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For bentoml infrastructure and platform teams

BentoML: worker replication or GPU assignment?

Connect the first useful exception with the relevant runtime evidence. Did multiple workers load separate model copies on one GPU?

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Replay a resolved BentoML workflow incident

Upload your log file. Review the selected evidence and masking, then run diagnosis. Keep the original log for any follow-up questions.

Before uploading, review cloud data handling and local options.

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Up to 50 diagnoses a day for 30 days. Verify your work email to activate an eligible company evaluation, then replay a resolved incident and compare the evidence and next steps with your team's confirmed cause.

Use your company email (e.g. alex@yourcompany.com). Eligible company domains can activate a free 30-day Team evaluation (up to 50 diagnoses/day) after email and domain checks, regardless of mail host. Uncertain domains can request review from support@denpex.com. Free local diagnoses remain available without an account.

What a useful evaluation should establish

Compare one incident your team already resolved with the first failure, cited evidence and remaining questions. Did multiple workers load separate model copies on one GPU? Only assign a rank, device or safe recovery state when the submitted evidence establishes it.

Did multiple workers load separate model copies on one GPU?

Evidence to compare: Service worker count, per-process model loads and actual device assignment.

Replication changes memory demand even when a resource declaration is unchanged. Check process-to-device mapping before assuming one model instance exhausted the device.

Did the container expose the expected runtime and device?

Evidence to compare: Container image revision, device visibility and first library initialization error.

Host and container environments can differ. Confirm the failing process context before interpreting a missing library or unavailable device as a hardware fault.

Did host memory or device memory run out?

Evidence to compare: Container or scheduler host-memory limit, process kill evidence and first allocation exception.

Host memory and device memory are different resources. A host-memory kill needs different evidence from a GPU allocator failure; identify the failed operation before changing a limit.

Use Denpex alongside your existing telemetry tools to investigate submitted incident evidence. With monitoring configured on a supported plan, detected failures can trigger alerts and an automatic diagnosis from the captured evidence.

Inside Denpex

See the evidence, not just the claim

Follow the causal chain, inspect the quoted evidence and prepare the next handoff. These actual product captures use founder-account examples and the VS Code extension, with the source identified under each image. Open a capture to inspect it at full size.

Follow the failure through the cascade

Denpex founder-account example: a causal graph connects an Xid 48 ECC event to a rank exit and downstream collective failures, with quoted evidence for each stage.
Live founder-account capture from the bundled NCCL/ECC example. Follow the hardware event, rank exit and downstream symptoms with a supporting log quote at each stage.Inspect original image

Prepare the hardware escalation

Denpex hardware handoff summary asks the operator to capture diagnostic evidence and verify RMA eligibility with the vendor.
Actual hardware handoff summary from the same founder-account example. Capture diagnostic evidence before an approved reset, then confirm RMA eligibility with the vendor.Inspect original image

Ask for the evidence that is missing

Denpex historical example says a collective timeout does not establish the initiating rank, cause or failure domain and requests distinguishing evidence before a remedy.
Founder-account example restored from history. The original timeout remains unattributed, and the UI keeps the missing-evidence assessment visible.Inspect original image

Keep the investigation in the editor

Denpex VS Code extension displaying a bundled OOM-before-NCCL example, matched log evidence, verification guidance and an investigation handoff.
Actual VS Code extension capture of the bundled OOM-before-NCCL example. Review matched log evidence, verification guidance and the investigation handoff without leaving the editor.Inspect original image