CLI Command Group
moro release
Export models into standalone quantized runtimes (GGUF), sign cryptographic Software Bills of Materials (SBOM), and deploy directly into Ollama or Docker.
Subcommands
1. `moro release export`
Fuses the trained LoRA adapter weights with the base model, applies quantized GGUF packaging, and generates a signed provenance manifest.
moro release export --run-id run_01 --version v1.0.0 --quant Q4_K_M
| Flag | Type | Default | Description |
|---|---|---|---|
| --run-id | String | Required | Training run identifier from runs/ directory. |
| --version | String | v0.1.0 | Semantic version tag for this release. |
| --quant | String | Q4_K_M | Quantization type: Q4_K_M, Q5_K_M, Q8_0, or F16. |
2. `moro release deploy`
Registers the exported release bundle directly into local serving runtimes:
# Deploy to local Ollama runtime moro release deploy --target ollama --version v1.0.0 --name support-model # Deploy as an isolated Docker container moro release deploy --target docker --version v1.0.0 --port 8080
3. `moro release verify`
Audits the cryptographic signatures and SHA-256 hashes inside the model's SBOM:
moro release verify --version v1.0.0