Nvshmem Troubleshoot And Report Bugs
NVIDIAOfficialCreated by NVIDIA NVSHMEM Team
- Skill
- Tool integration
- Software development
- Apache-2.0
- Medium risk
AutoGineer summary
Written by AutoGineer from the skill’s own files, not by the author
This skill provides a systematic approach to troubleshooting NVSHMEM runtime issues. It guides users through collecting high-signal evidence, such as INFO-level logs and environment details, to distinguish between NVSHMEM defects and external application or platform failures. It uses a bundled knowledge base for initial diagnosis and provides a standardized template for escalating unresolved issues to support teams.
What it does
- Analyzes runtime failures including crashes, hangs, and transport issues.
- Validates the presence of required INFO-level debug logs.
- Matches symptoms against a bundled troubleshooting knowledge base.
- Distinguishes between NVSHMEM-specific defects and external environment issues.
- Generates structured, paste-ready bug reports for escalation.
- Provides read-only diagnostic guidance without performing unauthorized system changes.
When to use it
- When an NVSHMEM application fails during launch, initialization, or execution.
- When you need to determine if a failure is caused by NVSHMEM or the underlying environment.
- When you need to prepare a professional, detailed bug report for technical support.
- When you are unsure how to collect the necessary logs for debugging NVSHMEM.
Advantages
- Reduces back-and-forth by requiring essential diagnostic data upfront.
- Ensures bug reports are consistent, complete, and actionable.
- Prevents misdiagnosis by requiring live documentation verification.
- Maintains a safe, read-only interaction boundary.
Usage examples
- “My NVSHMEM application is hanging during initialization. How do I troubleshoot this?”
- The agent will request the exact launch command and complete stdout/stderr from all PEs, and instruct you to enable INFO-level logging if not already present.
- “I have collected the logs for my NVSHMEM crash. Can you help me report this?”
- The agent will analyze the logs, attempt to match the error to the knowledge base, and if unresolved, generate a structured Markdown bug report for you to submit.
Install
Download the skill as a ZIP:
https://mp-staging.autogineer.com/agent-skills/nvidia/nvshmem-troubleshoot-and-report-bugs/downloadUnzip it into the cross-client skills folder of your project:
mkdir -p .agents/skills && unzip nvshmem-troubleshoot-and-report-bugs.zip -d .agents/skills
Documentation by NVIDIA NVSHMEM Team
NVSHMEM Troubleshooting and Bug Reporting
Purpose
Diagnose NVSHMEM runtime failures from high-signal evidence. Match documented problems conservatively, verify version-sensitive claims with live official documentation, separate NVSHMEM defects from application or environment failures, and prepare a portable report when escalation is useful.
Prerequisites
Require no credentials, API keys, or privileged access.
Work from the user's exact launch command, complete output, and generated logs. Use direct read-only inspection only when the user supplies access and asks for it.
Use
$nvshmem-docswhen it is registered to verify version-specific behavior, and$nvshmem-installwhen it is registered for installation or build handoffs. Otherwise use the live official documentation linked from the bundled knowledge base.Keep troubleshooting-knowledge-base.md available for diagnosis and bug-report-template.md available for escalation.
Inputs
Required: Obtain the exact command or complete batch-script launch stanza and complete stdout and stderr from every PE, including lines before the first error and any per-PE logs.
Conditional: Obtain output that confirms INFO-level NVSHMEM logging before diagnosing an in-process NVSHMEM failure. Apply the documented pre-start exception only when NVSHMEM demonstrably cannot emit logs.
Optional: Obtain the full NVSHMEM version, CUDA and driver versions, launcher and bootstrap, transport settings, PE/node/GPU counts, rank-to-GPU mapping, topology, smallest failing scale, and last known-good configuration only when they distinguish plausible causes.
Source precedence: Prefer raw artifacts from the current run, then explicit values in the current user prompt or invocation, then non-conflicting agent context, then focused follow-up answers. Report conflicts and prefer the current raw artifact unless the user confirms a correction.
