---
license: cc-by-4.0
language:
- en
base_model: nvidia/OpenReasoning-Nemotron-32B
pipeline_tag: text-generation
library_name: transformers
tags:
- nvidia
- code
- llama-cpp
- gguf-my-repo
---

# Triangle104/OpenReasoning-Nemotron-32B-Q4_K_S-GGUF
This model was converted to GGUF format from [`nvidia/OpenReasoning-Nemotron-32B`](https://huggingface.co/nvidia/OpenReasoning-Nemotron-32B) using llama.cpp via the ggml.ai's [GGUF-my-repo](https://huggingface.co/spaces/ggml-org/gguf-my-repo) space.
Refer to the [original model card](https://huggingface.co/nvidia/OpenReasoning-Nemotron-32B) for more details on the model.

---
OpenReasoning-Nemotron-32B is a large language model (LLM) which is a
 derivative of Qwen2.5-32B-Instruct (AKA the reference model). It is a 
reasoning model that is post-trained for reasoning about math, code and 
science solution generation. We evaluated this model with up to 64K 
output tokens. The OpenReasoning model is available in the following 
sizes: 1.5B, 7B and 14B and 32B. 


This model is ready for commercial/non-commercial research use. 

---
## Use with llama.cpp
Install llama.cpp through brew (works on Mac and Linux)

```bash
brew install llama.cpp

```
Invoke the llama.cpp server or the CLI.

### CLI:
```bash
llama-cli --hf-repo Triangle104/OpenReasoning-Nemotron-32B-Q4_K_S-GGUF --hf-file openreasoning-nemotron-32b-q4_k_s.gguf -p "The meaning to life and the universe is"
```

### Server:
```bash
llama-server --hf-repo Triangle104/OpenReasoning-Nemotron-32B-Q4_K_S-GGUF --hf-file openreasoning-nemotron-32b-q4_k_s.gguf -c 2048
```

Note: You can also use this checkpoint directly through the [usage steps](https://github.com/ggerganov/llama.cpp?tab=readme-ov-file#usage) listed in the Llama.cpp repo as well.

Step 1: Clone llama.cpp from GitHub.
```
git clone https://github.com/ggerganov/llama.cpp
```

Step 2: Move into the llama.cpp folder and build it with `LLAMA_CURL=1` flag along with other hardware-specific flags (for ex: LLAMA_CUDA=1 for Nvidia GPUs on Linux).
```
cd llama.cpp && LLAMA_CURL=1 make
```

Step 3: Run inference through the main binary.
```
./llama-cli --hf-repo Triangle104/OpenReasoning-Nemotron-32B-Q4_K_S-GGUF --hf-file openreasoning-nemotron-32b-q4_k_s.gguf -p "The meaning to life and the universe is"
```
or 
```
./llama-server --hf-repo Triangle104/OpenReasoning-Nemotron-32B-Q4_K_S-GGUF --hf-file openreasoning-nemotron-32b-q4_k_s.gguf -c 2048
```