GGUF layer package for running GLM-5.3-Flash-UD-Q4_K_XL across a local Mesh LLM cluster.
This package is derived from unsloth/GLM-5.3-Flash-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-Flash-GGUF |
| Model id | unsloth/GLM-5.3-Flash-GGUF:UD-Q4_K_XL |
| Family | GLM |
| Parameter scale | not recorded |
| Quantization | UD-Q4_K_XL |
| Layer count | 46 |
| Activation width | 4096 |
| Package size | 188.5 GB |
| Source file | UD-Q4_K_XL/GLM-5.3-Flash-UD-Q4_K_XL-00001-of-00006.gguf |
| Package repo | meshllm/GLM-5.3-Flash-UD-Q4_K_XL-layers |
| License | mit from unsloth/GLM-5.3-Flash-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-Flash-GGUF.
Quickstart
# Run this on each machine that should contribute memory/compute.
mesh-llm serve --model "meshllm/GLM-5.3-Flash-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-Flash-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-5.3-Flash-GGUF@ac47690c15c8703615ab7d9c1ef2293d45372757/UD-Q4_K_XL/GLM-5.3-Flash-UD-Q4_K_XL-00001-of-00006.gguf |
| Source revision | ac47690c15c8703615ab7d9c1ef2293d45372757 |
| Source SHA-256 | 00dceaf3ed08781b1e44513a44ebb19e96248d01ba2a80b17f675a2b6fa9a1ee |
| Skippy ABI | 0.1.41 |
| Package manifest SHA-256 | cebbc901c8daff5c0d0441a8c7f55edeb7a89dcb7d376df11f027b8f348689da |
What Is Included
| Artifact | Path | Contents | SHA-256 |
|---|---|---|---|
| Manifest | model-package.json | Package schema, source identity, checksums | cebbc901c8daff5c0d0441a8c7f55edeb7a89dcb7d376df11f027b8f348689da |
| Metadata | shared/metadata.gguf | 0 tensors, 9.0 MB | 2d018f5aa91734df4e3e9b7ddaf0449647e60db9c56c621dc7e625f837ca12e1 |
| Embeddings | shared/embeddings.gguf | 1 tensors, 651.8 MB | 7d77ffbcd93b2f2ca6647ef2fafdd9ca981b447684dd95db73d0722c339022b0 |
| Output head | shared/output.gguf | 2 tensors, 651.8 MB | 21567a02805f462921bf76c47af2f3a3838cf7cedda16ab5449d077de421f57a |
| Transformer layers | layers/layer-*.gguf | 46 layer artifacts, 1409 tensors, 185.1 GB | see model-package.json |
| Projector | projectors/mmproj-BF16.gguf | mmproj projector, 1.1 GB | 513c9bfc55898998186543caefc01626fb28e378b92f391018e1c3dd6655b113 |
| Projector | projectors/mmproj-F16.gguf | mmproj projector, 1.1 GB | 96ccc182997646ad4405385a1987b1ac1e6adccd2669de43c3ea39692699ed27 |
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-5.3-Flash-UD-Q4_K_XL-00001-of-00006.gguf" --out-dir "/tmp/meshllm-layer-job-meshllm_GLM-5.3-Flash-UD-Q4_K_XL-layers-1/package"
Links
- Source model: unsloth/GLM-5.3-Flash-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