GGUF layer package for running North-Mini-Code-1.0-UD-Q4_K_XL across a local Mesh LLM cluster.
This package is derived from unsloth/North-Mini-Code-1.0-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/North-Mini-Code-1.0-GGUF |
| Model id | unsloth/North-Mini-Code-1.0-GGUF:UD-Q4_K_XL |
| Family | North |
| Parameter scale | not recorded |
| Quantization | UD-Q4_K_XL |
| Layer count | 49 |
| Activation width | 2048 |
| Package size | 18.4 GB |
| Source file | North-Mini-Code-1.0-UD-Q4_K_XL.gguf |
| Package repo | meshllm/North-Mini-Code-1.0-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/North-Mini-Code-1.0-GGUF.
Quickstart
# Run this on each machine that should contribute memory/compute.
mesh-llm serve --model "meshllm/North-Mini-Code-1.0-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/North-Mini-Code-1.0-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/North-Mini-Code-1.0-GGUF@main/North-Mini-Code-1.0-UD-Q4_K_XL.gguf |
| Source revision | main |
| Source SHA-256 | 86ba9cf324a1cf53687872abdda3861e3304bfd25d1f606f92a6641017ecbc6e |
| Skippy ABI | 0.1.25 |
| Package manifest SHA-256 | 22a3a684efc1fe2e2560b7d72124b50910869b3591e5a1ce06fc1c79bd58531b |
What Is Included
| Artifact | Path | Contents | SHA-256 |
|---|---|---|---|
| Manifest | model-package.json | Package schema, source identity, checksums | 22a3a684efc1fe2e2560b7d72124b50910869b3591e5a1ce06fc1c79bd58531b |
| Metadata | shared/metadata.gguf | 0 tensors, 9.9 MB | af1ec415f84bb9662b7423b527776f6cf19c1e9052304581d33af4c77ee217d0 |
| Embeddings | shared/embeddings.gguf | 1 tensors, 553.9 MB | c259a1c768291b05b517aef227aebb09ab26eb92a400da5ec881a219ce09333e |
| Output head | shared/output.gguf | 1 tensors, 9.9 MB | 734fb32e55296c4cbf9a6b890c0901cb46d6854fd62ca6ded43b3f4e6bf39e73 |
| Transformer layers | layers/layer-*.gguf | 49 layer artifacts, 440 tensors, 17.9 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/North-Mini-Code-1.0-UD-Q4_K_XL.gguf" --out-dir "/tmp/meshllm-layer-job-meshllm_North-Mini-Code-1.0-UD-Q4_K_XL-layers-199/package"
Links
- Source model: unsloth/North-Mini-Code-1.0-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