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Troubleshooting

Start with infercrane doctor, then status, events, inspect, and explain. Use operation ID when a lifecycle operation is retrying. inspect exposes provider request/resource IDs needed to reconcile external inventory.
  • Provisioning appears stuck: read the durable progress message before changing anything. provider is allocating capacity and provider capacity and secure worker bootstrap mean the runtime is not reachable yet; model artifact and runtime readiness means the worker is reachable but its model is still loading. Check operation ID, inspect, and provider inventory. Do not submit another deployment with a different idempotency key.
  • Deployment is degraded: run the general explanation and verify expected model readiness on each replica.
  • Not scaling: use explain scaling; check thresholds, consecutive intervals, bounds, and cooldown.
  • Candidate rejected: use explain rollout; compare persisted metrics and policy rather than retrying promotion blindly.
  • Slow first request: use explain cold-start; unavailable provider substages are intentionally not inferred.
  • Delete interrupted: reconnect and inspect the same durable operation. Confirm provider inventory is empty before considering cleanup complete.
  • AWS deployment is rejected before provisioning: run infercrane doctor --aws; verify the complete INFERCRANE_AWS_* set, exact requested region/GPU, immutable image digest, role trust, private subnet reachability, and instance-profile access to the worker secret. Retrying a configuration error does not create capacity.
  • Kubernetes deployment is rejected before provisioning: run infercrane doctor --kubernetes; verify the explicit context, namespace RoleBinding, immutable image, GPU label/resource, worker Secret reference, and optional KServe CRD. A server-side field conflict is intentional protection; inspect managedFields and resolve ownership instead of forcing the apply.
  • External fallback does not activate: run infercrane external inspect DEPLOYMENT, then check primary health, privacy acknowledgement, the injected secret reference, external /models inventory, and remaining request/cost reservations. InferCrane fails closed and never replays a possibly transmitted request.
  • External fallback returns 429: the in-memory lease or persisted hard budget is exhausted. Inspect the policy before deliberately increasing its ceilings; InferCrane does not fabricate or refund provider cost.
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