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requirements.md

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Requirements (DRAFT)

See also "pain points" from Hybrid AI Requirements presentation on 2024-04-04. Marked as draft since we may still want to revise these.

General Goals:

  • Saving space
  • Minimizing download latency

Detailed Goals:

  1. Sharing/reusing large models
    • Across sites
  2. Same resources at different URLs
  3. Same resources in different formats
  4. Want to expose "built-in" models
  5. Generalizing models
    • Categories (e.g. "en-jp text translation")
    • Versions (e.g. ">= 1.3.*")
  6. Need solution that can handle adapters
    • Applications sharing a base model
    • Foundational models are large
    • Adapters are small

Additional Candidate Goals

  1. Supporting model updates

Future Work

Note: Most of the above currently addresses the problems of "model management", not distributing models between client and server (e.g. "hybrid AI").