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Can the NVIDIA RTX 5070 Ti run Gemma 2 9B?

RTX 5070 Ti × Gemma 2 9B8K context
YesRuns fully on the GPU
Memory at Q8_013.2 GB of 16 GB
Weights 9.8 GBKV cache 2.8 GBRuntime 0.6 GB
QuantQ8_0Near-lossless
Memory13.2 GBof 16 GB usable
Speed~55tokens per second
  1. FP16
  2. Q8_0
  3. Q6_K
  4. Q5_K_M
  5. Q4_K_M
  6. Q3_K_M
  7. Q2_K

Yes. The NVIDIA RTX 5070 Ti can run Gemma 2 9B fully in VRAM at Q8_0 (near-lossless), using about 13.2 GB of the 16 GB available, at roughly 55 tokens/second.

Try other context lengths

Run it with Ollama

With Ollama installed, one command downloads and starts Gemma 2 9B:

ollama run gemma2:9b

Ollama's default download is Q4_K_M (about 9 GB here). You have room for Q8_0, which is near-lossless: pick that GGUF in LM Studio or from Hugging Face.

New to this? Step-by-step setup for the RTX 5070 Ti

Run it in the cloud

No NVIDIA RTX 5070 Ti? Run Gemma 2 9B in the cloud.

Rent a cloud GPU by the hour. No upfront cost, stop any time.

Rent a GPU on RunPodRent a GPU on Vast.ai

Memory needed by quantization

At 8,192 tokens of context. The black line marks the 16 GB the NVIDIA RTX 5070 Ti can use.

QuantQualityMemoryFits?Speed
FP16Full quality21.9 GBToo big—
Q8_0Near-lossless13.2 GBFits~55 tok/s
Q6_KExcellent11 GBFits~71 tok/s
Q5_K_MVery good10 GBFits~82 tok/s
Q4_K_MGood, most popular9 GBFits~96 tok/s
Q3_K_MNoticeably degraded7.9 GBFits~119 tok/s
Q2_KHeavily degraded6.9 GBFits~155 tok/s

GPUs that run Gemma 2 9B comfortably

Models that run well on the NVIDIA RTX 5070 Ti

Frequently asked questions

Can NVIDIA RTX 5070 Ti run Gemma 2 9B?

Yes. The NVIDIA RTX 5070 Ti can run Gemma 2 9B fully in VRAM at Q8_0 (near-lossless), using about 13.2 GB of the 16 GB available, at roughly 55 tokens/second.

How much VRAM does Gemma 2 9B need?

About 9 GB at Q4_K_M with 8,192 tokens of context, and about 21.9 GB at full FP16 precision.

How fast is Gemma 2 9B on the NVIDIA RTX 5070 Ti?

Roughly 55 tokens per second at Q8_0, estimated from the NVIDIA RTX 5070 Ti's 896 GB/s memory bandwidth.