Limitations
Do not confirm a root cause from paraphrased errors, incomplete PE output, a partial signature match, or timing changes alone.
Treat the bundled knowledge base as a routing snapshot, not current authority. Require live official documentation for version-specific claims.
Do not claim that a fixed-in release proves every earlier release is affected. Treat upgrade compatibility as unverified until it has been checked against the collected environment.
Do not perform privileged platform changes or directly submit reports. Provide read-only checks, administrator questions, and paste-ready Markdown instead.
Follow the human-in-the-loop execution boundary below for every command or tool action.
Instructions
Human-in-the-Loop Execution Boundary
Keep diagnosis, artifact inspection, command construction, and report drafting read-only. The default tool allowlist is limited to:
read-only inspection and search of user-provided artifacts in authorized paths, using
rg,sed -n,head,tail,wc,stat, orfile;read-only retrieval of official NVSHMEM documentation through
$nvshmem-docsor web search/open operations; anddrafting diagnostic commands and report text in the response.
All other tool actions are denied by default. In particular, do not invoke file-write or deletion operations, process or job launch/control, package management, configuration changes, privileged operations, uploads, connectors, or external create/update/submit actions on the user's behalf.
If the user asks for a non-destructive state-changing diagnostic action that remains within this skill's scope, pause immediately before it and:
Show the exact command or action and its resolved targets.
Explain its expected effects, whether it is reversible, and any data and destination involved.
Obtain the user's explicit confirmation for that exact action immediately before execution.
A request to diagnose, reproduce, fix, prepare, or report a bug is not by itself confirmation to perform a state-changing action. Do not infer confirmation from credentials, tool availability, shell access, or earlier approval of a different action. If the command, target, data, destination, or scope changes, disclose the change and confirm again.
Destructive or irreversible operations, direct report submission, artifact upload, and privileged platform changes remain outside this skill's scope even after confirmation. Return paste-ready report text and administrator handoff instructions instead.
Start With the Command and Output
Ask first for both of the following when either is missing, then stop:
The exact command or complete batch-script launch stanza, including environment settings, launcher options, container invocation, and module loads.
The complete stdout and stderr from every PE, including lines before the first error and any per-PE log files.
Do not begin with a broad environment questionnaire. Do not diagnose from a paraphrased error when raw output can be obtained.
Require INFO Logging
Determine whether the captured output contains NVSHMEM_DEBUG=INFO or clear INFO-level NVSHMEM records. The command line alone is not sufficient because a launcher may fail to propagate its environment. If the output does not confirm INFO logging, ask the user to repeat the same run with:
NVSHMEM_DEBUG=INFO
NVSHMEM_DEBUG_SUBSYS=ALL
NVSHMEM_DEBUG_FILE=nvshmem-%h-%p.logPreserve the executable, launcher, PE and node counts, binding, transport, container, and workload arguments. Put the variables where the selected launcher propagates them to every PE. For a simple direct launch, prefix them to the command. For srun, mpirun, nvshmrun, or another launcher, invoke $nvshmem-docs for the detected NVSHMEM version before giving launcher-specific syntax when propagation is uncertain.
Ask for the repeated command, stdout and stderr, and every generated nvshmem-<host>-<pid>.log. Wait for that evidence before analyzing NVSHMEM behavior.
Apply one exception: diagnose immediately when the failure demonstrably occurs before NVSHMEM starts and cannot emit NVSHMEM logs, such as shell parsing, executable lookup, loader startup, or launcher admission failure. State why the debug rerun cannot add NVSHMEM evidence. Do not use the exception merely because an existing error looks familiar.
Build the Evidence Record
After the logging gate, extract before asking for more information:
the first causal error or divergence on each affected PE, separate from cascading aborts;
the NVSHMEM version and any host/device library mismatch reported by INFO logs;
launcher and bootstrap, selected transports, relevant
NVSHMEM_*settings, PE/node/GPU counts, and rank-to-GPU mapping;whether the failure changes with one PE, one node, different GPU pairs, or multiple nodes;
the operation and phase: launch, initialization, allocation, communication, synchronization, collective, finalization, or process teardown.
