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SylphAI-Inc / AdalFlow

AdalFlow: The library to build & auto-optimize LLM applications.
http://adalflow.sylph.ai/
MIT License
2.13k stars 190 forks source link

Mlflow integration #250

Open jimixxperez opened 3 weeks ago

jimixxperez commented 3 weeks ago

I really love your design philosophy principles - especially the abstractions you have used to achieve it! (I was myself starting to design a textgrad fork with async compatibility in mind)

I think to enhance AdalFlow's build / optimize task pipeline the integration into Mlflow would highly beneficial. The complete design of AdaFlow follows the design of a ML problem, well suited for MLOps and especially the workflow management of MLflow (evaluation and metrics exports, experiments and runs namespacing, model deployment, etc.).

MLflow is currently making progress into transitioning into the genAI worlds. This would be a great add-on.

What do you guys think?

liyin2015 commented 3 weeks ago

@jimixxperez Thanks for this proposal. Are you from mlflow team?

What is the value props for the adalflow team and adalflow users? As this is significant investment as we need to understand MLFlow in great details.

This would help me understand better.