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NVRM: Xid 62, Internal Microcode Error

Xid 62, internal microcode error. The GPU firmware hit an unrecoverable internal fault. The device usually survives a reset, but a repeat on the same serial is a hardware or firmware defect rather than a workload problem. This entry explains how to confirm the cause, apply the fix, and separate it from adjacent xid failures.

Quick answer

NVRM: Xid 62, Internal Microcode Error means Xid 62, internal microcode error. The GPU firmware hit an unrecoverable internal fault. The device usually survives a reset, but a repeat on the same serial is a hardware or firmware defect rather than a workload problem. Preserve the first preceding error, then run the targeted control below.

Hardware#xid#nvidia#internal#microcode#fault#gpu

What this failure is

The literal signature is "NVRM: Xid 62, Internal Microcode Error". It is a hardware failure associated with NVIDIA data center GPUs and the Linux driver. 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)

Xid 62, internal microcode error. The GPU firmware hit an unrecoverable internal fault. The device usually survives a reset, but a repeat on the same serial is a hardware or firmware defect rather than a workload problem. 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 "NVRM: Xid 62, Internal Microcode Error".
  • 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
NVRM: Xid 62, Internal Microcode ErrorXid 62, internal microcode error. The GPU firmware hit an unrecoverable internal fault. The device usually survives a reset, but a repeat on the same serial is a hardware or firmware defect rather than a workload problem.
The same operation fails at a consistent stage of NVIDIA data center GPUs and the Linux driver.The decisive evidence is the first log line that precedes "NVRM: Xid 62, Internal Microcode Error" 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.Xid 62, internal microcode error. The GPU firmware hit an unrecoverable internal fault. The device usually survives a reset, but a repeat on the same serial is a hardware or firmware defect rather than a workload problem.

Which systems are affected

  • NVIDIA data center GPUs and the Linux driver
  • production-shaped multi-accelerator workloads
  • containerized and bare-metal deployments of the same stack

How to confirm this is the problem

Apply the following checklist to a small reproduction: each box below is a positive signal that you are looking at this exact failure rather than a sibling in the same taxonomy.

  • Find the first occurrence of "NVRM: Xid 62, Internal Microcode Error" and preserve at least 100 lines before it.
  • Identify which rank, node, device, or process emitted the first related warning.
  • dmesg -T | grep -B2 -A4 "Xid.*62"; nvidia-smi -q | grep -A3 -E "VBIOS|Inforom"; compare driver+VBIOS against the fleet baseline, a mismatched pair is the most common trigger.
  • Repeat the same input after the targeted change and require the signature to disappear.
  • Resume from latest checkpoint on a healthy node only after the control passes.

Example training logs (fingerprint)

training.log (synthetic fingerprint)
NVRM: Xid 62, Internal Microcode Error

Timestamps and exact values vary across runs, but the pattern. An info-level start, an early WARN, an ERROR carrying the symptom. Is the actual fingerprint you should alert on. The Denpex platform flags this combination automatically.

The fix and the prevention pattern

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Why the recommended fix works

drain the node and reset the GPU (nvidia-smi --gpu-reset -i <id>); reboot if the reset is refused. 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 a healthy node.

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 -- "NVRM: Xid 62, Internal Microcode Error" <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 "NVRM: Xid 62, Internal Microcode Error" 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 a healthy nodeResume 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
Fixdrain the node and reset the GPU (nvidia-smi --gpu-reset -i <id>); reboot if the reset is refused.Retrying the unchanged workload
Exit criterion"NVRM: Xid 62, Internal Microcode Error" is absent in the repeated controlThe job happened to run once

Real engineering notes

Treat "NVRM: Xid 62, Internal Microcode Error" 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 NVRM: Xid 62, Internal Microcode Error
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 a healthy node.

Xid 62 in context

Xid 62 is one of a small set of codes the NVIDIA driver uses to report GPU faults, and the number is most of the diagnosis: it tells you whether you are looking at your own code, the driver, or a board that needs replacing.

Compare every Xid code side by side

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.

Install the free VS Code extension

Root cause

  • Xid 62, internal microcode error. The GPU firmware hit an unrecoverable internal fault. The device usually survives a reset, but a repeat on the same serial is a hardware or firmware defect rather than a workload problem.
  • The decisive evidence is the first log line that precedes "NVRM: Xid 62, Internal Microcode Error" 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

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Frequently asked questions

Twelve targeted questions that engineers and on-call staff most commonly ask about this failure.

What does "NVRM: Xid 62, Internal Microcode Error" mean?
Xid 62, internal microcode error. The GPU firmware hit an unrecoverable internal fault. The device usually survives a reset, but a repeat on the same serial is a hardware or firmware defect rather than a workload problem.
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?
dmesg -T | grep -B2 -A4 "Xid.*62"; nvidia-smi -q | grep -A3 -E "VBIOS|Inforom"; compare driver+VBIOS against the fleet baseline, a mismatched pair is the most common trigger.
How do I prevent it from recurring?
pin one driver/VBIOS combination per board type; track Xid 62 per GPU serial rather than per host, so a migrating card is visible.

Don't just read the fix, diagnose your run

The encyclopedia tells you what went wrong. Denpex tells you what went wrong in YOUR training run. With your logs, your config, and your stack.