GGUF layer package for running DeepSeek-V3.2-UD-Q4_K_XL across a local Mesh LLM cluster.
This package is derived from unsloth/DeepSeek-V3.2-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/DeepSeek-V3.2-GGUF |
| Model id | unsloth/DeepSeek-V3.2-GGUF:UD-Q4_K_XL |
| Family | DeepSeek |
| Parameter scale | not recorded |
| Quantization | UD-Q4_K_XL |
| Layer count | 61 |
| Activation width | 7168 |
| Package size | 380.1 GB |
| Source file | UD-Q4_K_XL/DeepSeek-V3.2-UD-Q4_K_XL-00001-of-00009.gguf |
| Package repo | meshllm/DeepSeek-V3.2-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/DeepSeek-V3.2-GGUF.
Quickstart
# Run this on each machine that should contribute memory/compute.
mesh-llm serve --model "meshllm/DeepSeek-V3.2-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/DeepSeek-V3.2-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/DeepSeek-V3.2-GGUF@main/UD-Q4_K_XL/DeepSeek-V3.2-UD-Q4_K_XL-00001-of-00009.gguf |
| Source revision | main |
| Source SHA-256 | 44c643a4d2531b66645d46c897aef48c757191411f0dcbe64a69a057d57bb857 |
| Skippy ABI | 0.1.14 |
| Package manifest SHA-256 | 6def4ab3842d547905e658bb478a633c2c5f6cfa9fc82fcc6f02b6129ed85330 |
What Is Included
| Artifact | Path | Contents | SHA-256 |
|---|---|---|---|
| Manifest | model-package.json | Package schema, source identity, checksums | 6def4ab3842d547905e658bb478a633c2c5f6cfa9fc82fcc6f02b6129ed85330 |
| Metadata | shared/metadata.gguf | 0 tensors, 5.0 MB | a7464c3ca495bea827bac05331c70e8bfecf940cb7d38bf195352d7a8a8d7eaf |
| Embeddings | shared/embeddings.gguf | 1 tensors, 502.1 MB | 6f24f2a3dfcc07e0c5a72293f9583638a4d2896f967c7833bd1cafdfa58f4c78 |
| Output head | shared/output.gguf | 2 tensors, 730.0 MB | 604a649254113fbed225a2b6691a3e7031fba51e8025bb3509296055f59d573c |
| Transformer layers | layers/layer-*.gguf | 61 layer artifacts, 1083 tensors, 378.9 GB | see model-package.json |
Validation
Generated by the Mesh LLM HF Jobs splitter from mesh-llm ref main and validated before upload:
skippy-model-package validate-package "/source/UD-Q4_K_XL/DeepSeek-V3.2-UD-Q4_K_XL-00001-of-00009.gguf" "$PACKAGE_DIR"
Links
- Source model: unsloth/DeepSeek-V3.2-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