GLM-5.3-UD-Q4_K_XL-layers

meshllm/GLM-5.3-UD-Q4_K_XL-layers

GLM-5.3-UD-Q4_K_XL-layers is a text generation model from meshllm. Use it when you need the model to write or continue text. It is set up for mesh-llm. The card lists the license as other.

<div align="center" <a href="https://www.meshllm.cloud" <img src="https://meshllm.cloud/assets/images/jelly-logo-wordmark.png" alt="Mesh LLM" width="220" </a

Downloads · 30 days

1.9K

19% of all-time downloads

All-time downloads

10.1K

Public

Repo size

468 GB

Likes

Public

Hugging Face

Repo makeup

Click a slice to open those files.

.gguf468 GB · 100%

At a glance

Task: Text Generation
Library: mesh-llm
License: other
Access: Public
Created: Sep 12, 2026
Updated: Sep 25, 2026
SHA: 0c4fa846

Try a prompt

Base models

unsloth/GLM-5.3-GGUF

Model card

From the Hugging Face model README

<div align="center"> <a href="https://www.meshllm.cloud"> <img src="https://meshllm.cloud/assets/images/jelly-logo-wordmark.png" alt="Mesh LLM" width="220"> </a> <h1>GLM-5.3-UD-Q4_K_XL</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 GLM-5.3-UD-Q4_K_XL across a local Mesh LLM cluster.

This package is derived from unsloth/GLM-5.3-GGUF and keeps the original GGUF distribution split into per-layer artifacts for distributed inference.

Highlights

Run locally	Pool multiple machines	OpenAI-compatible	Package variant
Private inference on your hardware	Split layers across peers	Serve `/v1/chat/completions` locally	`UD-Q4_K_XL` layer package

Model Overview

Property	Value
Source model	unsloth/GLM-5.3-GGUF
Model id	`unsloth/GLM-5.3-GGUF:UD-Q4_K_XL`
Family	GLM
Parameter scale	not recorded
Quantization	`UD-Q4_K_XL`
Layer count	79
Activation width	not recorded
Package size	0 B
Source file	`UD-Q4_K_XL/GLM-5.3-UD-Q4_K_XL-00001-of-00011.gguf`
Package repo	meshllm/GLM-5.3-UD-Q4_K_XL-layers
License	`other` from unsloth/GLM-5.3-GGUF

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/GLM-5.3-GGUF.

Quickstart

# Run this on each machine that should contribute memory/compute.
mesh-llm serve --model "meshllm/GLM-5.3-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/GLM-5.3-GGUF:UD-Q4_K_XL",
    "messages": [{"role": "user", "content": "Write a tiny hello-world function in Rust."}],
    "max_tokens": 128
  }'

Package Variant

Property	Value
Format	`gguf`
Canonical source ref	`unsloth/GLM-5.3-GGUF@346b3591c7f28d1a23716f97a065ecf12ec14771/UD-Q4_K_XL/GLM-5.3-UD-Q4_K_XL-00001-of-00011.gguf`
Source revision	`346b3591c7f28d1a23716f97a065ecf12ec14771`
Source SHA-256	`02a3e367e8b5f5ee3341d556211faa2cc956c3e77ad0e298c6805323bfaeb02d`
Skippy ABI	`not recorded`
Package manifest SHA-256	`eee87c761d3f964229fcb0a40d143d95ce215aa894fee23bc78085ae2c499057`

What Is Included

Artifact	Path	Contents	SHA-256
Manifest	`model-package.json`	Package schema, source identity, checksums	`eee87c761d3f964229fcb0a40d143d95ce215aa894fee23bc78085ae2c499057`

Validation

Generated by the Mesh LLM HF Jobs splitter from mesh-llm ref f932c4d1dc12b3e3a670d5f470cedd5cdcc5db39. 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 "/hf-cache/UD-Q4_K_XL/GLM-5.3-UD-Q4_K_XL-00001-of-00011.gguf" --out-dir "/tmp/meshllm-layer-job-meshllm_GLM-5.3-UD-Q4_K_XL-layers-1/package"