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| 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 |
| Property | Value |
|---|---|
| Source model | unsloth/GLM-4.7-Flash-REAP-23B-A3B-GGUF |
| Model id | unsloth/GLM-4.7-Flash-REAP-23B-A3B-GGUF:UD-Q4_K_XL |
| Family | GLM |
| Parameter scale | 23B-A3B |
| Quantization | UD-Q4_K_XL |
| Layer count | 47 |
| Activation width | 2048 |
| Package size | 13.7 GB |
| Source file | GLM-4.7-Flash-REAP-23B-A3B-UD-Q4_K_XL.gguf |
| Package repo | meshllm/GLM-4.7-Flash-REAP-23B-A3B-UD-Q4_K_XL-layers |
1# Run this on each machine that should contribute memory/compute.
2mesh-llm serve --model "meshllm/GLM-4.7-Flash-REAP-23B-A3B-UD-Q4_K_XL-layers" --split1# Check the mesh and discover the OpenAI-compatible model name.
2curl -s http://localhost:3131/api/status
3curl -s http://localhost:3131/v1/models1# Send an OpenAI-compatible chat request.
2curl -s http://localhost:3131/v1/chat/completions \
3 -H "Content-Type: application/json" \
4 -d '{
5 "model": "unsloth/GLM-4.7-Flash-REAP-23B-A3B-GGUF:UD-Q4_K_XL",
6 "messages": [{"role": "user", "content": "Write a tiny hello-world function in Rust."}],
7 "max_tokens": 128
8 }'| Property | Value |
|---|---|
| Format | layer-package |
| Canonical source ref | unsloth/GLM-4.7-Flash-REAP-23B-A3B-GGUF@main/GLM-4.7-Flash-REAP-23B-A3B-UD-Q4_K_XL.gguf |
| Source revision | main |
| Source SHA-256 | 81d03a281afe52b410a270740c47b41224993a5702d04dcc9556d287bbf64edf |
| Skippy ABI | 0.1.24 |
| Package manifest SHA-256 | 53ffc0462ca293519699041c5307221b017f2afb672e2d39e5b087964d2cf49d |
| Artifact | Path | Contents | SHA-256 |
|---|---|---|---|
| Manifest | model-package.json | Package schema, source identity, checksums | 53ffc0462ca293519699041c5307221b017f2afb672e2d39e5b087964d2cf49d |
| Metadata | shared/metadata.gguf | 0 tensors, 9.0 MB | 4ceedc54f4d1ec20197d5d5789bb7ef27d55ae822ee18c68965c8993a71d2c5c |
| Embeddings | shared/embeddings.gguf | 1 tensors, 179.1 MB | ef75bf1a0898a88752873e27365a045edf6342db4396762bd8cf3f67ed87ac29 |
| Output head | shared/output.gguf | 2 tensors, 257.1 MB | a27380f10f1e949685133cb35a16b1ff0bd86103b5c60e00a93d13278e6273ac |
| Transformer layers | layers/layer-*.gguf | 47 layer artifacts, 841 tensors, 13.3 GB | see model-package.json |
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/GLM-4.7-Flash-REAP-23B-A3B-UD-Q4_K_XL.gguf" --out-dir "/tmp/meshllm-layer-job-meshllm_GLM-4.7-Flash-REAP-23B-A3B-UD-Q4_K_XL-layers-194/package"