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VertexResearch/Vertex-0.6-35M-Base-GGUF overview

Vertex 0.6 35M Base — GGUF GGUF quantizations of VertexResearch/Vertex 0.6 35M Base https://huggingface.co/VertexResearch/Vertex 0.6 35M Base , a ≈34M paramete…

llama.cppggufquantizedvertexqwen3text-generationenbase_model:VertexResearch/Vertex-0.6-35M-Basebase_model:quantized:VertexResearch/Vertex-0.6-35M-Baselicense:apache-2.0endpoints_compatibleregion:us

Runs locally from ~24.4 MB disk (4 GB VRAM class GPUs with llama.cpp / guIDE).

Downloads
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Pipeline
text-generation

Repository Files & Downloads

11 GGUF files detected
Direct downloads for local inference
FileTypeQuantizationSizeLink
Vertex-0.6-35M-Base-BF16.ggufGGUFBF1665.8 MBDownload
Vertex-0.6-35M-Base-Q2_K.ggufGGUFQ2_K24.4 MBDownload
Vertex-0.6-35M-Base-Q3_K_M.ggufGGUFQ3_K_M25.4 MBDownload
Vertex-0.6-35M-Base-Q3_K_S.ggufGGUFQ3_K_S24.4 MBDownload
Vertex-0.6-35M-Base-Q4_0.ggufGGUFQ4_025.2 MBDownload
Vertex-0.6-35M-Base-Q4_1.ggufGGUFQ4_126.4 MBDownload
Vertex-0.6-35M-Base-Q4_K_M.ggufGGUFQ4_K_M27.8 MBDownload
Vertex-0.6-35M-Base-Q4_K_S.ggufGGUFQ4_K_S27.1 MBDownload
Vertex-0.6-35M-Base-Q5_K_M.ggufGGUFQ5_K_M29.1 MBDownload
Vertex-0.6-35M-Base-Q5_K_S.ggufGGUFQ5_K_S28.7 MBDownload
Vertex-0.6-35M-Base-Q8_0.ggufGGUFQ8_035.5 MBDownload

Model Details

Model IDVertexResearch/Vertex-0.6-35M-Base-GGUF
AuthorVertexResearch
Pipelinetext-generation
Licenseapache-2.0
Base modelVertexResearch/Vertex-0.6-35M-Base
Last modified2026-08-26T12:41:50.000Z

Model README

---

license: apache-2.0

language:

  • en

base_model: VertexResearch/Vertex-0.6-35M-Base

pipeline_tag: text-generation

library_name: llama.cpp

tags:

  • gguf
  • quantized
  • vertex
  • qwen3

---

Vertex-0.6-35M-Base — GGUF

GGUF quantizations of VertexResearch/Vertex-0.6-35M-Base,

a ≈34M-parameter Qwen3-architecture base model. Works out of the box in

LM Studio, llama.cpp, and Ollama (Qwen3 is natively supported).

This is a raw base model — it continues text and has no chat template.

For chatting, use the instruct variant:

VertexResearch/Vertex-0.6-35M-Instruct.

Files

| Quant | Size | Notes |

|---|---|---|

| BF16 | 69 MB | Full precision |

| Q8_0 | 37 MB | Recommended — at this model size there is little reason to go lower |

| Q5_K_M | 31 MB | |

| Q5_K_S | 30 MB | |

| Q4_K_M | 29 MB | |

| Q4_K_S | 28 MB | |

| Q4_1 | 28 MB | Legacy |

| Q4_0 | 26 MB | Legacy |

| Q3_K_M | 27 MB | Quality loss noticeable on a model this small |

| Q3_K_S | 26 MB | Quality loss noticeable on a model this small |

| Q2_K | 26 MB | Not recommended at 34M params |

Note: the model's hidden size (384) is not a multiple of 256, so k-quants

fall back to legacy formats for some tensors — the sub-Q4 files save less

space than usual and Q8_0 remains the best pick.

Quick start

  • LM Studio: search for this repo, pick a quant, download, and load.

Use it in completion/base mode (no chat template).

  • llama.cpp: llama-completion -m Vertex-0.6-35M-Base-Q8_0.gguf -p "Your prompt" -n 100
  • Ollama: ollama run hf.co/VertexResearch/Vertex-0.6-35M-Base-GGUF:Q8_0

Limitations

These models are not the most coherent yet and need more tuning: expect rambling, repetition, and inconsistent answers, especially over longer generations.

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