Vendor Name | DVC |
Stand-alone vs. Platform | Stand-alone |
Delivery Model | Open-source |
Clouds Supported | Open-source |
Pricing Model | Open-source |
Service Level Guarantees | None |
Support | Open-source: community (Discord server, GH issues, self-hosted forum, support email, social media) |
SSO, ACL | N/A |
Security and Compliance | None |
Setup | Familiarity with Git workflows and CLI. |
Flexibility, Speed, and Accessibility | Supports many cloud storage providers: S3, Azure, Google Cloud, Google Drive, Aliyun, SSH, HDFS, HTTP, WebDav (https://dvc.org/doc/command-reference/remote/modify#available-parameters-per-storage-type) |
Model Versioning, Lineage, and Packaging | Uses Git to track metadata/hashes of data&models. |
Log and Display of Metadata | Supports parameters, metrics, plots, source control, and large artifacts like data and models across multiple commits & experiments. |
Comparing Experiments and Models | Tables & plots (see above) for parameters & metrics, including overlaid learning curves |
Organizing and Searching Experiments and Models | Use Git-based experiments workflow to view and filter/sort by parameters, metrics, and commits. |
Model Review, Collaboration, and Sharing | N/A (user-provided cloud storage credentials can have limited permissions) |
CI/CD/CT Compatibility | Cloud storage provider credentials may be provided as secret env vars in CI/CD |
Integrations | Specifically designed to be language and user-workflow agnostic. Supports and integrates with anything. |
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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 |