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May 19, 2025 · Fireworks AI

LoRA fine-tunes deploy with a single firectl command at near-base-model speed

You can now deploy a LoRA fine-tune with a single command and get speeds that approximately match the base model:

firectl deployment create "accounts/fireworks/models/<MODEL_ID of lora model>"

Previously, this involved two distinct steps, and the resulting deployment was slower than the base model:

1. Create a deployment using firectl deployment create "accounts/fireworks/models/<MODEL_ID of base model>" --enable-addons 2. Then deploy the addon to the deployment: firectl load-lora <MODEL_ID> --deployment <DEPLOYMENT_ID>

For more information, see our deployment documentation.

This change is for dedicated deployments with a single LoRA. You can still deploy multiple LoRAs on a deployment as described in the documentation.

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