLink 5 switch tray ASIC port link training failed signal integrity".
  • A retry on the same configuration reproduces the failure because the causal state has not changed.
  • The outer framework exception can hide the rank, node, allocation, or dependency that failed first.
  • Increasing timeouts or reducing workload size can suppress the symptom without correcting the cause.

Common symptoms and what they mean

SymptomWhy it happens
NVLink 5 switch tray ASIC port link training failed signal integrityAn NVLink switch tray port failed link training, the physical layer could not establish a clean signal. On an NVL72-class rack this removes a path from the fabric, and collectives crossing it either fail or silently take a much slower route.
The same operation fails at a consistent stage of Blackwell, Grace Hopper, NVLink fabrics, and liquid cooling.The decisive evidence is the first log line that precedes "NVLink 5 switch tray ASIC port link training failed signal integrity" and differs from a healthy run.
The first related warning appears before the final exception and names the causal subsystem.A nearby failure remains a competing hypothesis until a control separates configuration, capacity, transport, and hardware causes.
A known-good control changes one variable and either reproduces or clears the failure.An NVLink switch tray port failed link training, the physical layer could not establish a clean signal. On an NVL72-class rack this removes a path from the fabric, and collectives crossing it either fail or silently take a much slower route.

Which systems are affected

  • Blackwell, Grace Hopper, NVLink fabrics, and liquid cooling
  • production-shaped multi-accelerator workloads
  • containerized and bare-metal deployments of the same stack

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.

  • ✓Find the first occurrence of "NVLink 5 switch tray ASIC port link training failed signal integrity" and preserve at least 100 lines before it.
  • ✓Identify which rank, node, device, or process emitted the first related warning.
  • ✓"eye diagram closed" is a signal-integrity result, not a configuration one, check cable/connector seating, contamination, and bend radius on the named port. Compare error counters at both ends; a fault at one end only narrows it to that side.
  • ✓Repeat the same input after the targeted change and require the signature to disappear.
  • ✓Resume from latest checkpoint on unaffected topology only after the control passes.

Root cause

  • An NVLink switch tray port failed link training, the physical layer could not establish a clean signal. On an NVL72-class rack this removes a path from the fabric, and collectives crossing it either fail or silently take a much slower route.
  • The decisive evidence is the first log line that precedes "NVLink 5 switch tray ASIC port link training failed signal integrity" and differs from a healthy run.
  • A nearby failure remains a competing hypothesis until a control separates configuration, capacity, transport, and hardware causes.

The fix and how to prevent it

Searchable error signature

search key
NVLink 5 switch tray ASIC port link training failed signal integrity

Use this text as a lookup key in logs and upstream issue trackers. It is not presented as a captured customer log. Confirm the cause from your own preceding events, versions, configuration and the cited references.

The fix and the prevention pattern

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Why the recommended fix works

fence the affected tray/port and drain jobs whose topology crosses it. A partially trained fabric produces slow, non-deterministic collectives that look like a software problem. This changes the condition in the causal diagnosis instead of hiding the outer exception. The repeated control proves ownership before recovery from latest checkpoint on unaffected topology.

Code examples

snippet
# Preserve evidence before restarting
dmesg -T | grep -iE 'NVRM|Xid|AER|NVLink|ECC'
nvidia-smi -q
dcgmi diag -r 3

# Find the exact signature in the complete log
rg -n -F -- "NVLink 5 switch tray ASIC port link training failed signal integrity" <log-file>

Adapt the snippet to your framework. The same pattern holds for PyTorch Lightning, Hugging Face Trainer, DeepSpeed, Megatron-LM, and vLLM training wrappers. Where the wrapper exposes a config flag (for examplelr_scheduler_type in Trainer), prefer the flag over the imperative API to keep the schedule declarative and reproducible.

Best practices by model family

Model / StackRecommendationNotes
First responsePreserve the first failureKeep the context before "NVLink 5 switch tray ASIC port link training failed signal integrity" so aggregation does not erase causality.
ConfirmationChange one variableUse a known-good node, rank, input, or configuration as the control.
RecoveryResume from latest checkpoint on unaffected topologyResume only after the literal signature no longer appears in the same control.

With the fix vs without the fix

DimensionWith the fixWithout the fix
EvidenceFirst preceding error and one controlled comparisonOnly the final aggregated exception
Fixfence the affected tray/port and drain jobs whose topology crosses it. A partially trained fabric produces slow, non-deterministic collectives that look like a software problem.Retrying the unchanged workload
Exit criterion"NVLink 5 switch tray ASIC port link training failed signal integrity" is absent in the repeated controlThe job happened to run once

Diagnostic note

“Treat "NVLink 5 switch tray ASIC port link training failed signal integrity" as a search key and an investigation checkpoint, not as proof of every cause associated with the phrase. The high-value evidence is what changed immediately before it and whether the failure follows the workload, node, or configuration.”

Visual fingerprint

Decision path for NVLink 5 switch tray ASIC port link training failed signal integrity
literal error captured
        |
        v
find first preceding failure
        |
        v
run one known-good control
        |
        +-- follows workload --> inspect input or configuration
        +-- follows node ------> inspect hardware or platform
        +-- disappears --------> validate the targeted fix
The control separates workload, configuration, and node ownership before recovery from latest checkpoint on unaffected topology.

Diagnose this failure in VS Code

Select the traceback or open the failed terminal, then run Denpex locally to see the initiating rank, collateral failures, exact fix, and verification command without uploading the log.

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Frequently asked questions

Questions engineers and on-call staff commonly ask about this failure.

What does "NVLink 5 switch tray ASIC port link training failed signal integrity" mean?
An NVLink switch tray port failed link training, the physical layer could not establish a clean signal. On an NVL72-class rack this removes a path from the fabric, and collectives crossing it either fail or silently take a much slower route.
Is this line always the root cause?
No. It can be the direct failure or the point where an earlier failure becomes visible. The first preceding error and a controlled comparison decide which.
What should I collect before restarting?
Collect complete log context, the emitting rank or node, component versions, resolved configuration, and the diagnostic output shown above.
What is the fastest confirmation?
"eye diagram closed" is a signal-integrity result, not a configuration one, check cable/connector seating, contamination, and bend radius on the named port. Compare error counters at both ends; a fault at one end only narrows it to that side.
How do I prevent it from recurring?
record link training results as part of rack acceptance and after any physical work, and alert on retrain events rather than only on hard failures.

Don't just read the fix, diagnose your run

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