What does this failure look like in production?

In production this failure typically appears during the first tens-to-hundreds of training steps: loss curves become non-monotonic, validation metrics plateau above the baseline, and downstream checkpoints either diverge or fail to improve. Engineers frequently misread it as data drift when the underlying mechanism is acs (access control services) is disabled in the server bios, which prevents peer-to-peer dma between the gpu and nic across the pcie fabric. Validating against the symptom list in this entry is the fastest way to confirm the diagnosis.

Is this a hardware or a software issue?

Communication failures can look like either layer depending on the symptom. The discriminator is the resolution of the symptom to the recommended fix: if applying the steps under "How to fix it" eliminates the symptom, this is a software/configuration class issue regardless of the hardware it surfaced on. Repeat the fix on a fresh node to confirm.

How long does the fix typically take?

Most resolutions from this entry take 10 to 30 minutes of engineer time once the diagnosis is confirmed. Long fixes come from skipping the diagnosis step and chasing apparent symptoms (validation drift, memory growth, slow throughput) instead of the actual root cause listed above. Apply the fix in a small experiment first, then roll it forward.

Does this affect inference or only training?

Primarily this is a communication failure observed during training, but the same misconfiguration can leak into downstream evaluation and serving. Treat the prevention checklist as a guardrail: any pipeline that touches a trained checkpoint should re-validate the failure mode before promoting the model.

What's the cheapest way to confirm this is the problem?

Cheapest signal: reproduce the symptom on a 1-GPU toy run with the same configuration. If the toy run exhibits the same behavior, the cause is the configuration rather than the cluster. If only the multi-GPU run is affected, the failure is a distributed interaction, so Bare-metal GPU servers with ACS disabled in BIOS is the most likely layer to inspect.

Can the Denpex platform detect this automatically?

Yes. Denpex correlates the symptoms in this entry against your training logs in real time and surfaces the failure taxonomy, root cause, and exact remediation command on the console. Three full diagnoses are included free during signup, and the encyclopedia entry you are reading is generated from the same signal library that powers the platform.

What related failures should I check next?

Closely related failures cluster around #acs, #gdr, #gpu-direct-rdma. After applying this fix, validate against the related entries below to confirm no overlapping cause is masking as this one. Engineers routinely discover that the dominant failure mode is actually a second, sibling failure compounded on top.

Will this recur after the fix?

Applied once with the prevention checklist, this failure does not recur under normal operation. The recurring variant most engineers encounter is the re-emergence of the same symptom on a different model or stack after acs is upgraded. Pin compatible versions and rerun the prevention smoke test on every dependency change.

Is there a fingerprint I can monitor?

Yes. NCCL WARN Got completion with error 4, vendor err 81 is the highest-signal fingerprint. Wire a metric or alert on that signal (or its absence after the fix) so you can detect the recurrence automatically. The Denpex platform encodes this exact fingerprint and surfaces it directly in the dashboard.

What is the official documentation that covers this?

Reference documentation is listed in the References section at the bottom of this entry. The most authoritative URLs are the upstream framework docs and the issue trackers cited; the Denpex entry synthesizes both into the executive, engineer, and on-call perspectives so each audience can act without reading every linked source.

Does this entry include working code?

Yes. The "Code Examples" section contains copy-paste-ready snippets that target the most common stacks (PyTorch, Hugging Face Trainer, DeepSpeed, Megatron-LM, vLLM/Transformers). Each snippet is annotated with why it works so you can adapt the pattern to your own framework without losing fidelity.

ACS Disabled. GPU Direct RDMA Failure (Vendor Err 81)

Q: How does this scale from 1 GPU to 1000 GPUs?

At single-GPU scale the symptom usually looks like slow convergence or a single anomalous loss value. At 64+ GPU scale, distributed interactions amplify acs (access control services) is disabled in the server bios, which prevents peer-to-peer dma between the gpu and nic across the pcie fabric through collectives, and the failure can manifest as a full job abort. Always reproduce the fix at the smallest cluster configuration that still exhibits the symptom before promoting to production scale.

When Access Control Services (ACS) is disabled in the BIOS, GPU Direct RDMA (GDR) fails with RDMA completion error 4 and vendor error 81. NCCL performance degrades severely or training crashes. Denpex detects the GDR failure from NCCL logs and recommends the BIOS or NCCL configuration fix.

