Qwen2.5-32B-Instruct | NVIDIA NeMo AutoModel

Qwen2.5-32B-Instruct has a checked-in NeMo AutoModel recipe for text generation. The Hugging Face configuration declares the Qwen2ForCausalLM architecture.

Fine-Tune Qwen2.5-32B-Instruct

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

automodel examples/llm_finetune/qwen/qwen2_5_32b_peft_benchmark.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, pp_size=4, cp_size=1
Nodes	-
Features	Activation checkpointing (activation_checkpointing=true), LoRA
Advanced	bf16

More Recipes for This Model

custom_qwen2_5_32b_peft_benchmark.yaml
custom_qwen2_5_32b_peft_benchmark_2nodes.yaml

Model Reference

Model Architecture

Property	Value
Task	Text generation
Architecture	`Qwen2ForCausalLM`

Available Models

Qwen/Qwen2.5-32B-Instruct

LLM fine-tuning guide