dstack

What problem does it solve?

dstack provides a unified control plane to provision and orchestrate workloads across GPU clouds, Kubernetes, and on-prem clusters, reducing complexity and fragmentation.

Core Features & Use Cases

• Unified orchestration of fleets, volumes, and resources across multiple backends with a single YAML configuration.
• CLI-driven management for applying configurations, routing ports, and attaching to runs, enabling development, training, and deployment workflows.
• Fleet and volume support for pre-provisioning infrastructure, persistent storage, and scalable deployments across clouds and on-prem environments.

Quick Start

Install and configure the dstack server and CLI, then create a .dstack.yml (or fleet.dstack.yml) configuration and run an apply workflow:

1. Create a configuration file, e.g., my-service.dstack.yml
2. Show plan: echo "n" | dstack apply -f my-service.dstack.yml
3. Apply after confirmation: dstack apply -f my-service.dstack.yml -y -d
4. Monitor with dstack ps -v