> For clean Markdown of any page, append .md to the page URL.
> For a complete documentation index, see https://docs.nvidia.com/nemo/automodel/llms.txt.
> For AI client integration (Claude Code, Cursor, etc.), connect to the MCP server at https://docs.nvidia.com/nemo/automodel/_mcp/server.

# solar-pro-preview-instruct

> Reference solar-pro-preview-instruct checkpoint and architecture details for NeMo AutoModel, with model-family information, setup guidance, and upstream resources.

[Solar Pro](https://huggingface.co/upstage/solar-pro-preview-instruct) is an enterprise language model from Upstage, built on a depth up-scaling technique applied to Llama-based architectures.

Use this page as a checkpoint and architecture reference. Set up NeMo AutoModel with the
[latest container](https://catalog.ngc.nvidia.com/orgs/nvidia/containers/nemo-automodel) or follow the
[installation instructions](/get-started/installation).

## Model Reference

### Model Architecture

| Property                  | Value                                     |
| ------------------------- | ----------------------------------------- |
| Task                      | Text Generation                           |
| Architecture              | `SolarForCausalLM`                        |
| Parameters                | 22B                                       |
| Hugging Face Organization | [upstage](https://huggingface.co/upstage) |

### Available Models

| Model                      | HF ID                                                                                             |
| -------------------------- | ------------------------------------------------------------------------------------------------- |
| Solar Pro Preview Instruct | [`upstage/solar-pro-preview-instruct`](https://huggingface.co/upstage/solar-pro-preview-instruct) |

## Related Resources

* [LLM Fine-Tuning Guide](/recipes-e2e-examples/sft-peft)