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# Mistral-Nemo-Base-2407

> Use NeMo AutoModel to fine-tune Mistral-Nemo-Base-2407 for LLM workflows with checked-in text generation recipes and documented distributed settings.

[Mistral-Nemo-Base-2407](https://huggingface.co/mistralai/Mistral-Nemo-Base-2407) has a checked-in NeMo AutoModel recipe for text generation.
The Hugging Face configuration declares the `MistralForCausalLM` architecture.

## Fine-Tune Mistral-Nemo-Base-2407

Follow the [installation instructions](/get-started/installation), then run the recipe from the repository root:

```bash
automodel examples/llm_finetune/mistral/mistral_nemo_2407_squad.yaml --nproc-per-node 8
```

## Choose a Workflow

| Goal                                         | Start Here                                                                                                                                         |
| -------------------------------------------- | -------------------------------------------------------------------------------------------------------------------------------------------------- |
| Run the primary recipe for this model        | Use the [recipe configuration](https://github.com/NVIDIA-NeMo/Automodel/blob/main/examples/llm_finetune/mistral/mistral_nemo_2407_squad.yaml).     |
| Try another checked-in recipe for this model | Use the [alternate recipe](https://github.com/NVIDIA-NeMo/Automodel/blob/main/examples/llm_finetune/mistral/mistral_nemo_2407_hellaswag_fp8.yaml). |

### Configuration

| Setting  | Configuration                 |
| -------- | ----------------------------- |
| Hardware | -                             |
| Strategy | FSDP2; tp\_size=1, cp\_size=1 |
| Nodes    | -                             |
| Features | -                             |
| Advanced | bf16                          |

### More Recipes for This Model

* [`mistral_nemo_2407_hellaswag_fp8.yaml`](https://github.com/NVIDIA-NeMo/Automodel/blob/main/examples/llm_finetune/mistral/mistral_nemo_2407_hellaswag_fp8.yaml)
* [`mistral_nemo_2407_squad_peft.yaml`](https://github.com/NVIDIA-NeMo/Automodel/blob/main/examples/llm_finetune/mistral/mistral_nemo_2407_squad_peft.yaml)

## Model Reference

### Model Architecture

| Property     | Value                |
| ------------ | -------------------- |
| Task         | Text generation      |
| Architecture | `MistralForCausalLM` |

### Available Models

* [`mistralai/Mistral-Nemo-Base-2407`](https://huggingface.co/mistralai/Mistral-Nemo-Base-2407)

## Related Resources

* [LLM fine-tuning guide](/recipes-e2e-examples/sft-peft)