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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 NVIDIA T4 16GB

Can it run?

Can NVIDIA T4 16GB run gemma 2 2b it?

CUsable

Runs well

Using Q6_K in Ollama

Capabilities:

Fit status

Runs well

Decode

133.2 tok/s

TTFT

1454 ms

Safe context

49K

Memory

5.2 GB / 16.0 GB

Memory breakdown

Weights1.6 GB
KV Cache0.8 GB
Runtime1.2 GB
Headroom1.6 GB

Performance by workload

WorkloadGradeFitDecodeTTFTContext
Agentic CodingCRuns well133.2 tok/s2115 ms98K
ChatCRuns well133.2 tok/s793 ms24K
CodingCRuns well133.2 tok/s1454 ms49K
RAGCRuns well133.2 tok/s2643 ms98K
ReasoningCRuns well133.2 tok/s1718 ms49K

Quantization options

How gemma 2 2b it (2B params) fits at each quantization level on NVIDIA T4 16GB (16.0 GB usable).

QuantBitsVRAMQualityFit
Q2_K
2
0.8 GB
LowD31
Q3_K_S
3
1.0 GB
LowD31
NVFP4
4
1.1 GB
MediumD31
Q4_K_M
4
1.2 GB
MediumD31
Q5_K_M
5
1.4 GB
HighD31
Q6_K
6
1.6 GB
HighD32
Q8_0
8
2.1 GB
Very HighD32
F16Best for your GPU
16
4.1 GB
MaximumD35

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 Pro 24GBBudget pick
C134.6 tok/s decode

~$1,999 MSRP

See all results for NVIDIA T4 16GBSee all hardware for gemma 2 2b it