Ask only for missing facts that distinguish plausible causes. Never fabricate a version, topology, environment setting, or reproduction result.
Diagnose Conservatively
Read troubleshooting-knowledge-base.md for every diagnosis after the logging gate or pre-start exception. Use its topic index to select the relevant section, then search exact log signatures within that section before falling back to semantic matches.
Classify the result as exactly one of:
Confirmed bundled knowledge-base match: the signature and required conditions match an entry.
Version-specific known issue or later-release fix: official release notes establish applicability to the detected version.
Likely NVSHMEM diagnosis not in the knowledge base: evidence points into NVSHMEM, but no bundled or documented issue matches.
Likely external issue: evidence points to the application, CUDA, launcher, loader, network, driver, scheduler, container, or platform configuration.
Use class 1 whenever a bundled entry is confirmed, even when that entry assigns ownership to an external component; state ownership separately in Diagnosis. Use class 4 only when no bundled or versioned documented issue matches. For partial signature matches, use class 3 or 4 rather than calling the match confirmed. Treat a similar release-note symptom as a lead, not proof that the user has the same defect. A release note that says only that a bug was fixed establishes the fix release, not every affected earlier release. Describe an older installed version as predating a candidate fix unless official evidence explicitly establishes that it is affected or a controlled upgrade test confirms the match.
Use $nvshmem-docs with the complete detected version before making version-sensitive claims. Ask for the version if it is missing; if live verification is unavailable, label those claims unverified and non-actionable.
Before recommending a target upgrade, verify that release's compatibility and known issues against the collected CUDA, driver, GPU, CPU, NCCL, bootstrap, and transport context. If that context is incomplete, present the release as a candidate test and name the missing compatibility checks instead of calling it suitable.
Separate:
Observation: what the command and logs directly show.
Documentation evidence: the matched FAQ, environment-variable entry, limitation, known issue, or fixed issue.
Inference: the most likely explanation and its confidence.
Verification: the smallest safe test that can confirm or reject the inference.
If no entry matches, say exactly: No matching entry was found in the bundled NVSHMEM troubleshooting knowledge base. Then provide a likely diagnosis, confidence, competing explanations, and targeted next checks.
For a likely external issue, identify the likely owner and give concrete next checks. Do not stop at “not NVSHMEM.” Route installation and build failures to $nvshmem-install when registered; otherwise identify the appropriate installation/build handoff without attempting an unregistered-skill fallback. Route performance-only regressions to an available NVSHMEM performance skill, or to $nvshmem-docs when none is available.
Do not perform privileged platform changes. For IMEX, driver, fabric-manager, device-node, kernel-module, NIC, or scheduler configuration, provide read-only checks and tell the user what to ask the administrator to verify.
Present the Diagnosis
Return these headings:
Evidence CollectedDiagnosisKnowledge-Base MatchVersion ApplicabilityNext Actions
Include direct official source links for documentation-backed claims. Keep commands copyable and mark placeholders. Prefer one discriminating test at a time over a long generic checklist.
Prepare a Bug Report or Question
Offer a report when the issue remains unresolved, is likely an NVSHMEM defect, or the user explicitly requests one. Do not routinely offer escalation for a resolved local configuration problem or a clearly external failure.
When INFO-level NVSHMEM logs are absent, explicitly ask the user to reproduce the failure before support submission with:
NVSHMEM_DEBUG=INFO
NVSHMEM_DEBUG_SUBSYS=ALL
NVSHMEM_DEBUG_FILE=nvshmem-%h-%p.logPreserve the executable, launcher, PE and node counts, binding, transport, container, and workload arguments. Ask for the exact repeated command, complete stdout/stderr from every PE, and all generated log files. A draft may still be generated when the user asks to preserve the investigation, but label it incomplete and include this rerun as a required pre-submission step; do not present it as support-ready.
