Can I Run Nemotron Cascade 2 on Apple M3 Pro?

作者: Jakub Rusinowski · 最后更新: 2026年7月12日

Yes, comfortably — you'll have ~17.9 GB of headroom running Nemotron Cascade 2 30B at Q4_K_M (18.1125 GB, ~4 tok/s (est.)) with room for up to 64K context.

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or compare on Vast.ai from $0.35/hr (typical low · varies)

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Apple MacBook Pro M3 Pro
36 GB VRAM · 30 W board power
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在亚马逊查看价格

Apple M3 Pro Specs

VRAM36 GB unified memory
Memory Bandwidth153 GB/s

Nemotron Cascade 2 30B on the Apple M3 Pro: VRAM by quantization

QuantVRAM neededFits 36 GB?Max context
F1661.7 GB✗ No
Q8_033.6 GB✓ Yes8K
Q6_K26.3 GB✓ Yes32K
Q5_K_M23 GB✓ Yes32K
Q4_K_M19.8 GB✓ Yes64K
Q3_K_M14.5 GB✓ Yes64K
Q2_K11.6 GB✓ Yes64K

VRAM needed assumes a 4K-token context with an f16 KV cache; “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.

Nemotron Cascade 2 Sizes That Fit the Apple M3 Pro

Nemotron Cascade 2 30BQ4_K_M · 18.1125 GB · ~4 tok/s (est.)
Buy vs. rent Nemotron Cascade 2
Buy the GPU
~$1,999
Apple M3 Pro · MSRP
Rent by the hour
from $0.34/hr
RTX 4090 (24 GB) class

At 2 hrs/day, buying (~$1,999) beats renting at $0.34/hr after about 8.2 years.

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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.

FAQ

Will Nemotron Cascade 2 run on the Apple M3 Pro?

Yes, comfortably — you'll have ~17.9 GB of headroom running Nemotron Cascade 2 30B at Q4_K_M (18.1125 GB, ~4 tok/s (est.)) with room for up to 64K context.

Which Nemotron Cascade 2 variant fits best on the Apple M3 Pro?

Nemotron Cascade 2 30B at Q4_K_M quantization (18.1125 GB), estimated ~4 tokens/sec, up to 64K context.

Every Nemotron Cascade 2 size on the Apple M3 Pro

SizeVRAMVerdictSpeed
Nemotron Cascade 2 70B42.3 GBRuns at Q3_K_M
Nemotron Cascade 2 30B18.1 GBRuns~4 tok/s

Nemotron Cascade 2 on Other GPUs

Popular Models on the Apple M3 Pro

VRAM Tier

Troubleshooting

Buying Guide

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