> 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.

# Qwen3-32B

> Use NeMo AutoModel to fine-tune Qwen3-32B for LLM workflows with checked-in text generation recipes and documented distributed settings.

[Qwen3-32B](https://huggingface.co/Qwen/Qwen3-32B) has a checked-in NeMo AutoModel recipe for text generation.
The Hugging Face configuration declares the `Qwen3ForCausalLM` architecture.

## Fine-Tune Qwen3-32B

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

```bash
automodel examples/llm_finetune/qwen/qwen3_32b_tulu3.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/qwen/qwen3_32b_tulu3.yaml). |
| Try another checked-in recipe for this model | Use the [alternate recipe](https://github.com/NVIDIA-NeMo/Automodel/blob/main/examples/llm_finetune/qwen/qwen3_32b_tulu3_cp2.yaml). |

### Configuration

| Setting  | Configuration                                             |
| -------- | --------------------------------------------------------- |
| Hardware | -                                                         |
| Strategy | FSDP2; tp\_size=1, pp\_size=1, cp\_size=1                 |
| Nodes    | 1                                                         |
| Features | Activation checkpointing (activation\_checkpointing=true) |
| Advanced | sequence length 2048                                      |

### More Recipes for This Model

* [`qwen3_32b_tulu3_cp2.yaml`](https://github.com/NVIDIA-NeMo/Automodel/blob/main/examples/llm_finetune/qwen/qwen3_32b_tulu3_cp2.yaml)
* [`qwen3_32b_coderforge_cp16_128k_lowerLR.yaml`](https://github.com/NVIDIA-NeMo/Automodel/blob/main/examples/long_context_validation/qwen3_32b/qwen3_32b_coderforge_cp16_128k_lowerLR.yaml)

## Model Reference

### Model Architecture

| Property     | Value              |
| ------------ | ------------------ |
| Task         | Text generation    |
| Architecture | `Qwen3ForCausalLM` |

### Available Models

* [`Qwen/Qwen3-32B`](https://huggingface.co/Qwen/Qwen3-32B)

## Related Resources

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