license: gemma
library_name: transformers
pipeline_tag: image-text-to-text
base_model: grimjim/gemma-3-12b-it-norm-preserved-biprojected-abliterated
model_index:

• name: gemma-3-12b-it-norm-preserved-biprojected-abliterated
  results:
  • task:
    type: text-generation
    name: Text Generation
    dataset:
    name: MMLU (5-shot)
    type: cais/mmlu
    config: main
    split: test
    args:
    num_few_shot: 5
    
    metrics:
    • type: acc
      value: 0.6985
      name: accuracy
      source:
      url: N/A
      name: N/A

tags:

• llama-cpp
• gguf-my-repo

FORNAX20/gemma-3-12b-it-norm-preserved-biprojected-abliterated-Q6_K-GGUF

This model was converted to GGUF format from grimjim/gemma-3-12b-it-norm-preserved-biprojected-abliterated using llama.cpp via the ggml.ai's GGUF-my-repo space.
Refer to the original model card for more details on the model.

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 FORNAX20/gemma-3-12b-it-norm-preserved-biprojected-abliterated-Q6_K-GGUF --hf-file gemma-3-12b-it-norm-preserved-biprojected-abliterated-q6_k.gguf -p "The meaning to life and the universe is"

Server:

llama-server --hf-repo FORNAX20/gemma-3-12b-it-norm-preserved-biprojected-abliterated-Q6_K-GGUF --hf-file gemma-3-12b-it-norm-preserved-biprojected-abliterated-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 FORNAX20/gemma-3-12b-it-norm-preserved-biprojected-abliterated-Q6_K-GGUF --hf-file gemma-3-12b-it-norm-preserved-biprojected-abliterated-q6_k.gguf -p "The meaning to life and the universe is"

or

./llama-server --hf-repo FORNAX20/gemma-3-12b-it-norm-preserved-biprojected-abliterated-Q6_K-GGUF --hf-file gemma-3-12b-it-norm-preserved-biprojected-abliterated-q6_k.gguf -c 2048