Vendor Name | Pachyderm |
Stand-alone vs. Platform | Stand-alone tool |
Delivery Model | Open-source. |
Clouds Supported | Any Kubernetes environment, cloud, local |
Pricing Model | Seat-based pricing for on-prem deployments. |
Service Level Guarantees | Pachyderm Enterprise: SLAs available but dependent on the plan. |
Support | Open source: Community |
SSO, ACL | Pachyderm Enterprise provides full user and role-based access controls which allows for granular permission setting |
Security and Compliance | Pachyderm Enterprise: advanced user management options |
Setup | Installed via Helm |
Flexibility, Speed, and Accessibility | Pachyderm as a model store aims to be maximally flexible and scalable |
Model Versioning, Lineage, and Packaging | Traceability and compliance are primary features of the tool |
Log and Display of Metadata | Logs are automatically kept for any pipeline automatically and can be viewed in the Console. |
Comparing Experiments and Models | Users can create their own comparisons via pipelines. |
Organizing and Searching Experiments and Models | Datasets, experiments, and models are can be organized into data repositories |
Model Review, Collaboration, and Sharing | Any model (or any other artifact like a dataset), can be collaborated on and shared |
CI/CD/CT Compatibility | Pipelines run automatically when artifacts change, functioning as CI/CD for artifacts |
Integrations | Pachyderm integrates with a host of 3rd party ML tools. See the Pachyderm blog for a full list of supported integrations. |
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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 |