New RunLLM response generated: >>>*# Question* quick question, do either of the Flyte Sandbox ( https://docs.flyte.org/en/latest/deployment/deployment/sandbox.html ) or the local demo cluster ( https://docs.flyte.org/en/latest/user_guide/environment_setup.html ) offer parallel task execution? E.g. suppose I have 2 GPUs and 16 cores and I have jobs that only require 1 GPU / 8 cores each. Will either of these set-ups allow the jobs to run concurrently? Or does that require a real kubernetes install, i.e. k8s will orchestrate / queue the jobs? # Answer Both Flyte Sandbox and the local demo cluster can support parallel task execution, but there are limitations. Flyte Sandbox is a lightweight, single-node Kubernetes cluster primarily for development and testing, and it may not fully utilize multiple GPUs and cores as efficiently as a real Kubernetes installation. For optimal resource utilization and parallel execution, a real Kubernetes cluster is recommended. According to Flyte Sandbox documentation, it is designed for ease of use and quick setup rather than high performance. Similarly, the local demo cluster setup is intended for local testing and may not handle resource-intensive parallel tasks as effectively as a full Kubernetes deployment. Would you like more detail on setting up a real Kubernetes cluster for Flyte? Sources: - Flyte Sandbox documentation - Local demo cluster setup Slack Link https://flyte-org.slack.com/archives/CP2HDHKE1/p1720550144.407899 👍 0 button 👎 0 button 💡 Hint: Mention @runllm in the thread for followups.