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Organization

The top-level entity that owns billing, clusters, teams, and policies. Admins manage organization-wide settings and resources.

Team

A logical grouping of members who share resources such as shared volumes and cost controls. Teams enable collaboration within an organization.

Admin

An organization-level role with permissions to manage members, teams, volumes, billing, and policies. Admins have organization-wide scope.

Member

A user role with permissions to create and use workspaces, use team volumes, and accept team invites. Members operate within their assigned teams.

Workspace

An isolated, containerized environment with GPU/CPU where you develop and run code. You can open Jupyter notebooks or connect using SSH in a workspace.

Volume

A persistent storage resource managed by VESSL. Volumes can be attached to workspaces to store data, datasets, models, and artifacts.

Workspace volume

A persistent volume attached 1:1 to a single workspace. Data persists across restarts and pauses of that workspace. Typically PVC-backed with read-write-once (RWO) semantics.

Shared volume

An S3-backed, POSIX-compatible volume that can be shared across teams and multiple workspaces. Shared volumes use read-write-many (RWX) semantics for concurrent access.

Temporary volume

An ephemeral volume created alongside a workspace session. Data is cleared when the workspace stops or terminates.

Cluster

The compute backend that schedules GPU/CPU resources for your workspaces. Clusters provide the infrastructure for running workspaces.

Jupyter Notebook

An interactive environment for writing and running code cells. On VESSL, Jupyter runs inside a workspace and is accessible in the browser.

SSH

Secure Shell protocol for terminal access to your workspace. Useful for CLI workflows and advanced debugging.

Connect

The workspace tab from which you open Jupyter or fetch SSH connection instructions.

Billing states

Workspaces have three billing states that affect cost:
  • Running: compute is billed while the workspace is active
  • Paused: compute is stopped; workspace volume charges may still apply
  • Terminated: the workspace is deleted; no further charges accrue

GPU

Graphics Processing Unit. VESSL provides on-demand access to GPU instances for machine learning workloads.

Docker

A container platform for packaging and running workspace environments. Docker images help ensure consistent environments across teams and projects.