Can I Run Nemotron 3 Nano Omni on Apple M4?

Written by Jakub Rusinowski · Last updated September 6, 2026

Yes, comfortably — Nemotron 3 Nano Omni 30B-A3B at Q4_K_M needs 20.7 GB at 8K context (18.1 GB weights + 2.6 GB KV cache/overhead), leaving ~3.3 GB of the Apple M4's 24 GB usable memory, at ~23 tok/s (est.), with room for up to 16K context.

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Apple Mac mini M4 (16GB)
16 GB unified memory · 120 GB/s
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Apple M4 Specs

VRAM32 GB unified memory
Memory Bandwidth120 GB/s

Nemotron 3 Nano Omni 30B-A3B on the Apple M4: VRAM by quantization

QuantVRAM neededFits 32 GB?Max contextWhole PC
F1662.6 GB✗ No——
Q8_034.5 GB✗ No——
Q6_K27.2 GB✗ No——
Q5_K_M23.8 GB✓ Yes8K—
Q4_K_M20.7 GB✓ Yes16K—
Q3_K_M15.4 GB✓ Yes32K—
Q2_K12.4 GB✓ Yes32K—

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 32 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 M4: 8K 20.7 GB · 32K 26 GB ✗ · 128K 47.4 GB ✗. Past 32K it no longer fits 32 GB — a q8_0 KV cache buys roughly half of that back, which the calculator will price for you.

No compatible GPU? Nemotron 3 Nano Omni 30B-A3B on 16 GB of system RAM, CPU only: runs, but it is tight.

Nemotron 3 Nano Omni Sizes That Fit the Apple M4 (at 8K context)

Nemotron 3 Nano Omni 30B-A3BQ4_K_M · 20.7 GB at 8K context · ~23 tok/s (est.)
Won't fit — rent Nemotron 3 Nano Omni instead

Nemotron 3 Nano Omni needs ~21 GB but this GPU has 32 GB. Rent a RTX 4090 (24 GB)-class GPU by the hour instead of buying one:

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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

Does the Apple M4 have enough VRAM for Nemotron 3 Nano Omni?

Yes, comfortably — Nemotron 3 Nano Omni 30B-A3B at Q4_K_M needs 20.7 GB at 8K context (18.1 GB weights + 2.6 GB KV cache/overhead), leaving ~3.3 GB of the Apple M4's 24 GB usable memory, at ~23 tok/s (est.), with room for up to 16K context.

Which quantization of Nemotron 3 Nano Omni should I use on the Apple M4?

Nemotron 3 Nano Omni 30B-A3B at Q4_K_M quantization needs 20.7 GB at 8K context (18.1 GB weights + 2.6 GB KV cache/overhead), estimated ~23 tokens/sec, up to 16K context.

Nemotron 3 Nano Omni on Other GPUs

Popular Models on the Apple M4

VRAM Tier

Troubleshooting

Buying Guide

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