---
library_name: transformers
base_model: Rombo-Org/Rombo-LLM-V2.7-llama-3.2-3b
license: llama3.2
tags:
- llama-cpp
- gguf-my-repo
---

# Triangle104/Rombo-LLM-V2.7-llama-3.2-3b-Q5_K_M-GGUF
This model was converted to GGUF format from [`Rombo-Org/Rombo-LLM-V2.7-llama-3.2-3b`](https://huggingface.co./Rombo-Org/Rombo-LLM-V2.7-llama-3.2-3b) 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./Rombo-Org/Rombo-LLM-V2.7-llama-3.2-3b) for more details on the model.

---
Model details:
-
Rombo-LLM-V2.7-llama-3.2-3b is an combined pretrained and instruct tuned model based on (Llama-3.2-3B) and (Llama-3.2-3b-instruct) giving the benefits of both versions all in 1 model.

This model can be used to furter finetune, or right out of the box for inference.

---
## 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/Rombo-LLM-V2.7-llama-3.2-3b-Q5_K_M-GGUF --hf-file rombo-llm-v2.7-llama-3.2-3b-q5_k_m.gguf -p "The meaning to life and the universe is"
```

### Server:
```bash
llama-server --hf-repo Triangle104/Rombo-LLM-V2.7-llama-3.2-3b-Q5_K_M-GGUF --hf-file rombo-llm-v2.7-llama-3.2-3b-q5_k_m.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/Rombo-LLM-V2.7-llama-3.2-3b-Q5_K_M-GGUF --hf-file rombo-llm-v2.7-llama-3.2-3b-q5_k_m.gguf -p "The meaning to life and the universe is"
```
or 
```
./llama-server --hf-repo Triangle104/Rombo-LLM-V2.7-llama-3.2-3b-Q5_K_M-GGUF --hf-file rombo-llm-v2.7-llama-3.2-3b-q5_k_m.gguf -c 2048
```