deep-diver/llamaduo

[ACL'25] Official Code for LlamaDuo: LLMOps Pipeline for Seamless Migration from Service LLMs to Small-Scale Local LLMs

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Emerging

Seamlessly transfer the intelligence of large, cloud-based AI models like GPT-4o or Claude 3 to smaller, local models such as Gemma or Llama 3. This process involves using the cloud model to generate synthetic data, which then trains the local model, ensuring it can perform specific tasks just as well. This tool is ideal for machine learning engineers or MLOps practitioners who manage AI deployments.

317 stars. No commits in the last 6 months.

Use this if you need to migrate an existing AI application from a cloud-based LLM to a smaller, on-premise model due to privacy concerns, offline requirements, operational failures, or to maintain consistent model behavior across versions.

Not ideal if you are developing a new AI application from scratch and do not have an existing cloud LLM serving as a 'teacher' model for knowledge transfer.

MLOps AI-migration private-AI-deployment offline-AI model-fine-tuning
Stale 6m No Package No Dependents
Maintenance 2 / 25
Adoption 10 / 25
Maturity 16 / 25
Community 15 / 25

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Stars

317

Forks

30

Language

Python

License

Apache-2.0

Last pushed

Jul 13, 2025

Commits (30d)

0

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