axiomofmind / MoSA-Sparse-Network

huggingface.co
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Model's Last Updated: October 09 2026

Introduction of MoSA-Sparse-Network

Model Details of MoSA-Sparse-Network

MoSA Sparse Network

MoSA Sparse Network lets one local AI application coordinate specialized language, retrieval, vision, and OCR models. It keeps routine work on smaller models and loads larger specialists only when a task needs them, making private AI workflows practical on a single workstation with limited VRAM.

This Hub repository is the model-source companion to the MoSA Sparse Network application . It records the upstream repositories and pinned revisions used by the released network. It does not contain model weights.

Model sources

This repository does not redistribute third-party model weights. MoSA downloads selected artifacts directly from their official upstream repositories at pinned revisions. Each model remains subject to its original license and usage terms.

MoSA role Upstream model Pinned revision Status
Fast dispatcher LiquidAI/LFM2.5-1.2B-Instruct-GGUF 047e06635fbe71469926b35ea414537245218200 Admitted
Default worker unsloth/Qwen3.5-4B-GGUF e87f176479d0855a907a41277aca2f8ee7a09523 Admitted
Critic nvidia/NVIDIA-Nemotron-3-Nano-4B-GGUF ba223d14e45525f7fae81db77ea8cabeb2fc6c25 Admitted
Reasoner Qwen/Qwen3-8B-FP8 220b46e3b2180893580a4454f21f22d3ebb187d3 Admitted
Large solver, Q8 unsloth/Qwen3.8-27B-GGUF 27af057ecb382ddfea5d12837360a8980560e3ed Admitted
Large solver, Q4 unsloth/Qwen3.8-27B-GGUF 4ca720788d1e01f1bff70c033e0d0028fd02e502 Admitted
Vision specialist unsloth/gemma-4-E2B-it-GGUF 90f9618340396838ee7ff5b0ba2da27da62953d3 Admitted
Large vision verifier google/gemma-4-12B-it-qat-q4_0-gguf 29d097773436b69ff9feafd636ab4cf873786537 Admitted
Fast retrieval microsoft/harrier-oss-v1-0.6b f9b9dc8d367d443f2479d27aa5d8d2850c0774ee Admitted
Retrieval baseline sentence-transformers/all-MiniLM-L6-v2 c9745ed1d9f207416be6d2e6f8de32d1f16199bf Baseline
Advanced retrieval google/embeddinggemma-2 914f7f89142e33e77833254d9c9b90c3cef7303b Admitted
Decision router LiquidAI/d1-3B 051bcc464b01b9f92942b364d9586b0ef5912432 Admitted
Fast OCR PP-OCRv6 medium detector
PP-OCRv6 medium recognizer
4236c2b61741a259c091fd879dcc4edc339e916c
024cad6a831de75c2c3c26e711ba8c4a82ccd24b
Admitted
Complex OCR PaddlePaddle/PaddleOCR-VL-1.6 c5630abae1d940eafe0697512a0325494b02ab42 Admitted

The table mirrors the application's versioned configs/models.yaml registry. Admission describes how a model is integrated into MoSA; it is not a general claim about the quality or safety of the upstream model.

Downloading the model set

From a checkout of the application repository, preview the smallest-to-largest download order without changing the model cache:

uv run sparse-network models pull-all --dry-run

After reviewing the upstream licenses, download and validate each pinned model sequentially:

uv run sparse-network models pull-all --acknowledge-licenses

Normal startup never downloads model weights. Existing valid files are skipped, and each model remains subject to its upstream license and usage terms.

Runs of axiomofmind MoSA-Sparse-Network on huggingface.co

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More Information About MoSA-Sparse-Network huggingface.co Model

MoSA-Sparse-Network huggingface.co

MoSA-Sparse-Network huggingface.co is an AI model on huggingface.co that provides MoSA-Sparse-Network's model effect (), which can be used instantly with this axiomofmind MoSA-Sparse-Network model. huggingface.co supports a free trial of the MoSA-Sparse-Network model, and also provides paid use of the MoSA-Sparse-Network. Support call MoSA-Sparse-Network model through api, including Node.js, Python, http.

MoSA-Sparse-Network huggingface.co Url

https://huggingface.co/axiomofmind/MoSA-Sparse-Network

axiomofmind MoSA-Sparse-Network online free

MoSA-Sparse-Network huggingface.co is an online trial and call api platform, which integrates MoSA-Sparse-Network's modeling effects, including api services, and provides a free online trial of MoSA-Sparse-Network, you can try MoSA-Sparse-Network online for free by clicking the link below.

axiomofmind MoSA-Sparse-Network online free url in huggingface.co:

https://huggingface.co/axiomofmind/MoSA-Sparse-Network

MoSA-Sparse-Network install

MoSA-Sparse-Network is an open source model from GitHub that offers a free installation service, and any user can find MoSA-Sparse-Network on GitHub to install. At the same time, huggingface.co provides the effect of MoSA-Sparse-Network install, users can directly use MoSA-Sparse-Network installed effect in huggingface.co for debugging and trial. It also supports api for free installation.

MoSA-Sparse-Network install url in huggingface.co:

https://huggingface.co/axiomofmind/MoSA-Sparse-Network

Url of MoSA-Sparse-Network

MoSA-Sparse-Network huggingface.co Url

Provider of MoSA-Sparse-Network huggingface.co

axiomofmind
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huggingface.co

Total runs: 904
Run Growth: 902
Growth Rate: 100.00%
Updated:September 16 2026