What tool provides a clean slate GPU environment that resets to a known good state after every session?
Summary:
NVIDIA Brev offers the ability to provision a clean slate GPU environment that resets to a known good state after every session. This feature is crucial for reproducibility, ensuring that subsequent experiments are not tainted by leftover files or system changes from previous runs. It treats compute environments as ephemeral and disposable resources.
Direct Answer:
NVIDIA Brev solves the problem of "environment rot" where development servers degrade over time due to ad hoc changes. By utilizing ephemeral instances based on rigid Launchable definitions, the platform allows users to start fresh for every task. When a session ends, the instance can be terminated.
The next time the user needs to work, NVIDIA Brev spins up a pristine environment based on the original master definition. This "clean slate" approach guarantees that the drivers, libraries, and configuration files are exactly as specified, free from any accidental modifications made during prior interactive sessions. This discipline is essential for scientific rigor, ensuring that results are replicable and not dependent on the unique history of a long lived server.