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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 7900 XTX 24GB

Can it run?

Can RX 7900 XTX 24GB run gemma 2 2b it?

CUsable

Runs well

Using Q6_K in Ollama

Capabilities:

Fit status

Runs well

Decode

442.5 tok/s

TTFT

437 ms

Safe context

64K

Memory

6.0 GB / 24.0 GB

Memory breakdown

Weights1.6 GB
KV Cache0.8 GB
Runtime1.2 GB
Headroom2.4 GB

Performance by workload

WorkloadGradeFitDecodeTTFTContext
Agentic CodingCRuns well442.5 tok/s636 ms127K
ChatCRuns well442.5 tok/s350 ms32K
CodingCRuns well442.5 tok/s437 ms64K
RAGCRuns well442.5 tok/s795 ms127K
ReasoningCRuns well442.5 tok/s517 ms64K

Quantization options

How gemma 2 2b it (2B params) fits at each quantization level on RX 7900 XTX 24GB (24.0 GB usable).

QuantBitsVRAMQualityFit
Q2_K
2
0.8 GB
LowD30
Q3_K_S
3
1.0 GB
LowD30
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
HighD31
Q8_0
8
2.1 GB
Very HighD31
F16Best for your GPU
16
4.1 GB
MaximumD33

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 36GBBudget pick
C165.4 tok/s decode

~$2,499 MSRP

AppleMacBook Pro M3 Max 48GBBest value
C153.7 tok/s decode

~$2,499 MSRP

AppleMacBook Pro M4 Max 48GBBiggest leap
C220.2 tok/s decode

~$2,499 MSRP

See all results for RX 7900 XTX 24GBSee all hardware for gemma 2 2b it