You can use this to manage your models.

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Commands

  • list: List all models in the current workspace
  • delete: delete a model from the system.
  • rebuild: This deploys the new code and runtime for the model.
  • info: Get model details (min replicas, max replicas, current replicas, status).
  • activate: activate a model this will restore the min and max replicas to the original values.
  • deactivate: deactivate a model this will scale the min and max replicas to 0.
  • patch: patch model configuration.

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Example

Below command displays all the models in the workspace with their details. 
inferless model list
Below command rebuilds a model. Options:
  • --model-id: Model ID
  • --runtime-path (optional) : Runtime file path which will be created as new version for your current runtime.
  • --runtime-version: new runtime version
inferless model rebuild --model-id <model_id>
for Local rebuild 
inferless model rebuild --model-id <model_id> --local
Below command deletes a model. 
inferless model delete --model-id <model_id>
Below command displays the details of a specific model. 
inferless model info
Select the model you want to get details for: ‘type the name’ Output: you will get the ‘Name’, ‘ID’ and ‘URL’ Options:
  • --model-id <id>: Model ID
  • --help: Show this message and exit.
Below command activates a model. 
inferless model activate --model-id <model_id>
Below command deactivates a model. 
inferless model deactivate --model-id <model_id>
patch model configuration. Usage: 
$ inferless model patch [OPTIONS]
Options:
  • --model-id TEXT: Model ID
  • --gpu TEXT: Denotes the machine type (A10/A100/T4). [required]
  • --fractional: Use fractional machine type (default: dedicated).
  • --volume TEXT: Volume name.
  • --mount-path TEXT: Volume Mount path for the volume.
  • --env TEXT: Key=value pairs for model environment variables.
  • --inference-timeout INTEGER: Inference timeout in seconds. [default: 180]
  • --scale-down-timeout INTEGER: Scale down timeout in seconds. [default: 600]
  • --container-concurrency INTEGER: Container concurrency level. [default: 1]
  • --secret TEXT: Secret names to attach to the deployment (—secret secret-name).
  • --runtimeversion TEXT: Runtime version (default: latest).
  • --max-replica INTEGER: Maximum number of replicas. [default: 1]
  • --min-replica INTEGER: Minimum number of replicas. [default: 0]
  • --help: Show this message and exit.