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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 Radeon Pro W6800 32GB

Can it run?

Can Radeon Pro W6800 32GB run gemma 2b?

CUsable

Runs well

Using Q4_K_M in Ollama

Capabilities:

Fit status

Runs well

Decode

235.0 tok/s

TTFT

824 ms

Safe context

80K

Memory

6.4 GB / 32.0 GB

Memory breakdown

Weights1.2 GB
KV Cache0.8 GB
Runtime1.2 GB
Headroom3.2 GB

Performance by workload

WorkloadGradeFitDecodeTTFTContext
Agentic CodingCRuns well235.0 tok/s1198 ms160K
ChatCRuns well235.0 tok/s449 ms40K
CodingCRuns well235.0 tok/s824 ms80K
RAGCRuns well235.0 tok/s1498 ms160K
ReasoningCRuns well235.0 tok/s974 ms80K

Quantization options

How gemma 2b (2B params) fits at each quantization level on Radeon Pro W6800 32GB (32.0 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
HighD31
Q8_0
8
2.1 GB
Very HighD31
F16Best for your GPU
16
4.1 GB
MaximumD32

Get started

Upgrade options

Hardware that runs gemma 2b well

AppleMacBook Pro M4 Pro 64GBBudget pick
C172.3 tok/s decode

~$1,599 MSRP

AppleMacBook Pro M3 Max 48GBBest value
C196.7 tok/s decode

~$2,499 MSRP

AppleMacBook Pro M4 Max 48GBBiggest leap
C282 tok/s decode

~$2,499 MSRP

See all results for Radeon Pro W6800 32GBSee all hardware for gemma 2b