---
base_model: EpistemeAI/Fireball-R1-Llama-3.1-8B-Medical-COT
tags:
- text-generation-inference
- transformers
- unsloth
- llama
- trl
- llama-cpp
- gguf-my-repo
license: apache-2.0
language:
- en
datasets:
- FreedomIntelligence/medical-o1-reasoning-SFT
---

# Triangle104/Fireball-R1-Llama-3.1-8B-Medical-COT-Q4_K_S-GGUF
This model was converted to GGUF format from [`EpistemeAI/Fireball-R1-Llama-3.1-8B-Medical-COT`](https://huggingface.co/EpistemeAI/Fireball-R1-Llama-3.1-8B-Medical-COT) 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/EpistemeAI/Fireball-R1-Llama-3.1-8B-Medical-COT) for more details on the model.

---
This is a state-of-the-art language model optimized for neutrality, STEM proficiency, and ethical alignment.
 Fine-tuned Deepseek-R1-distill-llama-8b-unsloth-bnb-4bit for science, 
chemistry, and mathematics with reduced cultural/political bias.
This large language model is open source.  This is supervised fine tuned
 with medical chain of thought

---
## 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/Fireball-R1-Llama-3.1-8B-Medical-COT-Q4_K_S-GGUF --hf-file fireball-r1-llama-3.1-8b-medical-cot-q4_k_s.gguf -p "The meaning to life and the universe is"
```

### Server:
```bash
llama-server --hf-repo Triangle104/Fireball-R1-Llama-3.1-8B-Medical-COT-Q4_K_S-GGUF --hf-file fireball-r1-llama-3.1-8b-medical-cot-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/Fireball-R1-Llama-3.1-8B-Medical-COT-Q4_K_S-GGUF --hf-file fireball-r1-llama-3.1-8b-medical-cot-q4_k_s.gguf -p "The meaning to life and the universe is"
```
or 
```
./llama-server --hf-repo Triangle104/Fireball-R1-Llama-3.1-8B-Medical-COT-Q4_K_S-GGUF --hf-file fireball-r1-llama-3.1-8b-medical-cot-q4_k_s.gguf -c 2048
```