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Mistral · Dense model · 2024-07

Mistral Nemo 12B: how much VRAM?

In Q4_K_M with 8k tokens of context, Mistral Nemo 12B needs about 9 GB of memory. The cheapest option: RTX 3060 12 GB (€1,180 for the complete machine).

Model sheet

Parameters12 B
Active / token12 B
Cache / 1k tok.164 MB
ollama run mistral-nemo

Weights on Hugging Face: mistralai/Mistral-Nemo-Instruct-2407

VRAM by precision and context

Precision4k8k32k128k
FP1627 GB27 GB31 GB47 GB
FP814 GB14 GB18 GB34 GB
Q8_015 GB15 GB19 GB34 GB
Q6_K12 GB12 GB16 GB31 GB
Q4_K_M9 GB9 GB13 GB29 GB
Q3_K_M7 GB8 GB12 GB27 GB

One user. Each simultaneous user adds their own context cache.

Frequently asked questions

How much VRAM does Mistral Nemo 12B need?

With an 8k-token context and one user, Mistral Nemo 12B needs about 9 GB in Q4, 15 GB in Q8 and 27 GB in FP16.

What is the cheapest hardware to run Mistral Nemo 12B?

In Q4, the cheapest option in our catalogue to run Mistral Nemo 12B is RTX 3060 12 GB, about €1,180 for the complete machine.

How fast does Mistral Nemo 12B run?

Expect around 27 tokens per second for one user on RTX 3060 12 GB in Q4 (estimate based on memory bandwidth).

On which hardware?

HardwareCardsSpeedMachine
RTX 3060 12 GB1 is enough~27 tok/s€1,180
RTX 4060 Ti 16 GB1 is enough~21 tok/s€1,350
Radeon RX 7800 XT 16 GB1 is enough~46 tok/s€1,400
RTX 4070 12 GB1 is enough~37 tok/s€1,450
RTX 3090 24 GB (used)1 is enough~69 tok/s€1,650
RTX 4070 Ti SUPER 16 GB1 is enough~49 tok/s€1,750
Radeon RX 7900 XTX 24 GB1 is enough~71 tok/s€1,850
RTX 4080 SUPER 16 GB1 is enough~54 tok/s€1,950
RTX 5080 16 GB1 is enough~71 tok/s€2,100
Mini-PC Ryzen AI Max+ 395 128 GB1 is enough~19 tok/s€2,300
RTX 4090 24 GB1 is enough~74 tok/s€2,900
RTX 5090 32 GB1 is enough~132 tok/s€3,500
NVIDIA DGX Spark 128 GB1 is enough~20 tok/s€4,000
Mac Studio M4 Max 128 GB1 is enough~40 tok/s€4,400
RTX 6000 Ada 48 GB1 is enough~71 tok/s€7,900
RTX PRO 6000 Blackwell 96 GB1 is enough~132 tok/s€9,900
Mac Studio M3 Ultra 512 GB1 is enough~60 tok/s€11,500
L40S 48 GB1 is enough~64 tok/s€13,500
A100 80 GB1 is enough~150 tok/s€17,000
H100 80 GB1 is enough~247 tok/s€34,000
H200 141 GB1 is enough~353 tok/s€39,000
B200 192 GB1 is enough~589 tok/s€48,000

Estimated complete machine: cards + host PC (€900 for 1–2 consumer cards, €2,800 beyond, a €6,000 server for datacenter cards). Macs and mini-PCs are sold complete.

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