---
base_model: Rombo-Org/Rombo-LLM-V3.0-Qwen-32b
datasets:
- NovaSky-AI/Sky-T1_data_17k
library_name: transformers
license: apache-2.0
tags:
- unsloth
- llama-cpp
- gguf-my-repo
---

# Triangle104/Rombo-LLM-V3.0-Qwen-32b-Q4_K_M-GGUF
This model was converted to GGUF format from [`Rombo-Org/Rombo-LLM-V3.0-Qwen-32b`](https://huggingface.co/Rombo-Org/Rombo-LLM-V3.0-Qwen-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/Rombo-Org/Rombo-LLM-V3.0-Qwen-32b) for more details on the model.

---
Rombo-LLM-V3.0-Qwen-32b is a Continued Finetune model on top of the previous V2.5 version using the "NovaSky-AI/Sky-T1_data_17k" dataset. The resulting model was then merged backed into the base model for higher performance as written in the continuous finetuning technique bellow. This model is a good general purpose model, however it excells at coding and math.

    https://docs.google.com/document/d/1OjbjU5AOz4Ftn9xHQrX3oFQGhQ6RDUuXQipnQ9gn6tU/edit?usp=sharing

---
## 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-V3.0-Qwen-32b-Q4_K_M-GGUF --hf-file rombo-llm-v3.0-qwen-32b-q4_k_m.gguf -p "The meaning to life and the universe is"
```

### Server:
```bash
llama-server --hf-repo Triangle104/Rombo-LLM-V3.0-Qwen-32b-Q4_K_M-GGUF --hf-file rombo-llm-v3.0-qwen-32b-q4_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-V3.0-Qwen-32b-Q4_K_M-GGUF --hf-file rombo-llm-v3.0-qwen-32b-q4_k_m.gguf -p "The meaning to life and the universe is"
```
or 
```
./llama-server --hf-repo Triangle104/Rombo-LLM-V3.0-Qwen-32b-Q4_K_M-GGUF --hf-file rombo-llm-v3.0-qwen-32b-q4_k_m.gguf -c 2048
```