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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/embeddinggemma 300M/on AMD Instinct MI210 64GB

Can it run?

Can AMD Instinct MI210 64GB run embeddinggemma 300M?

CUsable

Runs well

Using Q6_K in Ollama

Capabilities:

Fit status

Runs well

Decode

1169.5 tok/s

TTFT

350 ms

Safe context

118K

Memory

8.6 GB / 64.0 GB

Memory breakdown

Weights0.2 GB
KV Cache0.8 GB
Runtime1.2 GB
Headroom6.4 GB

Performance by workload

WorkloadGradeFitDecodeTTFTContext
Agentic CodingCRuns well1169.5 tok/s350 ms237K
ChatCRuns well1169.5 tok/s350 ms59K
CodingCRuns well1169.5 tok/s350 ms118K
RAGCRuns well1169.5 tok/s350 ms237K
ReasoningCRuns well1169.5 tok/s350 ms118K

Quantization options

How embeddinggemma 300M (0.30000001192092896B params) fits at each quantization level on AMD Instinct MI210 64GB (64.0 GB usable).

QuantBitsVRAMQualityFit
Q2_K
2
0.1 GB
LowD29
Q3_K_S
3
0.1 GB
LowD29
NVFP4
4
0.2 GB
MediumD29
Q4_K_M
4
0.2 GB
MediumD29
Q5_K_M
5
0.2 GB
HighD29
Q6_K
6
0.2 GB
HighD29
Q8_0
8
0.3 GB
Very HighD29
F16Best for your GPU
16
0.6 GB
MaximumD30

Get started

HuggingFace
huggingface-cli download hf-ggml-org--embeddinggemma-300m-gguf

Upgrade options

Hardware that runs embeddinggemma 300M well

AppleMacBook Pro M4 Max 96GBBudget pick
C361.2 tok/s decode

~$2,499 MSRP

AppleMacBook Pro M3 Max 128GBBest value
C252 tok/s decode

~$2,499 MSRP

AppleMacBook Pro M2 Max 96GBBiggest leap
C243.6 tok/s decode

~$3,199 MSRP

See all results for AMD Instinct MI210 64GBSee all hardware for embeddinggemma 300M