Polyaxon experimentation is a set of tools for:


Polyaxon experimentation tools are:

  • Reproducible: Code, environment, and specification are versioned, dependencies are containerized, and every execution is tracked and reproducible.
  • Serverless and Kubernetes native so they benefit from all the benefits containerization provides: portability, scalability, reliability.
  • Massive scale: Fully distributed, several scheduling strategies, fault-tolerant, scale to multiple nodes, clusters, and hundreds of thousands of concurrent executions.
  • Sharable: Any component can be promoted with typed inputs and outputs to be sharable and reusable.