metadata

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-Q6_K-GGUF

This model was converted to GGUF format from EpistemeAI/Fireball-R1-Llama-3.1-8B-Medical-COT using llama.cpp via the ggml.ai's GGUF-my-repo space. Refer to the original model card 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)

brew install llama.cpp

Invoke the llama.cpp server or the CLI.

CLI:

llama-cli --hf-repo Triangle104/Fireball-R1-Llama-3.1-8B-Medical-COT-Q6_K-GGUF --hf-file fireball-r1-llama-3.1-8b-medical-cot-q6_k.gguf -p "The meaning to life and the universe is"

Server:

llama-server --hf-repo Triangle104/Fireball-R1-Llama-3.1-8B-Medical-COT-Q6_K-GGUF --hf-file fireball-r1-llama-3.1-8b-medical-cot-q6_k.gguf -c 2048

Note: You can also use this checkpoint directly through the usage steps 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-Q6_K-GGUF --hf-file fireball-r1-llama-3.1-8b-medical-cot-q6_k.gguf -p "The meaning to life and the universe is"

./llama-server --hf-repo Triangle104/Fireball-R1-Llama-3.1-8B-Medical-COT-Q6_K-GGUF --hf-file fireball-r1-llama-3.1-8b-medical-cot-q6_k.gguf -c 2048