Serve Many LoRA Adapters in One Batch

medium
Unit 16 · Inference II0/2 to milestone

A platform serving thousands of fine-tuned LoRA adapters can't load a separate model per customer. Systems like S-LoRA and Punica batch requests that use different adapters through the same base model, applying each row's adapter separately.

Pro problem

Unlock this and every premium problem across all tracks — plus hidden-test grading, advanced AI engineering modules and new content every week.

Start 7-day free trial
solution.py · Python 3.13
Run your code to see results. ⌘↵ to run · ⌘⇧↵ to submit
Serve Many LoRA Adapters in One Batch · TechGradify