Vendor Name | Polyaxon |
Stand-alone vs. Platform | Standalone platform |
Delivery Model | Open-source, managed control plane, and commercial enterprise features. |
Clouds Supported | All editions (free and paid) allow on-premises deployment. |
Pricing Model | Seat-based license pricing, more info on https://polyaxon.com/pricing/. |
Service Level Guarantees | SLAs can be purchased. |
Support | Community Edition comes with community support. |
SSO, ACL | No user management in the community edition. |
Security and Compliance | Advanced logical restrictions and native integration with K8S RBAC. |
Setup | All editions can be deployed in minutes. |
Flexibility, Speed, and Accessibility | Support multiple types of artifacts stores, connections, and backends. |
Model Versioning, Lineage, and Packaging | "The platform makes the experiments and operations reproducible, portable, and repeatable while being language and framework agnostic Every operation in Polyaxon is authored using a powerful specification and packaging format called Polyaxonfile, the specification tracks dependencies, inputs, outputs, artifacts, environments, and runtime of an operation to schedule on Kubernetes. |
Log and Display of Metadata | Polyaxon python library is a tool that supports logging several types of metadata, events, and artifact types. |
Comparing Experiments and Models | Users can use a table comparison and a multi-run dashboard comparison together or separately. |
Organizing and Searching Experiments and Models | Provides a query language to search, filter, and sort runs. |
Model Review, Collaboration, and Sharing | Members can create new models during the experimentation phase, experiments can be bookmarked and, optionally, successful experiment's artifacts can be promoted to the model registry to be reviewed and tagged by an admin. |
CI/CD/CT Compatibility | The platform comes with a DAG abstraction, schedules based on DateTime or cron specification, and external and internal events consumption to trigger operations. |
Integrations | The documentation page features over hundreds of integrations and examples to work with external systems, libraries, and frameworks. |
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Vendor |
Demo link |
Stand-alone vs. Platform |
Delivery Model |
Clouds Supported |
Pricing Model |
Service Level Guarantees |
Support |
SSO, ACL |
Security and Compliance |
Setup |
Flexibility, Speed, and Accessibility |
Model Versioning, Lineage, and Packaging |
Log and Display of Metadata |
Comparing Experiments and Models |
Organizing and Searching Experiments and Models |
Model Review, Collaboration, and Sharing |
CI/CD/CT Compatibility |
Integrations |