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Releasing the GPU and confirming the next research environment are different steps in a resource handover.
Returning a GPU to a research window requires a handover plan, not just an instruction to stop the model. Define when new work stops, how existing tasks finish and what the receiving researcher checks before accepting the resource.
This is particularly useful for equipment available only between experiments. A clear transition protects the owner’s schedule and makes a limited external pilot easier to discuss.
Name the receiving person and environment
Record who accepts the machine, which GPU devices are needed and what environment must be ready. The receiver may need a different container, model, dataset location or network permission from the outgoing workload.
Set a readiness time separately from the intake cutoff. If preparation duration is unknown, run a short transition test first. An arbitrary calendar buffer is an estimate rather than proof that the next research task will start successfully.
Separate intake from completion
| Event | Purpose | Evidence |
|---|---|---|
| Intake stops | Bound additional work | Queue or service status |
| Active tasks complete | Avoid unexplained interruption | Task results |
| Resources are released | Prepare the host | Process and memory checks |
| Research environment starts | Restore the owner’s workflow | Control task |
| Receiver accepts | Close the handover | Named confirmation |
Choose the treatment of unfinished work before the cutoff. Saving a queue or retrying later belongs to the application procedure; it should not be assumed merely because the model server can stop.
Check resources, not only a process name
vLLM documents sleep mode for supported scenarios. Its behaviour is specific to the implementation and configuration; sleeping a service should not be described as universal proof that every resource has been returned.
Check the relevant GPU memory, processes, storage and access state. NVIDIA DCGM health observations can contribute evidence but do not replace a research control task. A device reporting no warning may still have an unsuitable environment for the next user.
Record exceptions and prepare the next cycle
If a task overruns or the research environment fails to start, record the actual times, cause if confirmed and responsible contact. Preserve the original schedule as well as the exception. That history can improve the next availability window.
Also define which data should be transferred, retained or cleared. Do not remove another project’s files simply because they share a host. Handover requirements should reflect agreed ownership and storage boundaries.
These make a bounded resource assessment possible without assuming uninterrupted availability or a particular operating arrangement.
Continue with A GPU Availability Calendar Across Time Zones and Close a GPU Pilot with a Data Cleanup Record.