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  - distributed-inference
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  - local-inference
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  - openai-compatible
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- - queued
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  ---
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  <div align="center">
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  <a href="https://www.meshllm.cloud">
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- <img src="https://huggingface.co/meshllm/DeepSeek-R1-Q4_K_M-layers/raw/main/mesh-llm-logo.svg" alt="Mesh LLM" width="220">
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  </a>
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  <h1>DeepSeek-R1-Q4_K_M</h1>
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  <p>
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- <strong>Queued GGUF layer package for Mesh LLM</strong>
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  </p>
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  <p>
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  </p>
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  </div>
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- This repository has been reserved for a Mesh LLM layer package derived from [unsloth/DeepSeek-R1-GGUF](https://huggingface.co/unsloth/DeepSeek-R1-GGUF). The package artifacts are not uploaded yet; once generation completes, this card will be replaced with the full package manifest summary and quickstart.
 
 
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  ## Highlights
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- | Run locally | Pool multiple machines | OpenAI-compatible | Package status |
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  |---|---|---|---|
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- | Private inference on your hardware | Split layers across peers | Serve `/v1/chat/completions` locally | Queued `Q4_K_M` layer package |
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  ## Model Overview
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  | **Family** | DeepSeek |
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  | **Parameter scale** | not recorded |
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  | **Quantization** | `Q4_K_M` |
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- | **Status** | Queued for layer-package generation |
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- | **Queued at** | `2026-05-08T21:33:13.323775276+00:00` |
 
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  | **Source file** | `DeepSeek-R1-Q4_K_M/DeepSeek-R1-Q4_K_M-00001-of-00009.gguf` |
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  | **Package repo** | [meshllm/DeepSeek-R1-Q4_K_M-layers](https://huggingface.co/meshllm/DeepSeek-R1-Q4_K_M-layers) |
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- | **Queue run** | [https://github.com/Mesh-LLM/mesh-llm/actions/runs/25580536970](https://github.com/Mesh-LLM/mesh-llm/actions/runs/25580536970) |
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  ## Recommended Use
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- - Come back after the layer package job finishes.
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- - Use the source model card for architecture details, license terms, and sampling guidance.
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- - Use Mesh LLM once this repo contains `model-package.json` and `layers/layer-*.gguf` artifacts.
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
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  ## Links
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  - distributed-inference
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  - local-inference
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  - openai-compatible
 
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  ---
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  <div align="center">
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  <a href="https://www.meshllm.cloud">
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+ <img src="https://github.com/Mesh-LLM/mesh-llm/raw/main/docs/mesh-llm-logo.svg" alt="Mesh LLM" width="220">
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  </a>
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  <h1>DeepSeek-R1-Q4_K_M</h1>
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  <p>
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+ <strong>Distributed GGUF inference package for Mesh LLM</strong>
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  </p>
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  <p>
 
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  </p>
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  </div>
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+ GGUF layer package for running **DeepSeek-R1-Q4_K_M** across a local Mesh LLM cluster.
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+
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+ This package is derived from [unsloth/DeepSeek-R1-GGUF](https://huggingface.co/unsloth/DeepSeek-R1-GGUF) and keeps the original GGUF distribution split into per-layer artifacts for distributed inference.
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  ## Highlights
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+ | Run locally | Pool multiple machines | OpenAI-compatible | Package variant |
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  |---|---|---|---|
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+ | Private inference on your hardware | Split layers across peers | Serve `/v1/chat/completions` locally | `Q4_K_M` layer package |
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  ## Model Overview
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  | **Family** | DeepSeek |
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  | **Parameter scale** | not recorded |
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  | **Quantization** | `Q4_K_M` |
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+ | **Layer count** | 61 |
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+ | **Activation width** | 7168 |
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+ | **Package size** | 377.0 GB |
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  | **Source file** | `DeepSeek-R1-Q4_K_M/DeepSeek-R1-Q4_K_M-00001-of-00009.gguf` |
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  | **Package repo** | [meshllm/DeepSeek-R1-Q4_K_M-layers](https://huggingface.co/meshllm/DeepSeek-R1-Q4_K_M-layers) |
 
