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Can the NVIDIA RTX 4080 run Mistral 7B v0.3?

RTX 4080 × Mistral 7B v0.38K context
YesRuns fully on the GPU
Memory at Q8_09.4 GB of 16 GB
Weights 7.7 GBKV cache 1.1 GBRuntime 0.6 GB
QuantQ8_0Near-lossless
Memory9.4 GBof 16 GB usable
Speed~56tokens 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 4080 can run Mistral 7B v0.3 fully in VRAM at Q8_0 (near-lossless), using about 9.4 GB of the 16 GB available, at roughly 56 tokens/second.

Try other context lengths

Run it with Ollama

With Ollama installed, one command downloads and starts Mistral 7B v0.3:

ollama run mistral:7b

Ollama's default download is Q4_K_M (about 6.1 GB here). You have room for Q8_0, which is near-lossless: pick that GGUF in LM Studio or from Hugging Face.

Run it in the cloud

No NVIDIA RTX 4080? Run Mistral 7B v0.3 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 4080 can use.

QuantQualityMemoryFits?Speed
FP16Full quality16.2 GBToo big—
Q8_0Near-lossless9.4 GBFits~56 tok/s
Q6_KExcellent7.6 GBFits~72 tok/s
Q5_K_MVery good6.8 GBFits~83 tok/s
Q4_K_MGood, most popular6.1 GBFits~98 tok/s
Q3_K_MNoticeably degraded5.2 GBFits~121 tok/s
Q2_KHeavily degraded4.4 GBFits~158 tok/s

GPUs that run Mistral 7B v0.3 comfortably

Models that run well on the NVIDIA RTX 4080

Frequently asked questions

Can NVIDIA RTX 4080 run Mistral 7B v0.3?

Yes. The NVIDIA RTX 4080 can run Mistral 7B v0.3 fully in VRAM at Q8_0 (near-lossless), using about 9.4 GB of the 16 GB available, at roughly 56 tokens/second.

How much VRAM does Mistral 7B v0.3 need?

About 6.1 GB at Q4_K_M with 8,192 tokens of context, and about 16.2 GB at full FP16 precision.

How fast is Mistral 7B v0.3 on the NVIDIA RTX 4080?

Roughly 56 tokens per second at Q8_0, estimated from the NVIDIA RTX 4080's 717 GB/s memory bandwidth.