---

license: apache-2.0

base_model: allenai/Olmo-3.1-32B-Instruct

base_model_relation: quantized

library_name: gguf

pipeline_tag: text-generation

tags:

• gguf
• llama.cpp
• dashq
• quantized

---

!DASH-Q

Olmo-3.1-32B-Instruct - DASH-Q 2-bit GGUF

llama.cpp GGUF files of allenai/Olmo-3.1-32B-Instruct 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 |

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

| Olmo-3.1-32B-Instruct-DASHQ-IQ2_XXS.gguf | IQ2_XXS | 8.92 GB | 2.21 |

| Olmo-3.1-32B-Instruct-DASHQ-IQ2_XS.gguf | IQ2_XS | 10.22 GB | 2.53 |

| Olmo-3.1-32B-Instruct-DASHQ-IQ2_M.gguf | IQ2_M | 11.05 GB | 2.74 |

| Olmo-3.1-32B-Instruct-DASHQ-Q2_K_XL.gguf | Q2_K_XL | 12.22 GB | 3.03 |

Perplexity (lower is better)

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

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

| IQ2_XXS | llama.cpp IQ2_XXS (imatrix) | 8.76 GB | 8.33 | 15.44 |

| IQ2_XXS | unsloth UD-IQ2_XXS | 8.91 GB | 8.21 | 15.24 |

| IQ2_XXS | DASH-Q IQ2_XXS | 8.92 GB | 7.88 | 15.14 |

| IQ2_XS | llama.cpp IQ2_XS (imatrix) | 9.69 GB | 7.91 | 15.02 |

| IQ2_XS | DASH-Q IQ2_XS | 10.22 GB | 7.28 | 14.22 |

| IQ2_M | llama.cpp IQ2_M (imatrix) | 10.97 GB | 7.43 | 14.43 |

| IQ2_M | unsloth UD-IQ2_M | 11.05 GB | 7.35 | 14.25 |

| IQ2_M | DASH-Q IQ2_M | 11.05 GB | 7.06 | 14.00 |

| Q2_K_XL | llama.cpp Q2_K (imatrix) | 12.01 GB | 7.25 | 14.18 |

| Q2_K_XL | unsloth UD-Q2_K_XL | 12.33 GB | 7.11 | 13.89 |

| Q2_K_XL | DASH-Q Q2_K_XL | 12.22 GB | 6.94 | 13.77 |

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

Usage

llama-cli -m Olmo-3.1-32B-Instruct-DASHQ-Q2_K_XL.gguf -ngl 99 -c 8192

License

Inherits the license of the base model (allenai/Olmo-3.1-32B-Instruct).