Written by Jakub Rusinowski · Last updated May 13, 2024
Model library → Yi 1.5 Family → Yi 1.5 9B Chat
An upgrade to the popular 6B/9B class. Punchy performance for consumer cards.
Yi 1.5 9B Chat needs about 6 GB of VRAM at Q4_K_M — quantized weights plus framework overhead, before any KV cache. On Apple Silicon that figure comes out of unified memory.
| Parameters | 9 Billion |
| Context window | 32,000 |
| Architecture | Dense |
| Provider | 01.AI |
| Licence | Yi License |
| Specified at | Q4_K_M |
| System RAM | 16 GB |
| Record updated | 2024-05-13 |
Yi License — commercial use permitted. Weights are downloadable and commercial use is permitted, subject to the licence’s acceptable-use terms.
Modelled on a reference NVIDIA RTX 4090 (24 GB), at 8K context. Speed figures are ESTIMATES from the memory-bandwidth roofline described on the methodology page, not benchmarks we ran — rows marked measured come from published or reader-submitted runs. VRAM here includes the KV cache, so it reads higher than the headline figure above, which does not.
| Quant | Weights | VRAM needed | Est. speed | Fit on 24 GB |
|---|---|---|---|---|
| Q2_K | 2.9 GB | 4.5 GB | ~151 tok/s (est.) | Fits comfortably |
| Q3_K_M | 3.8 GB | 5.4 GB | ~129 tok/s (est.) | Fits comfortably |
| Q4_K_M | 5.3 GB | 6.9 GB | ~102 tok/s (est.) | Fits comfortably |
| Q5_K_M | 6.3 GB | 7.9 GB | ~90 tok/s (est.) | Fits comfortably |
| Q6_K | 7.2 GB | 8.8 GB | ~81 tok/s (est.) | Fits comfortably |
| Q8_0 | 9.4 GB | 11.0 GB | ~66 tok/s (est.) | Fits comfortably |
| F16 | 17.7 GB | 19.3 GB | ~38 tok/s (est.) | Fits comfortably |
Want the memory numbers alone, at every quantization level and your own context length? Use the Yi 1.5 9B Chat VRAM calculator.
or compare on Vast.ai from $0.35/hr (typical low · varies)
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The cheapest catalogued GPU that runs Yi 1.5 9B Chat is the Intel Arc B570 (10 GB).
Install Ollama, then run:
ollama run yi:9b
Weights on Hugging Face: 01-ai/Yi-1.5-9B-Chat.
Best for: chat, coding.
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