Skip to content
New issue

Have a question about this project? Sign up for a free GitHub account to open an issue and contact its maintainers and the community.

By clicking “Sign up for GitHub”, you agree to our terms of service and privacy statement. We’ll occasionally send you account related emails.

Already on GitHub? Sign in to your account

Feature Request: Integrate Petals as Third LLM Service Support #14

Open
yhbcode000 opened this issue Jul 1, 2024 · 0 comments
Open
Assignees
Labels
backend enhancement New feature or request

Comments

@yhbcode000
Copy link
Member

Feature Description

We propose to integrate the Petals framework as our third LLM service support in MultiverseNote. Petals enables the use of large language models like BLOOM, Llama 2, and Falcon in a decentralized, BitTorrent-style system which could significantly enhance our project’s capabilities in handling large-scale AI computations efficiently.

Rationale

Petals offers a unique approach by allowing users to run parts of large models on their own machines, contributing to a network that supports complex AI tasks without centralized server constraints. This integration would not only expand our AI service offerings but also align with our goal to leverage cutting-edge, accessible AI technologies.

Potential Benefits

  • Scalability: By distributing computation across many users, Petals can help us scale AI services without significant infrastructure.
  • Efficiency: Petals reports fine-tuning and inference speeds up to 10x faster than traditional offloading methods.
  • Innovative Use Cases: The flexibility of Petals supports fine-tuning and employing custom inference paths, which can be pivotal for specialized project management tasks in MultiverseNote.

Implementation Considerations

  • Evaluate the network and hardware requirements for integrating Petals with our existing systems.
  • Assess security and data privacy implications, especially since Petals operates on a public swarm system.
  • Determine the necessary changes to the UI/UX to accommodate new functionalities offered by Petals.

We believe adding Petals as a supported LLM service could significantly propel our project's capabilities and offer our users a robust, flexible toolset for managing AI-driven projects.

Links for More Information

Please consider this feature for upcoming development cycles.

@yhbcode000 yhbcode000 added enhancement New feature or request backend labels Jul 1, 2024
@yhbcode000 yhbcode000 changed the title Feature Request: Integrate Petals as Third LLM Service Support [Feature Request] Integrate Petals as Third LLM Service Support Jul 1, 2024
@wsqstar wsqstar moved this to Todo in MultiverseNote Jul 2, 2024
@yhbcode000 yhbcode000 changed the title [Feature Request] Integrate Petals as Third LLM Service Support Feature Request: Integrate Petals as Third LLM Service Support Jul 18, 2024
@yhbcode000 yhbcode000 self-assigned this Jul 24, 2024
Sign up for free to join this conversation on GitHub. Already have an account? Sign in to comment
Labels
backend enhancement New feature or request
Projects
Status: Todo
Development

No branches or pull requests

1 participant