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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 RX 7700 XT 12GB

Can it run?

Can RX 7700 XT 12GB run gemma 2 2b it?

CUsable

Runs well

Using Q6_K in Ollama

Capabilities:

Fit status

Runs well

Decode

166.0 tok/s

TTFT

1167 ms

Safe context

40K

Memory

4.8 GB / 12.0 GB

Memory breakdown

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

Performance by workload

WorkloadGradeFitDecodeTTFTContext
Agentic CodingCRuns well166.0 tok/s1697 ms79K
ChatCRuns well166.0 tok/s636 ms20K
CodingCRuns well166.0 tok/s1167 ms40K
RAGCRuns well166.0 tok/s2121 ms79K
ReasoningCRuns well166.0 tok/s1379 ms40K

Quantization options

How gemma 2 2b it (2B params) fits at each quantization level on RX 7700 XT 12GB (12.0 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
MediumD32
Q5_K_M
5
1.4 GB
HighD32
Q6_K
6
1.6 GB
HighD32
Q8_0
8
2.1 GB
Very HighD33
F16Best for your GPU
16
4.1 GB
MaximumD37

Get started

HuggingFace
huggingface-cli download hf-bartowski--gemma-2-2b-it-gguf
See all results for RX 7700 XT 12GBSee all hardware for gemma 2 2b it