Set GPU quotas for shared Kubernetes namespaces
Limit aggregate GPU requests with ResourceQuota, supply CPU and memory defaults, and align Polyaxon resource profiles and queues with namespace budgets.
KubernetesGPUScheduling
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Tune hyperparameters with native TPE in Polyaxon
Use completed trial results to guide hyperparameter choices with native TPE, run GPU training trials, and compare validation loss in Polyaxon.
PolyaxonHyperparameter TuningExperimentation
Query runs and model versions across projects
Use Polyaxon's organization and team APIs to inspect GPU workloads by agent, count model versions, and calculate job failure rates across projects.
PolyaxonPythonMonitoring
Serve multiple LoRA adapters with vLLM on Polyaxon
Deploy two task-specific LoRA adapters over one Qwen base model, select them by name, and measure quality and shared GPU capacity with Polyaxon.
LLMOpsvLLMInference
Run background commands in Polyaxon sandboxes
Start a background process, save its execution ID, reconnect to status and logs, and distinguish command limits from the lifetime of a Polyaxon sandbox.
PolyaxonSandboxesPython
Schedule mapped runs in the order you specify
Use an ordered Polyaxon mapping for a curated list of experiments, control concurrency, and distinguish scheduling order from dependencies and completion order.
PolyaxonOrchestrationExperimentation
Work inside a team from Python and the CLI
Scope Polyaxon Python clients and CLI commands to a team, review runs across its projects, and keep explicit project targets and saved defaults clear.
PolyaxonTeamsPython
Control notebook and inference service lifetimes
Reuse Polyaxon's termination specification to bound notebook and inference service lifetimes, stop idle services, and distinguish inactivity from ongoing work.
PolyaxonSchedulingNotebooks