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jkim96/Magistral-Small-2509-DASHQ-Q2-GGUF overview

DASH Q https://raw.githubusercontent.com/JaeminK/dashq/main/assets/dashq banner.png Magistral Small 2509 DASH Q 2 bit GGUF llama.cpp GGUF files of mistralai/Ma…

ggufllama.cppdashqquantizedtext-generationbase_model:mistralai/Magistral-Small-2509base_model:quantized:mistralai/Magistral-Small-2509license:apache-2.0endpoints_compatibleregion:usimatrixconversational

Runs locally from ~6.29 GB disk (8 GB VRAM class GPUs with llama.cpp / guIDE).

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Pipeline
text-generation
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Repository Files & Downloads

4 GGUF files detected
Direct downloads for local inference
FileTypeQuantizationSizeLink
Magistral-Small-2509-DASHQ-IQ2_M.ggufGGUFIQ2_M7.69 GBDownload
Magistral-Small-2509-DASHQ-IQ2_XS.ggufGGUFIQ2_XS7.15 GBDownload
Magistral-Small-2509-DASHQ-IQ2_XXS.ggufGGUFIQ2_XXS6.29 GBDownload
Magistral-Small-2509-DASHQ-Q2_K_XL.ggufGGUFQ2_K_XL8.52 GBDownload

Model Details

Model IDjkim96/Magistral-Small-2509-DASHQ-Q2-GGUF
Authorjkim96
Pipelinetext-generation
Licenseapache-2.0
Base modelmistralai/Magistral-Small-2509
Last modified2026-10-08T10:35:04.000Z

Model README

---

license: apache-2.0

base_model: mistralai/Magistral-Small-2509

base_model_relation: quantized

library_name: gguf

pipeline_tag: text-generation

tags:

  • gguf
  • llama.cpp
  • dashq
  • quantized

---

!DASH-Q

Magistral-Small-2509 - DASH-Q 2-bit GGUF

llama.cpp GGUF files of mistralai/Magistral-Small-2509 quantized with

DASH-Q, at several 2-bit-class sizes. Every file uses only standard

llama.cpp tensor types (no tensor above 4 bits) and loads in any recent llama.cpp build.

| File | Type | Size | Bits / weight |

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

| Magistral-Small-2509-DASHQ-IQ2_XXS.gguf | IQ2_XXS | 6.76 GB | 2.29 |

| Magistral-Small-2509-DASHQ-IQ2_XS.gguf | IQ2_XS | 7.68 GB | 2.60 |

| Magistral-Small-2509-DASHQ-IQ2_M.gguf | IQ2_M | 8.25 GB | 2.80 |

| Magistral-Small-2509-DASHQ-Q2_K_XL.gguf | Q2_K_XL | 9.15 GB | 3.10 |

Text only: the vision tower is not included.

Perplexity (lower is better)

| Type | Model | Size | WikiText-2 | C4 |

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

| IQ2_XXS | llama.cpp IQ2_XXS (imatrix) | 6.55 GB | 18.41 | 39.75 |

| IQ2_XXS | unsloth UD-IQ2_XXS | 6.75 GB | 16.18 | 34.07 |

| IQ2_XXS | DASH-Q IQ2_XXS | 6.76 GB | 7.50 | 12.36 |

| IQ2_XS | llama.cpp IQ2_XS (imatrix) | 7.21 GB | 12.57 | 24.37 |

| IQ2_XS | DASH-Q IQ2_XS | 7.68 GB | 6.27 | 10.84 |

| IQ2_M | llama.cpp IQ2_M (imatrix) | 8.11 GB | 8.20 | 14.00 |

| IQ2_M | unsloth UD-IQ2_M | 8.24 GB | 7.87 | 13.28 |

| IQ2_M | DASH-Q IQ2_M | 8.25 GB | 5.82 | 10.12 |

| Q2_K_XL | llama.cpp Q2_K (imatrix) | 8.89 GB | 6.26 | 10.66 |

| Q2_K_XL | unsloth UD-Q2_K_XL | 9.29 GB | 6.09 | 10.38 |

| Q2_K_XL | DASH-Q Q2_K_XL | 9.15 GB | 5.65 | 9.92 |

llama-perplexity, context 2048; WikiText-2 test, C4 validation (256 x 2048 tokens).

Usage

llama-cli -m Magistral-Small-2509-DASHQ-Q2_K_XL.gguf -ngl 99 -c 8192

License

Inherits the license of the base model (mistralai/Magistral-Small-2509).

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