Can I Run Gemma 4 E4B on Apple M3 Pro?

作者: Jakub Rusinowski · 最后更新: 2026年9月29日

Yes. Gemma 4 E4B needs 6.4 GB at 8K context (4.5 GB weights + 1.9 GB KV cache/overhead) at Q4 (QAT) and the Apple M3 Pro has 27 GB usable, leaving about 20.6 GB of headroom, at roughly 16 tok/s (estimated).

See what else this hardware can run →

The numbers

ModelGemma 4 E4B
Parameters4B (Efficient)
QuantizationQ4 (QAT)
VRAM needed (8K context)6.4 GB
Apple M3 Pro usable memory27 GB
VerdictRuns
Estimated speed~16 tok/s

Gemma 4 E4B on the Apple M3 Pro: VRAM by quantization

QuantVRAM neededFits 36 GB?Max contextWhole PC
F1617.9 GB✓ Yes64K—
Q8_010.4 GB✓ Yes64K—
Q6_K8.5 GB✓ Yes64K—
Q5_K_M7.6 GB✓ Yes64K—
Q4_K_M6.8 GB✓ Yes64K—
Q3_K_M5.4 GB✓ Yes64K—
Q2_K4.6 GB✓ Yes64K—

Assumes an 8K-token context with an f16 KV cache, on an estimated architecture — this model publishes no config we can read. A longer window needs more; a quantized KV cache needs less. “Max context” is the largest window that still fits in 36 GB of unified memory. Figures are estimates from parameter count, quantization and memory bandwidth — the analyzer lets you tune KV-cache quant and context.

Context costs VRAM too. At Q4 (QAT) on the Apple M3 Pro: 8K 6.4 GB · 32K 9.9 GB · 125K 23.1 GB. Every window this model publishes still fits 36 GB.

What to do next

Nothing to change — run it at Q4 (QAT). If you want more capability, check whether the next size up also fits.

No compatible GPU? Gemma 4 on 8 GB of system RAM, CPU only: runs, but it is tight.

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Running Gemma 4 E4B on this card:

Apple MacBook Pro M3 Pro
36 GB VRAM · 30 W board power
2026年价格波动较大——请以当前商品页价格为准。
在亚马逊查看价格

Won't fit — rent Gemma 4 E4B instead

Gemma 4 E4B needs ~6 GB but this GPU has 36 GB. Rent a RTX 4090 (24 GB)-class GPU by the hour instead of buying one:

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RunPod $0.34/hr
Rent on RunPod →
Vast.ai $0.35/hr · typical low · varies
Rent on Vast.ai →

Cloud rates verified 2026-07 — estimates, and marketplace prices vary. Buying price is GPU MSRP only, not a full PC.

Other Gemma 4 sizes on the Apple M3 Pro

Gemma 4 E4B on nearby hardware

All Gemma 4 sizes on the Apple M3 Pro | Gemma 4 E4B model page | Apple M3 Pro GPU page | VRAM calculator | Check your hardware