nightmedia/gemma-3-12b-it-vl-GLM-4.7-Flash-Polaris-Heretic-Uncensored-Thinking-qx86-hi-mlx

🤗 Hugging Face sourceimage-text-to-textapache-2.013.2B params26 GBsafetensors✓ 5 checksumsupdated today
Submit in one command

Run it next to your model folder. It makes the torrent, checks your files against Hugging Face, and submits it. You just start seeding and paste your key from your account. It only reads your files and never changes them. Read the script first if you like.

curl -fsSL https://pirateface.co/package.sh | bash -s -- --repo nightmedia/gemma-3-12b-it-vl-GLM-4.7-Flash-Polaris-Heretic-Uncensored-Thinking-qx86-hi-mlx ./model-folder
Needs a seeder →

gemma-3-12b-it-vl-GLM-4.7-Flash-Polaris-Heretic-Uncensored-Thinking-qx86-hi-mlx

This is a nuslerp merge of:

  • DavidAU/gemma-3-12b-it-vl-GLM-4.7-Flash-Heretic-Uncensored-Thinking
  • DavidAU/gemma-3-12b-it-vl-Polaris-Heretic-Uncensored-Thinking

Brainwaves

          arc   arc/e boolq hswag obkqa piqa  wino
qx86-hi   0.607,0.787,0.870,0.720,0.484,0.797,0.708
qx64-hi   0.586,0.778,0.867,0.717,0.466,0.798,0.710
mxfp4     0.561,0.749,0.857,0.712,0.432,0.781,0.709

gemma-3-27b-it-heretic
q8        0.557,0.711,0.868,0.533,0.452,0.706,0.695

gemma-3-12b-it-vl-GLM-4.7-Flash-Heretic-Uncensored-Thinking
qx86-hi   0.585,0.756,0.874,0.724,0.462,0.798,0.717

gemma-3-12b-it-vl-Polaris-Heretic-Uncensored-Thinking
qx86-hi   0.619,0.791,0.859,0.705,0.482,0.765,0.714

Perplexity:
glm-4.7   12.799 ± 0.128
polaris   14.909 ± 0.155

merged    10.553 ± 0.101 

-G

Use with mlx

pip install mlx-lm
from mlx_lm import load, generate

model, tokenizer = load("gemma-3-12b-it-vl-GLM-4.7-Flash-Polaris-Heretic-Uncensored-Thinking-qx86-hi-mlx")

prompt = "hello"

if tokenizer.chat_template is not None:
    messages = [{"role": "user", "content": prompt}]
    prompt = tokenizer.apply_chat_template(
        messages, add_generation_prompt=True, return_dict=False,
    )

response = generate(model, tokenizer, prompt=prompt, verbose=True)