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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 2b/on RX 7900 XTX 24GB

Can it run?

Can RX 7900 XTX 24GB run gemma 2b?

CUsable

Runs well

Using Q4_K_M in Ollama

Capabilities:

Fit status

Runs well

Decode

566.6 tok/s

TTFT

350 ms

Safe context

68K

Memory

5.6 GB / 24.0 GB

Memory breakdown

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

Performance by workload

WorkloadGradeFitDecodeTTFTContext
Agentic CodingCRuns well566.6 tok/s497 ms137K
ChatCRuns well566.6 tok/s350 ms34K
CodingCRuns well566.6 tok/s350 ms68K
RAGCRuns well566.6 tok/s621 ms137K
ReasoningCRuns well566.6 tok/s404 ms68K

Quantization options

How gemma 2b (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

Upgrade options

Hardware that runs gemma 2b well

AppleMacBook Pro M3 Pro 36GBBudget pick
C89.8 tok/s decode

~$1,999 MSRP

AppleMacBook Pro M4 Max 36GBBest value
C211.7 tok/s decode

~$2,499 MSRP

AppleMacBook Pro M3 Max 48GBBiggest leap
C196.7 tok/s decode

~$2,499 MSRP

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