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--- name: fiftyone description: Use when deploying, launching, loading data into, or reviewing the FiftyOne workbench dataset curation and visualization tool. --- # FiftyOne FiftyOne is the dataset curation and visualization tool. It is CPU-only and does not require a GPU. ## Interfaces API: - `POST /load-dataset` - `GET /status` - `GET /system-info` CLI: ```bash npa workbench fiftyone deploy npa workbench fiftyone launch npa workbench fiftyone load-dataset npa workbench fiftyone status npa workbench fiftyone system-info npa workbench fiftyone list ``` `npa workbench fiftyone open` wraps `kubectl port-forward`; callers should not need raw `kubectl`. ## Deployment And Access The deploy `--public-ip` flag creates a LoadBalancer Service for external access, intended for partner demos. `npa workbench fiftyone status` shows the Public URL when deployed with `--public-ip`. Stock FiftyOne App has no `/health` endpoint: `GET /` returns 200 and `GET /health` returns 307. Managed VM `deploy` defaults to in-place updates for existing aliases. Terraform plans that would destroy or replace critical infrastructure are blocked unless the operator passes `--replace` and confirms with `--yes` for automation. BYOVM deploys record `endpoint_strategy: public` or `endpoint_strategy: ssh_fallback` in `~/.npa/config.yaml`. Live `status`, `launch`, and `load-dataset` commands honor that strategy and self-heal blocked public endpoints through a transient SSH-local route. ## Data Patterns FiftyOne Brain uses `fob.compute_visualization` for CLIP UMAP embeddings. FiftyOne supports custom field schemas. Do not assume generic auto-extracted fields are required. BDD100K demo dataset: `bdd100k-real-data-demo`, live at the public IP.