Coreweave common errors
'Diagnose and fix CoreWeave GPU scheduling, pod, and networking errors.From its SKILL.md
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SKILL.md
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CoreWeave Common Errors
Community-contributed. Not affiliated with, endorsed by, or sponsored by CoreWeave, Inc. CoreWeave is a registered trademark of CoreWeave, Inc.
Error Reference
1. Pod Stuck Pending -- No GPU Available
kubectl describe pod <pod-name> | grep -A5 Events
# "0/N nodes are available: insufficient nvidia.com/gpu"
Fix: Check GPU availability: kubectl get nodes -l gpu.nvidia.com/class=A100_PCIE_80GB. Try a different GPU type or region.
2. CUDA Out of Memory
torch.cuda.OutOfMemoryError: CUDA out of memory
Fix: Reduce batch size, enable gradient checkpointing, or use a larger GPU (A100-80GB instead of 40GB).
3. Image Pull BackOff
Fix: Create an imagePullSecret:
kubectl create secret docker-registry regcred \
--docker-server=ghcr.io \
--docker-username=$GH_USER \
--docker-password=$GH_TOKEN
4. NCCL Timeout (Multi-GPU)
NCCL error: unhandled system error
Fix: Ensure all GPUs are on the same node (NVLink). For multi-node, use InfiniBand-connected nodes.
5. PVC Not Mounting
Fix: Check storage class availability: kubectl get sc. Use CoreWeave storage classes like shared-hdd-ord1 or shared-ssd-ord1.
6. Node Affinity Mismatch
Fix: List valid GPU class labels:
kubectl get nodes -o json | jq -r '.items[].metadata.labels["gpu.nvidia.com/class"]' | sort -u
7. Service Not Reachable
Fix: Check Service and Endpoints:
kubectl get svc,endpoints <service-name>
Resources
Next Steps
For diagnostics, see coreweave-debug-bundle.
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