GGUF layer package for running inkling-UD-Q2_K_XL across a local Mesh LLM cluster.
This package is derived from unsloth/inkling-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-Q2_K_XL layer package |
Model Overview
| Property | Value |
|---|---|
| Source model | unsloth/inkling-GGUF |
| Model id | unsloth/inkling-GGUF:UD-Q2_K_XL |
| Family | inkling |
| Parameter scale | not recorded |
| Quantization | UD-Q2_K_XL |
| Layer count | 66 |
| Activation width | not recorded |
| Package size | 0 B |
| Source file | UD-Q2_K_XL/inkling-UD-Q2_K_XL-00001-of-00008.gguf |
| Package repo | meshllm/inkling-UD-Q2_K_XL-layers |
| License | apache-2.0 from unsloth/inkling-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/inkling-GGUF.
Quickstart
# Run this on each machine that should contribute memory/compute.
mesh-llm serve --model "meshllm/inkling-UD-Q2_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/inkling-GGUF:UD-Q2_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/inkling-GGUF@d3e9ffca48751dbe8b59dab5cfa364621257c682/UD-Q2_K_XL/inkling-UD-Q2_K_XL-00001-of-00008.gguf |
| Source revision | d3e9ffca48751dbe8b59dab5cfa364621257c682 |
| Source SHA-256 | 8b153eb6a470303f227ef2ba5b515e4e53cc51be65f4395490aa6e37f377bebf |
| Skippy ABI | not recorded |
| Package manifest SHA-256 | 2974b9a40081fc2e1cf282af087c89e470c3bf92127547b8c4b056a385cbb525 |
What Is Included
| Artifact | Path | Contents | SHA-256 |
|---|---|---|---|
| Manifest | model-package.json | Package schema, source identity, checksums | 2974b9a40081fc2e1cf282af087c89e470c3bf92127547b8c4b056a385cbb525 |
Validation
Generated by the Mesh LLM HF Jobs splitter from mesh-llm ref 3d35e08b0e32a9aa1a6eabdc1bd678f053e57ba7.
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-Q2_K_XL/inkling-UD-Q2_K_XL-00001-of-00008.gguf" --out-dir "/tmp/meshllm-layer-job-meshllm_inkling-UD-Q2_K_XL-layers-$/package"
Links
- Source model: unsloth/inkling-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