Quick answer

When Access Control Services (ACS) is disabled in the BIOS, GPU Direct RDMA (GDR) fails with RDMA completion error 4 and vendor error 81.

Symptom: NCCL WARN Got completion with error 4, vendor err 81
Root cause: ACS (Access Control Services) is disabled in the server BIOS, which prevents peer-to-peer DMA between the GPU and NIC across the PCIe fabric. Without ACS, the IOMMU cannot validate DMA transactions between the GPU and NIC, so the RDMA completion fails with vendor error 81. ACS is sometimes disabled for PCIe passthrough (e.
Recommended fix: NCCL_IB_DISABLE=1
How Denpex helps: Denpex investigates ACS Disabled. GPU Direct RDMA Failure (Vendor Err 81) 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.

Communication#acs#gdr#gpu-direct-rdma#rdma#nccl#bios

What this failure is

ACS Disabled. GPU Direct RDMA Failure (Vendor Err 81) is a Communication failure seen during ML training runs. When Access Control Services (ACS) is disabled in the BIOS, GPU Direct RDMA (GDR) fails with RDMA completion error 4 and vendor error 81. NCCL performance degrades severely or training crashes. Denpex detects the GDR failure from NCCL logs and recommends the BIOS or NCCL configuration fix. Common tags: Acs, Gdr, Gpu Direct Rdma, Rdma.

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Why it happens (the mechanism)

ACS (Access Control Services) is disabled in the server BIOS, which prevents peer-to-peer DMA between the GPU and NIC across the PCIe fabric. Without ACS, the IOMMU cannot validate DMA transactions between the GPU and NIC, so the RDMA completion fails with vendor error 81. ACS is sometimes disabled for PCIe passthrough (e.g., for VM device assignment), which has the side effect of breaking GPU Direct RDMA. NCCL attempts to use GDR by default on supported hardware, and the failure is not gracefully handled on all NCCL versions. 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 RDMA operations fail with completion error 4 and vendor error 81
Multi-node training with GDR enabled crashes or performs very poorly
The same training works with GPU Direct RDMA disabled

Common symptoms and what they mean

Symptom	Why it happens
NCCL WARN Got completion with error 4, vendor err 81	ACS (Access Control Services) is disabled in the server BIOS, which prevents peer-to-peer DMA between the GPU and NIC across the PCIe fabric
NCCL_DEBUG=INFO shows GDR registration failures	Without ACS, the IOMMU cannot validate DMA transactions between the GPU and NIC, so the RDMA completion fails with vendor error 81
Performance is significantly worse than expected on RoCE/IB fabrics	ACS is sometimes disabled for PCIe passthrough (e.g., for VM device assignment), which has the side effect of breaking GPU Direct RDMA
ibv_devinfo shows the NIC supports GDR but NCCL cannot use it	NCCL attempts to use GDR by default on supported hardware, and the failure is not gracefully handled on all NCCL versions

Which systems are affected

Bare-metal GPU servers with ACS disabled in BIOS
Servers where ACS was disabled for PCIe passthrough or device assignment
Multi-node training over InfiniBand or RoCE with GPU Direct RDMA
HPE, Dell, and Supermicro servers where ACS default varies by BIOS version

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 Got completion with error 4, vendor err 81
✓Verified signal present: NCCL_DEBUG=INFO shows GDR registration failures
✓Verified signal present: Performance is significantly worse than expected on RoCE/IB fabrics
✓Verified signal present: ibv_devinfo shows the NIC supports GDR but NCCL cannot use it
✓A targeted fix from the "How to fix it" section eliminates or substantially reduces the symptom within one validation pass.

Root cause

ACS (Access Control Services) is disabled in the server BIOS, which prevents peer-to-peer DMA between the GPU and NIC across the PCIe fabric
Without ACS, the IOMMU cannot validate DMA transactions between the GPU and NIC, so the RDMA completion fails with vendor error 81
ACS is sometimes disabled for PCIe passthrough (e.g., for VM device assignment), which has the side effect of breaking GPU Direct RDMA
NCCL attempts to use GDR by default on supported hardware, and the failure is not gracefully handled on all NCCL versions

The fix and how to prevent it

Searchable error signature

search key

NCCL WARN Got completion with error 4, vendor err 81

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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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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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