When preparing one, read bug-report-template.md and fill it from collected evidence. Mirror the NVSHMEM issue or bug GitHub form: start the title with [Issue]:, use its exact field headings, and select exactly one supported impact value. Preserve exact commands and the first causal error. Use Not provided for missing facts and list those gaps; never invent them. Remind the user to redact credentials, tokens, internal hostnames and IPs, and user-identifying data before sharing logs.
Return the Markdown in a fenced block so it can be pasted into GitHub, NVONLINE, or email. Do not require or directly submit through a connector.
Troubleshooting
Use these patterns when the investigation stalls:
| Error or signal | Likely cause | Solution |
|---|---|---|
| No INFO records appear after setting debug variables | The launcher did not propagate the environment, or the process failed before NVSHMEM started | Verify propagation with version-matched launcher syntax. Use the pre-start exception only when the emitting component proves NVSHMEM did not start. |
| Logs show only peer aborts or launcher cleanup | The visible lines are cascading consequences | Compare every PE log and use the earliest causal or divergent line, including preceding context. |
| A knowledge-base signature matches but its required conditions do not | The match is only a hypothesis | Classify the issue as likely NVSHMEM or likely external, state the mismatch, and run one discriminating test. |
| The NVSHMEM version is missing or live documentation is unavailable | Version applicability cannot be verified | Ask for the complete version and label version-sensitive guidance unverified; do not infer applicability from the snapshot. |
| INFO logging changes or removes the failure | The failure may be timing-sensitive | Preserve both commands and outcomes, repeat enough trials to characterize frequency, and do not call the logging change a fix. |
Examples
Missing evidence: Given only “NVSHMEM hangs during init,” ask for the exact launch stanza and complete output from every PE, then stop.
Missing INFO logs: Given a complete command and non-INFO output from an in-process failure, request the same run with the three debug settings and all generated logs; preserve scale and arguments.
Pre-start failure: Given
error while loading shared librariesbefore any PE enters NVSHMEM, state why INFO logging cannot help, identify the loader as the emitting component, and route an NVSHMEM-library installation problem to$nvshmem-install.Confirmed bundled match: Given
No more teams availableplus matching team-usage conditions, classify it as a confirmed bundled match, verifyNVSHMEM_MAX_TEAMSfor the complete version, and propose one minimal rerun.No match: State the required no-match sentence, separate observation from inference, give one discriminating test, and offer a filled report only if the issue remains unresolved or looks like an NVSHMEM defect.
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Files
- ATTRIBUTION.mdAdded by AutoGineer979 B
- BENCHMARK.md7.7 KiB
- LICENSELicence file added by AutoGineer11.2 KiB
- SKILL.md14.8 KiB
- evals/evals.json4.7 KiB
- references/bug-report-template.md4.2 KiB
- references/troubleshooting-knowledge-base.md34.8 KiB
- skill-card.md3.9 KiB
- skill.oms.sig5.0 KiB
references/bug-report-template.md
NVSHMEM Issue or Bug Report
Use this template only after troubleshooting has collected the available evidence. It mirrors the NVSHMEM issue or bug GitHub issue form. Start the title with [Issue]:; the issue form applies the triage label automatically.
Preserve exact error text and commands. Replace every placeholder; use Not provided rather than guessing. Under How is this issue impacting you?, select exactly one value from the issue form.
# [Issue]: <concise symptom and affected operation>
## How is this issue impacting you?
<Select exactly one: Lower performance than expected | Application crash | Data corruption | Application hang>
## Share Your Debug Logs
- Complete stdout/stderr and logs: <attachments, links, or Not provided>
- `NVSHMEM_DEBUG=INFO`: <confirmed/not confirmed>
- `NVSHMEM_DEBUG_SUBSYS=ALL`: <confirmed/not confirmed>
- One log per rank: <file pattern, attachments, links, or Not provided>
### First causal log lines
```text
<First error or divergent log lines, including preceding context and PE/rank identity.>
```
### Required debug run when INFO-level logs are not attached
Reproduce the failure before submitting. Keep the executable, launcher, rank and node counts, binding, transport, container, and workload arguments unchanged. Configure the launcher to propagate these settings to every rank and capture one log per rank.
