ilya-chak/gemma-4-12B-it-qat-GGUF-UD-Q4_K_XL-layers

Still in progress, trying to get working between my 3 laptops, with no luck so far.

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<h1>gemma-4-31B-it-qat-UD-Q4KXL</h1>

<p> <strong>Distributed GGUF inference package for Mesh LLM</strong> </p>

<p> <a href="https://www.meshllm.cloud"><img alt="Website" src="https://img.shields.io/badge/Website-meshllm.cloud-111111?style=for-the-badge"></a> <a href="https://github.com/Mesh-LLM/mesh-llm"><img alt="GitHub" src="https://img.shields.io/badge/GitHub-Mesh--LLM-24292f?style=for-the-badge&logo=github"></a> <a href="https://discord.gg/rs6fmc63eN"><img alt="Discord" src="https://img.shields.io/badge/Discord-Join-5865F2?style=for-the-badge&logo=discord&logoColor=white"></a> </p> </div>

GGUF layer package for running gemma-4-31B-it-qat-UD-Q4_K_XL across a local Mesh LLM cluster.

This package is derived from unsloth/gemma-4-12B-it-qat-GGUF and keeps the original GGUF distribution split into per-layer artifacts for distributed inference.

Highlights

Model Overview

Recommended Use

• —Local and private inference with Mesh LLM.
• —Multi-machine serving when the full GGUF is too large for one host.
• —OpenAI-compatible chat/completions workflows through Mesh LLM's local API.

For upstream architecture details, chat template guidance, sampling recommendations, license terms, and benchmark notes, see the source model card: unsloth/gemma-4-12B-it-qat-GGUF.

Quickstart

# Run this on each machine that should contribute memory/compute.
mesh-llm serve --model "meshllm/gemma-4-31B-it-qat-UD-Q4_K_XL-layers" --split

# Check the mesh and discover the OpenAI-compatible model name.
curl -s http://localhost:3131/api/status
curl -s http://localhost:3131/v1/models

# Send an OpenAI-compatible chat request.
curl -s http://localhost:3131/v1/chat/completions \
  -H "Content-Type: application/json" \
  -d '{
    "model": "unsloth/gemma-4-12B-it-qat-GGUF:UD-Q4_K_XL",
    "messages": [{"role": "user", "content": "Write a tiny hello-world function in Rust."}],
    "max_tokens": 128
  }'

Package Variant

What Is Included

Validation

Generated by the Mesh LLM HF Jobs splitter from mesh-llm ref main. Each artifact is checksummed as it is written, uploaded to this repository, and removed from the job workspace before the next artifact is produced.

skippy-model-package write-package "/source/gemma-4-31B-it-qat-UD-Q4_K_XL.gguf" --out-dir "/tmp/meshllm-layer-job-meshllm_gemma-4-31B-it-qat-UD-Q4_K_XL-layers-192/package"

Links

• —Source model: unsloth/gemma-4-12B-it-qat-GGUF
• —Mesh LLM website: meshllm.cloud
• —Mesh LLM: github.com/Mesh-LLM/mesh-llm
• —Discord: discord.gg/rs6fmc63eN
• —Package catalog: meshllm/catalog
• —Package format: layer-package-repos.md