Synthetic Data
Planned synthetic data generation uses NVIDIA Cosmos world foundation models to transform simulation output. The checked-in OSMO workflows are placeholders marked Status: Planned, with containers still TBD; they are not ready for submission.
🧪 SDG Pipeline
The planned synthetic data generation pipeline chains three Cosmos capabilities:
| Stage | Model | Description |
|---|---|---|
| Transfer | Cosmos Transfer 2.5 | Convert simulation renders to photorealistic images |
| Predict | Cosmos Predict 2.5 | Generate plausible future frame sequences |
| Reason | Cosmos Reason 2 | Assess and curate data for training quality |
🏗️ Architecture
synthetic-data/
├── workflows/ # OSMO and AzureML SDG job definitions
│ ├── osmo/ # OSMO workflow YAML (Jinja templates)
│ └── azureml/ # AzureML job YAML (commandJob schema)
├── cosmos/ # Cosmos model integration
│ ├── transfer/ # Cosmos Transfer 2.5
│ ├── predict/ # Cosmos Predict 2.5
│ ├── reason/ # Cosmos Reason 2
│ └── configs/ # Model configuration templates
├── examples/ # Pipeline examples
└── specifications/ # Domain specifications