```bash
export NVSHMEM_DEBUG=INFO
export NVSHMEM_DEBUG_SUBSYS=ALL
export NVSHMEM_DEBUG_FILE=nvshmem-%h-%p.log
<original launcher command>
```
Attach the exact repeated command, complete stdout/stderr from every rank, and every generated `nvshmem-<host>-<pid>.log` file. Record whether INFO logging reproduces the failure, changes it, or succeeds. Until these artifacts are attached, label the draft **Incomplete — INFO-level NVSHMEM logs required before support submission**.
- [ ] Logs and attachments were checked for credentials, tokens, internal hostnames/IPs, and user-identifying data.
## Steps to Reproduce the Issue
### Minimal steps
1. <Setup step>
2. <Run step>
3. <Expected failure signal>
### Exact command or batch stanza
```bash
<Module loads, exported variables, container command, launcher, launcher options, executable, and arguments.>
```
- Minimal reproducer source or attachment: <link/path/Not provided>
- Relevant software versions and settings: <CUDA, driver, NCCL, MPI/PMIx/PMI, launcher, scheduler, OS/kernel, container, and NVSHMEM_* settings>
- Intermittency: <always | intermittent, N failures in M runs | unknown>
- Previous success: <last known-good NVSHMEM version or configuration/unknown>
- Smallest failing scale: <ranks, nodes, GPUs/Not tested>
- Smallest passing scale: <ranks, nodes, GPUs/Not tested>
## NVSHMEM Version
<Complete version from the debug logs, including the CUDA suffix; for example, 3.5.6+cuda12.8>
## Your platform details
- GPU architecture, model, and count per node: <details>
- GPU topology: <summary or `nvidia-smi topo -m` attachment>
- Network/NIC: <architecture, link details, and `ibstatus` attachment when applicable>
- Environment: <bare metal | container | cloud>
- Nodes, ranks, and rank-to-GPU mapping: <details>
- Scale-specific behavior: <specific rank/node counts that pass or fail>
- NVSHMEM bootstrap and transports: <values>
- IMEX/fabric-manager context, if applicable: <details/not applicable>
## Error Message & Behavior
### First error
```text
<Initial error message exactly as it appears in the logs, with preceding context and PE/rank identity.>
```
### Expected behavior
<What should happen.>
### Actual behavior
<What happens instead, including where the operation fails or hangs.>
### Additional context
<Relevant troubleshooting results, documentation or knowledge-base matches, suspected NVSHMEM involvement, workarounds attempted, or Not provided.>Before returning the report, list every placeholder still marked Not provided and explain how the user can collect it safely. The issue form requires an impact choice and the NVSHMEM version. The troubleshooting workflow additionally requires the exact command, complete output from every PE/rank, and INFO-level per-rank logs for a support-ready submission. Do not block a clearly labeled draft when the user wants to preserve an incomplete investigation.
Requirements and compatibility
Works with: Claude Code, Claude apps, OpenAI Codex, GitHub Copilot, Cursor, Gemini CLI, Kiro, OpenCode, Goose, Amp, Roo Code, JetBrains Junie, Factory Droid, Devin (ex-Windsurf), Mistral Vibe, OpenHands, Letta
“Works with” means the tool reads the open Agent Skills format; a skill written for one tool may use features others lack.
Needs: Needs an API key, Needs Node.js
Security
What our scanner noticed· Medium risk
- Large base64-encoded blobs
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Attribution and licence
- Created by
- NVIDIA NVSHMEM Team
- Publisher
- NVIDIA (Official)
- Source
- NVIDIA/skills · skills/nvshmem-troubleshoot-and-report-bugs · commit fce3cca
- Licence
- Apache License 2.0 (redistribution allowed)
- LICENSE (added by AutoGineer from LICENSE-APACHE)
- ATTRIBUTION.md (written by AutoGineer)
- Synced
AutoGineer is not affiliated with or endorsed by NVIDIA NVSHMEM Team or NVIDIA.
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