---

license: mit

base_model: deepreinforce-ai/Ornith-1.0-9B

base_model_relation: quantized

library_name: gguf

pipeline_tag: text-generation

tags:

• gguf
• llama.cpp
• dashq
• quantized

---

!DASH-Q

Ornith-1.0-9B - DASH-Q 2-bit GGUF

llama.cpp GGUF files of deepreinforce-ai/Ornith-1.0-9B 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 |

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

| Ornith-1.0-9B-DASHQ-IQ2_XXS.gguf | IQ2_XXS | 3.17 GB | 2.84 |

| Ornith-1.0-9B-DASHQ-IQ2_XS.gguf | IQ2_XS | 3.67 GB | 3.29 |

| Ornith-1.0-9B-DASHQ-IQ2_M.gguf | IQ2_M | 3.80 GB | 3.40 |

| Ornith-1.0-9B-DASHQ-Q2_K_XL.gguf | Q2_K_XL | 4.00 GB | 3.58 |

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) | 3.10 GB | 10.10 | 16.26 |

| IQ2_XXS | DASH-Q IQ2_XXS | 3.17 GB | 9.72 | 15.55 |

| IQ2_XS | llama.cpp IQ2_XS (imatrix) | 3.29 GB | 8.98 | 14.51 |

| IQ2_XS | DASH-Q IQ2_XS | 3.67 GB | 7.96 | 12.98 |

| IQ2_M | llama.cpp IQ2_M (imatrix) | 3.61 GB | 8.08 | 13.23 |

| IQ2_M | unsloth UD-IQ2_M | 3.86 GB | 7.84 | 12.74 |

| IQ2_M | DASH-Q IQ2_M | 3.80 GB | 7.69 | 12.51 |

| Q2_K_XL | llama.cpp Q2_K (imatrix) | 3.83 GB | 8.00 | 13.39 |

| Q2_K_XL | unsloth UD-Q2_K_XL | 4.33 GB | 7.76 | 12.61 |

| Q2_K_XL | DASH-Q Q2_K_XL | 4.00 GB | 7.59 | 12.34 |

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

Usage

llama-cli -m Ornith-1.0-9B-DASHQ-Q2_K_XL.gguf -ngl 99 -c 8192

License

Inherits the license of the base model (deepreinforce-ai/Ornith-1.0-9B).