Devstral-Small-2-24B-Instruct-2512 | NVIDIA NeMo AutoModel

Devstral-Small-2-24B-Instruct-2512 has a checked-in NeMo AutoModel recipe for text generation. The Hugging Face configuration declares the Mistral3ForConditionalGeneration architecture.

Fine-Tune Devstral-Small-2-24B-Instruct-2512

Follow the installation instructions, then run the recipe from the repository root:

automodel examples/llm_finetune/devstral/devstral2_small_2512_squad.yaml --nproc-per-node 8

Choose a Workflow

Goal	Start Here
Run the primary recipe for this model	Use the recipe configuration.
Try another checked-in recipe for this model	Use the alternate recipe.

Configuration

Setting	Configuration
Hardware	-
Strategy	FSDP2; tp_size=1, cp_size=1
Nodes	-
Features	Checkpointing (enabled=true)
Advanced	-

More Recipes for This Model

devstral2_small_2512_squad_peft.yaml

Model Reference

Model Architecture

Property	Value
Task	Text generation
Architecture	`Mistral3ForConditionalGeneration`

Available Models

mistralai/Devstral-Small-2-24B-Instruct-2512

LLM fine-tuning guide