Can I Run Gemma 3 on Apple M3 Pro?

Written by Jakub Rusinowski · Last updated September 29, 2026

Yes, but it's tight — Gemma 3 27B Instruct at Q4_K_M needs 25.4 GB at 8K context (16.3 GB weights + 9.1 GB KV cache/overhead), leaving ~1.6 GB of the Apple M3 Pro's 27 GB usable memory, at ~4 tok/s (est.), with room for up to 8K context.

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Buy this hardware Apple MacBook Pro M3 Pro — 36 GB VRAM · 30 W board powerDeploy in the cloud now NVIDIA A40 on RunPod — from $0.44/hr · rate checked 2026-08

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Apple MacBook Pro M3 Pro
36 GB VRAM · 30 W board power
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Apple M3 Pro Specs

VRAM36 GB unified memory
Memory Bandwidth153 GB/s

Gemma 3 27B Instruct on the Apple M3 Pro: VRAM by quantization

QuantVRAM neededFits 36 GB?Max contextWhole PC
F1663.1 GB✗ No——
Q8_037.8 GB✗ No——
Q6_K31.3 GB✗ No——
Q5_K_M28.3 GB✗ No——
Q4_K_M25.4 GB✓ Yes8K—
Q3_K_M20.6 GB✓ Yes8K—
Q2_K18 GB✓ Yes16K—

Assumes an 8K-token context with an f16 KV cache. 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_K_M on the Apple M3 Pro: 8K 25.4 GB · 32K 50.4 GB ✗ · 128K 150.2 GB ✗. Past 32K it no longer fits 36 GB — a q8_0 KV cache buys roughly half of that back, which the calculator will price for you.

No compatible GPU? Gemma 3 27B Instruct on 32 GB of system RAM, CPU only: runs comfortably.

Gemma 3 Sizes That Fit the Apple M3 Pro (at 8K context)

Gemma 3 27B InstructQ4_K_M · 25.4 GB at 8K context · ~4 tok/s (est.)
Gemma 3 12B InstructQ4_K_M · 11.1 GB at 8K context · ~9 tok/s (est.)
Gemma 3 4B InstructQ4_K_M · 4.4 GB at 8K context · ~26 tok/s (est.)
Gemma 3 1B InstructQ4_K_M · 2 GB at 8K context · ~72 tok/s (est.)
Won't fit — rent Gemma 3 instead

Gemma 3 needs ~25 GB but this GPU has 36 GB. Rent a A100 (40 GB)-class GPU by the hour instead of buying one:

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Vast.ai $0.55/hr · typical low · varies
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Cloud rates verified 2026-07 — estimates, and marketplace prices vary. Buying price is GPU MSRP only, not a full PC.

FAQ

Is the Apple M3 Pro enough to run Gemma 3 locally?

Yes, but it's tight — Gemma 3 27B Instruct at Q4_K_M needs 25.4 GB at 8K context (16.3 GB weights + 9.1 GB KV cache/overhead), leaving ~1.6 GB of the Apple M3 Pro's 27 GB usable memory, at ~4 tok/s (est.), with room for up to 8K context.

What's the best Gemma 3 size for the Apple M3 Pro?

Gemma 3 27B Instruct at Q4_K_M quantization needs 25.4 GB at 8K context (16.3 GB weights + 9.1 GB KV cache/overhead), estimated ~4 tokens/sec, up to 8K context.

Every Gemma 3 size on the Apple M3 Pro

SizeVRAM at 8KVerdictSpeed
Gemma 3 27B Instruct25.4 GBRuns~4 tok/s
Gemma 3 12B Instruct11.1 GBRuns~9 tok/s
Gemma 3 4B Instruct4.4 GBRuns~26 tok/s
Gemma 3 1B Instruct2 GBRuns~72 tok/s

Gemma 3 on Other GPUs

Popular Models on the Apple M3 Pro

VRAM Tier

Troubleshooting

Buying Guide

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