LLMs ·

Qwen2.5-Omni 7B

Parameters
11B
Architecture
Dense
Max context
32K tokens
License
apache-2.0
Released
2025-03

How to run it

Quantized files · GGUF

Works in LM Studio, llama.cpp, Jan and Ollama. No sign-in needed.

huggingface.co/unsloth/Qwen2.5-Omni-7B-GGUF (opens in a new tab)

ollama run hf.co/unsloth/Qwen2.5-Omni-7B-GGUF

Original weights · Hugging Face

Full-precision files from Alibaba, for fine-tuning, vLLM, Transformers.

huggingface.co/Qwen/Qwen2.5-Omni-7B (opens in a new tab)

No sign-in needed.

Memory needed

Weights plus KV cache and runtime overhead. Leave a little extra free for the operating system and other apps.

Quantization Quality Weights Total at 8K context Total at 32K context Download
Q2_K Low 4.3 GB 5.4 GB 6.8 GB GGUF (opens in a new tab)
Q3_K_M Low 5.3 GB 6.3 GB 7.7 GB GGUF (opens in a new tab)
Q4_K_M Good 6.5 GB 7.6 GB 9.0 GB GGUF (opens in a new tab)
Q5_K_M High 7.6 GB 8.7 GB 10.1 GB GGUF (opens in a new tab)
Q6_K High 8.8 GB 9.9 GB 11.3 GB GGUF (opens in a new tab)
Q8_0 Very high 11.4 GB 12.4 GB 13.9 GB GGUF (opens in a new tab)
F16 Full 21.5 GB 22.5 GB 23.9 GB GGUF (opens in a new tab) Original weights (opens in a new tab)

Best hardware for Qwen2.5-Omni 7B

The least expensive GPU in our catalog that runs it without offloading is the Intel Arc A380 (launch price $139) at Q2_K.

Grade · points Hardware Quant Memory Speed Fit
75 ptsGreat (A) · 75 of 100 points: Model quality 20.7/45, Memory fit 25.0/25, Speed 15.0/15, Memory use 15.0/15 NVIDIA GeForce RTX 5090 F16 24.1 GB / 32.0 GB 48.1 tok/s Runs well
75 ptsGreat (A) · 75 of 100 points: Model quality 20.7/45, Memory fit 25.0/25, Speed 15.0/15, Memory use 15.0/15 NVIDIA GeForce RTX 4080 SUPER Q8_0 13.2 GB / 16.0 GB 42.9 tok/s Runs well
75 ptsGreat (A) · 75 of 100 points: Model quality 20.7/45, Memory fit 25.0/25, Speed 15.0/15, Memory use 15.0/15 NVIDIA GeForce RTX 5070 Ti Q8_0 13.2 GB / 16.0 GB 52.2 tok/s Runs well
75 ptsGreat (A) · 75 of 100 points: Model quality 20.7/45, Memory fit 25.0/25, Speed 15.0/15, Memory use 15.0/15 NVIDIA GeForce RTX 5080 Q8_0 13.2 GB / 16.0 GB 55.9 tok/s Runs well
75 ptsGreat (A) · 75 of 100 points: Model quality 20.7/45, Memory fit 25.0/25, Speed 14.8/15, Memory use 15.0/15 NVIDIA GeForce RTX 4070 Ti SUPER Q8_0 13.2 GB / 16.0 GB 39.1 tok/s Runs well
75 ptsGreat (A) · 75 of 100 points: Model quality 20.5/45, Memory fit 25.0/25, Speed 15.0/15, Memory use 15.0/15 AMD Radeon RX 9070 XT Q6_K 10.7 GB / 16.0 GB 43.7 tok/s Runs well
75 ptsGreat (A) · 75 of 100 points: Model quality 20.1/45, Memory fit 25.0/25, Speed 15.0/15, Memory use 15.0/15 NVIDIA GeForce RTX 4070 SUPER Q5_K_M 9.3 GB / 12.0 GB 47.6 tok/s Runs well
74 ptsGreat (A) · 74 of 100 points: Model quality 19.7/45, Memory fit 25.0/25, Speed 15.0/15, Memory use 15.0/15 NVIDIA GeForce RTX 3060 12GB Q4_K_M 8.2 GB / 12.0 GB 41.2 tok/s Runs well
74 ptsGreat (A) · 74 of 100 points: Model quality 19.7/45, Memory fit 25.0/25, Speed 15.0/15, Memory use 15.0/15 Intel Arc B580 Q4_K_M 8.2 GB / 12.0 GB 39.9 tok/s Runs well
73 ptsGreat (A) · 73 of 100 points: Model quality 20.7/45, Memory fit 25.0/25, Speed 15.0/15, Memory use 13.1/15 AMD Radeon RX 7900 XTX Q8_0 13.6 GB / 24.0 GB 48.1 tok/s Runs well

Check it on your own hardware

Estimates come from published hardware specs and our open formulas, not from running the model on your machine. Real speed varies with runtime, drivers and settings. Numbers marked “Measured” come from a linked benchmark.