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  ## Recommended Use
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+ - Local and private inference with Mesh LLM.
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+ - Multi-machine serving when the full GGUF is too large for one host.
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+ - OpenAI-compatible chat/completions workflows through Mesh LLM's local API.
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+
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+ For upstream architecture details, chat template guidance, sampling recommendations, license terms, and benchmark notes, see the source model card: [unsloth/DeepSeek-R1-GGUF](https://huggingface.co/unsloth/DeepSeek-R1-GGUF).
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+
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+ ## Quickstart
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+
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+ ```bash
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+ # Run this on each machine that should contribute memory/compute.
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+ mesh-llm serve --model "meshllm/DeepSeek-R1-Q4_K_M-layers" --split
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+ ```
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+
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+ ```bash
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+ # Check the mesh and discover the OpenAI-compatible model name.
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+ curl -s http://localhost:3131/api/status
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+ curl -s http://localhost:3131/v1/models
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+ ```
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+
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+ ```bash
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+ # Send an OpenAI-compatible chat request.
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+ curl -s http://localhost:3131/v1/chat/completions \
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+ -H "Content-Type: application/json" \
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+ -d '{
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+ "model": "unsloth/DeepSeek-R1-GGUF:DeepSeek-R1-Q4_K_M",
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+ "messages": [{"role": "user", "content": "Write a tiny hello-world function in Rust."}],
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+ "max_tokens": 128
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+ }'
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+ ```
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+
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+ ## Package Variant
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+
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+ | Property | Value |
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+ |---|---|
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+ | **Format** | `layer-package` |
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+ | **Canonical source ref** | `unsloth/DeepSeek-R1-GGUF@main/DeepSeek-R1-Q4_K_M/DeepSeek-R1-Q4_K_M-00001-of-00009.gguf` |
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+ | **Source revision** | `main` |
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+ | **Source SHA-256** | `d111d9e28b4035e6781906b6451b7866737b4a4ee734baa1575c55d8aa1b4200` |
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+ | **Skippy ABI** | `0.1.22` |
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+ | **Package manifest SHA-256** | `f5a62c4f2f5427ac6e083d7666313832cb61a2fc5d8dacfc317b540d8ac82e9d` |
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+
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+ ## What Is Included
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+
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+ | Artifact | Path | Contents | SHA-256 |
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+ |---|---|---|---|
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+ | Manifest | `model-package.json` | Package schema, source identity, checksums | `f5a62c4f2f5427ac6e083d7666313832cb61a2fc5d8dacfc317b540d8ac82e9d` |
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+ | Metadata | `shared/metadata.gguf` | 0 tensors, 5.0 MB | `0e1bf01f20ef69f691126b69c633fd63977cd190bea4182a1c9f41d1537b0ad6` |
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+ | Embeddings | `shared/embeddings.gguf` | 1 tensors, 502.1 MB | `951352774cabdce1e5fe940b30ca85ac8440de68afb6c6eceb451524109991f1` |
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+ | Output head | `shared/output.gguf` | 2 tensors, 730.0 MB | `131fcb580fd1ba667733e39ffc806f819f54928621f40cd47405399a8b9abecb` |
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+ | Transformer layers | `layers/layer-*.gguf` | 61 layer artifacts, 1022 tensors, 375.8 GB | `see model-package.json` |
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+
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+ ## Validation
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+
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+ Generated by the Mesh LLM HF Jobs splitter from `mesh-llm` ref `main`.
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+ Each artifact is checksummed as it is written, uploaded to this repository, and removed from the job workspace before the next artifact is produced.
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+
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+ ```bash
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+ skippy-model-package write-package "/source/DeepSeek-R1-Q4_K_M/DeepSeek-R1-Q4_K_M-00001-of-00009.gguf" --out-dir "/tmp/meshllm-layer-job-meshllm_DeepSeek-R1-Q4_K_M-layers-137/package"
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+ ```
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  ## Links
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