GGUF layer package for running GLM-5-UD-Q4_K_XL across a local Mesh LLM cluster.
This package is derived from unsloth/GLM-5-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-GGUF |
| Model id | unsloth/GLM-5-GGUF:UD-Q4_K_XL |
| Family | GLM |
| Parameter scale | not recorded |
| Quantization | UD-Q4_K_XL |
| Layer count | 79 |
| Activation width | 6144 |
| Package size | 401.8 GB |
| Source file | UD-Q4_K_XL/GLM-5-UD-Q4_K_XL-00001-of-00010.gguf |
| Package repo | meshllm/GLM-5-UD-Q4_K_XL-layers |
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-GGUF.
Quickstart
# Run this on each machine that should contribute memory/compute.
mesh-llm serve --model "meshllm/GLM-5-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-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 | layer-package |
| Canonical source ref | unsloth/GLM-5-GGUF@main/UD-Q4_K_XL/GLM-5-UD-Q4_K_XL-00001-of-00010.gguf |
| Source revision | main |
| Source SHA-256 | 0c0f8a9e1c10983b7c59563a53bda13b23032ce1991c7b7bfeb6c15bef484f9f |
| Skippy ABI | 0.1.24 |
| Package manifest SHA-256 | 624310de4901d3c14c1a4d96cb444348155abfee3966d91410bd3f6a03269a96 |
What Is Included
| Artifact | Path | Contents | SHA-256 |
|---|---|---|---|
| Manifest | model-package.json | Package schema, source identity, checksums | 624310de4901d3c14c1a4d96cb444348155abfee3966d91410bd3f6a03269a96 |
| Metadata | shared/metadata.gguf | 0 tensors, 9.0 MB | 8f81312f000a5c67c2e2c24df712e9ea12c21be3054638d40d16ed6067ed3e43 |
| Embeddings | shared/embeddings.gguf | 1 tensors, 519.5 MB | d60a4b34f7e78200e5356a14f4d5557845fbd71233784930a117aa032102e53e |
| Output head | shared/output.gguf | 2 tensors, 753.4 MB | e15e78ad4b1b10e4a411e6d8160a415e3b3cfe6296e5c615882fa3077448e32f |
| Transformer layers | layers/layer-*.gguf | 79 layer artifacts, 1806 tensors, 400.6 GB | see model-package.json |
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/UD-Q4_K_XL/GLM-5-UD-Q4_K_XL-00001-of-00010.gguf" --out-dir "/tmp/meshllm-layer-job-meshllm_GLM-5-UD-Q4_K_XL-layers-193/package"
Links
- Source model: unsloth/GLM-5-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