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LoRaX

LoRAX allows serving multiple fine-tuned models optimized on the same endpoint by dynamically loading and switching LoRA adapters.

Service

The following command deploys Mistral 7B Instruct as a base model via a service:

dstack run . -f examples/deployment/lorax/serve.dstack.yml

See the configuration at serve.dstack.yml.

Task

The following command runs Mistral 7B Instruct as a base model via a task:

dstack run . -f examples/deployment/lorax/serve-task.dstack.yml

See the configuration at serve.dstack.yml.

For more details, refer to services or tasks.