---

license: apache-2.0

base_model: Skywork/Skywork-OR1-7B

tags:

- gguf

- qwen2

- reasoning

- math

- code

- reinforcement-learning

language:

- en

pipeline_tag: text-generation

library_name: gguf

---

Skywork-OR1-7B GGUF

GGUF quantizations of Skywork/Skywork-OR1-7B.

Description

Skywork-OR1-7B (Open Reasoner 1) is a general-purpose math and code reasoning model trained with large-scale rule-based reinforcement learning using a customized GRPO algorithm. It is based on DeepSeek-R1-Distill-Qwen-7B and trained on 110K math problems and 14K coding questions with model-aware difficulty estimation, offline/online filtering, rejection sampling, multi-stage training pipeline, and adaptive entropy control.

Quantization Files

| File | Bits | Size | Use Case |

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

| model_f16.gguf | 16 | ~15.2 GB | Maximum quality, reference |

| model_q8_0.gguf | 8 | ~8.5 GB | Best quality, near-lossless |

| model_q6_k.gguf | 6 | ~6.6 GB | High quality |

| model_q5_k_m.gguf | 5 | ~5.7 GB | Balanced quality |

| model_q5_k_s.gguf | 5 | ~5.5 GB | Balanced quality, smaller |

| model_q4_k_m.gguf | 4 | ~4.9 GB | Good quality, recommended |

| model_q4_k_s.gguf | 4 | ~4.7 GB | Good quality, smaller |

| model_q3_k_l.gguf | 3 | ~4.0 GB | Low quality, small |

| model_q3_k_m.gguf | 3 | ~3.7 GB | Low quality, smaller |

| model_q3_k_s.gguf | 3 | ~3.5 GB | Very low quality |

| model_q2_k.gguf | 2 | ~3.0 GB | Lowest quality, minimum size |

VRAM Requirements

| Quantization | VRAM |

|---|---|

| F16 | ~16 GB |

| Q8_0 | ~9 GB |

| Q6_K | ~7 GB |

| Q5_K_M | ~6 GB |

| Q4_K_M | ~5 GB |

| Q3_K_M | ~4 GB |

| Q2_K | ~3.5 GB |

Usage

llama.cpp

./llama-cli -m model_q4_k_m.gguf -p "<your prompt>" -n 512

llama-cpp-python

from llama_cpp import Llama

llm = Llama(model_path="model_q4_k_m.gguf", n_ctx=32768)
output = llm("<your prompt>", max_tokens=512)
print(output["choices"][0]["text"])

LM Studio

Load any .gguf file directly in LM Studio via Load Model.

Ollama

ollama run hf.co/tinyopsec/Skywork-OR1-7B-GGUF:Q4_K_M

Original Model

• Skywork/Skywork-OR1-7B
• Training data: Skywork/Skywork-OR1-RL-Data
• License: Apache 2.0