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All estimates are approximations based on mathematical models and public specifications. Actual performance may vary. Do not make purchasing decisions based solely on these estimates.

Data sourced from Hugging Face, Ollama, and official model documentation. Model names and logos are trademarks of their respective owners.

© 2026 Will It Run AI — Fase Consulting Ibiza, S.L. (NIF: B57969656)

Home/gemma 2 2b it/on Quadro RTX 8000 48GB

Can it run?

Can Quadro RTX 8000 48GB run gemma 2 2b it?

CUsable

Runs well

Using Q6_K in Ollama

Capabilities:

Fit status

Runs well

Decode

296.9 tok/s

TTFT

652 ms

Safe context

91K

Memory

8.4 GB / 48.0 GB

Memory breakdown

Weights1.6 GB
KV Cache0.8 GB
Runtime1.2 GB
Headroom4.8 GB

Performance by workload

WorkloadGradeFitDecodeTTFTContext
Agentic CodingCRuns well296.9 tok/s949 ms182K
ChatCRuns well296.9 tok/s356 ms45K
CodingCRuns well296.9 tok/s652 ms91K
RAGCRuns well296.9 tok/s1186 ms182K
ReasoningCRuns well296.9 tok/s771 ms91K

Quantization options

How gemma 2 2b it (2B params) fits at each quantization level on Quadro RTX 8000 48GB (48.0 GB usable).

QuantBitsVRAMQualityFit
Q2_K
2
0.8 GB
LowD30
Q3_K_S
3
1.0 GB
LowD30
NVFP4
4
1.1 GB
MediumD30
Q4_K_M
4
1.2 GB
MediumD30
Q5_K_M
5
1.4 GB
HighD30
Q6_K
6
1.6 GB
HighD30
Q8_0
8
2.1 GB
Very HighD30
F16Best for your GPU
16
4.1 GB
MaximumD31

Get started

HuggingFace
huggingface-cli download hf-bartowski--gemma-2-2b-it-gguf

Upgrade options

Hardware that runs gemma 2 2b it well

AppleMacBook Pro M4 Max 96GBBudget pick
C220.2 tok/s decode

~$2,499 MSRP

AppleMacBook Pro M3 Max 128GBBest value
C153.7 tok/s decode

~$2,499 MSRP

AppleMacBook Pro M2 Max 96GBBiggest leap
C148.5 tok/s decode

~$3,199 MSRP

See all results for Quadro RTX 8000 48GBSee all hardware for gemma 2 2b it