Commands
Global Options
Section titled “Global Options”These flags can be used with any command:
| Option | Description |
|---|---|
--token | API key (overrides config file and env var) |
--base-url | API base URL (overrides config file and env var) |
qualia --token <API_KEY> project listqualia --base-url http://localhost:8004 model typesqualia version
Section titled “qualia version”Show CLI and SDK versions.
qualia versionqualia auth
Section titled “qualia auth”qualia auth login
Section titled “qualia auth login”Save your API key for future use. Prompts for the key interactively.
qualia auth login| Option | Description |
|---|---|
--api-key | API key (prompted if omitted) |
--base-url | Override API base URL |
qualia auth status
Section titled “qualia auth status”Check current authentication configuration.
qualia auth statusqualia credit
Section titled “qualia credit”Show your current credit balance.
qualia creditqualia credit --jsonqualia project
Section titled “qualia project”qualia project list
Section titled “qualia project list”List all projects.
qualia project listqualia project list --jsonqualia project create
Section titled “qualia project create”Create a new project.
qualia project create "My Project"qualia project create "My Project" -d "Optional description"| Argument / Option | Description |
|---|---|
NAME | Project name (required) |
-d, --description | Optional description |
qualia project delete
Section titled “qualia project delete”Delete a project. Fails if the project has active jobs.
qualia project delete <PROJECT_ID>qualia model
Section titled “qualia model”qualia model types
Section titled “qualia model types”List available VLA model types.
qualia model typesqualia model types --jsonqualia instance
Section titled “qualia instance”qualia instance list
Section titled “qualia instance list”List available GPU instance types and pricing.
qualia instance listqualia instance list --jsonqualia dataset
Section titled “qualia dataset”qualia dataset get-image-keys
Section titled “qualia dataset get-image-keys”Get available image keys from a HuggingFace dataset for camera mapping.
qualia dataset get-image-keys lerobot/pushtqualia dataset get-image-keys lerobot/pusht --json| Argument | Description |
|---|---|
DATASET_ID | HuggingFace dataset ID (required) |
qualia job
Section titled “qualia job”qualia job list
Section titled “qualia job list”List jobs across all projects, or filter by project.
qualia job listqualia job list --project-id <PROJECT_ID>qualia job list --jsonqualia job launch
Section titled “qualia job launch”Launch a new fine-tuning job.
qualia job launch \ --project-id <PROJECT_ID> \ --vla-type smolvla \ --model-id lerobot/smolvla_base \ --dataset-id lerobot/pusht \ --dataset-last-modified "2025-01-15T10:00:00Z" \ --model-last-modified "2025-01-15T10:00:00Z" \ --hours 2.0 \ --camera-mappings '{"cam_1": "observation.images.top"}'| Option | Type | Required | Description |
|---|---|---|---|
--project-id | str | Yes | Project ID |
--vla-type | str | Yes | Model type: smolvla, pi0, pi05, act, gr00t_n1_5 |
--dataset-id | str | Yes | HuggingFace dataset ID |
--dataset-last-modified | str | Yes | Dataset last-modified timestamp |
--model-last-modified | str | Yes | Model last-modified timestamp |
--hours | float | Yes | Training duration (max 168) |
--camera-mappings | JSON | Yes | Camera slot to image key mapping |
--model-id | str | No | HuggingFace model ID (required for smolvla, pi0, pi05) |
--instance-type | str | No | GPU instance type (default: auto-selected) |
--region | str | No | Cloud region |
--batch-size | int | No | Training batch size (default: 32) |
--name | str | No | Job name |
--hyper-spec | JSON | No | Custom hyperparameters as JSON |
qualia job get
Section titled “qualia job get”Get detailed job status, including phase progression.
qualia job get <JOB_ID>qualia job get <JOB_ID> --jsonqualia job cancel
Section titled “qualia job cancel”Cancel a running job.
qualia job cancel <JOB_ID>qualia job hyperparams
Section titled “qualia job hyperparams”Show default hyperparameters for a VLA model type.
qualia job hyperparams smolvlaqualia job hyperparams smolvla --model-id lerobot/smolvla_base| Argument / Option | Description |
|---|---|
VLA_TYPE | VLA model type (required) |
--model-id | Model ID for type-specific defaults |