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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 AMD Instinct MI210 64GB

Can it run?

Can AMD Instinct MI210 64GB run gemma 2 2b it?

CUsable

Runs well

Using Q6_K in Ollama

Capabilities:

Fit status

Runs well

Decode

713.1 tok/s

TTFT

350 ms

Safe context

102K

Memory

10.0 GB / 64.0 GB

Memory breakdown

Weights1.6 GB
KV Cache0.8 GB
Runtime1.2 GB
Headroom6.4 GB

Performance by workload

WorkloadGradeFitDecodeTTFTContext
Agentic CodingCRuns well713.1 tok/s395 ms204K
ChatCRuns well713.1 tok/s350 ms51K
CodingCRuns well713.1 tok/s350 ms102K
RAGCRuns well713.1 tok/s494 ms204K
ReasoningCRuns well713.1 tok/s350 ms102K

Quantization options

How gemma 2 2b it (2B params) fits at each quantization level on AMD Instinct MI210 64GB (64.0 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
HighD30
Q8_0
8
2.1 GB
Very HighD30
F16Best for your GPU
16
4.1 GB
MaximumD31

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 96GBBudget pick
C220.2 tok/s decode

~$2,499 MSRP

AppleMacBook Pro M3 Max 128GBBest value
C153.7 tok/s decode

~$2,499 MSRP

AppleMacBook Pro M2 Max 96GBBiggest leap
C148.5 tok/s decode

~$3,199 MSRP

See all results for AMD Instinct MI210 64GBSee all hardware for gemma 2 2b it