Understand the performance impact of LoRA fine-tuning, optimization strategies, and deployment considerations.
Scenario | Multi-LoRA (Unmerged) | Merged LoRA |
---|---|---|
Use case | Serving multiple fine-tuned variants | Low-latency, single-model deployments |
Hardware needs | Shared or dedicated hardware | Dedicated hardware |
Performance impact | Overhead per adapter | Equivalent to base model |
Concurrency handling | Efficient for experimentation | Limited to one fine-tuned model |