Can I Run IBM Granite 4.0 on Apple M2?

Written by Jakub Rusinowski · Last updated August 15, 2026

Only with offload — Granite 4.0 Small-H 32B-A9B at Q4_K_M needs 22 GB at 8K context (19.3 GB weights + 2.7 GB KV cache/overhead) against the Apple M2's 18 GB usable memory, so part of it spills onto CPU/system RAM and speed drops sharply.

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Apple M2 Specs

VRAM24 GB unified memory
Memory Bandwidth100 GB/s

Granite 4.0 Small-H 32B-A9B on the Apple M2: VRAM by quantization

QuantVRAM neededFits 24 GB?Max contextWhole PC
F1666.6 GB✗ No——
Q8_036.6 GB✗ No——
Q6_K28.9 GB✗ No——
Q5_K_M25.3 GB✗ No——
Q4_K_M22 GB✗ No——
Q3_K_M16.3 GB✓ Yes8K—
Q2_K13.2 GB✓ Yes16K—

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 24 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 M2: 8K 22 GB ✗ · 32K 27.5 GB ✗ · 128K 49.6 GB ✗. Past 8K it no longer fits 24 GB — a q8_0 KV cache buys roughly half of that back, which the calculator will price for you.

No compatible GPU? Granite 4.0 Small-H 32B-A9B on 24 GB of system RAM, CPU only: runs.

Why It Does Not Fit

Every IBM Granite 4.0 variant requires more VRAM than the Apple M2 provides (24 GB).

Nearest GPU That Fits

Intel Arc Pro B70 (32 GB VRAM).

Won't fit — rent IBM Granite 4.0 instead

IBM Granite 4.0 needs ~22 GB but this GPU has 24 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

IBM Granite 4.0 on the Apple M2 — does it fit?

Only with offload — Granite 4.0 Small-H 32B-A9B at Q4_K_M needs 22 GB at 8K context (19.3 GB weights + 2.7 GB KV cache/overhead) against the Apple M2's 18 GB usable memory, so part of it spills onto CPU/system RAM and speed drops sharply.

What GPU should I get instead to run IBM Granite 4.0?

The Intel Arc Pro B70 (32 GB VRAM) is the cheapest upgrade that fits it.

IBM Granite 4.0 on Other GPUs

VRAM Tier

Troubleshooting

Buying Guide

← Can I Run It? | IBM Granite 4.0 Model Page | Apple M2 GPU Page | Check Your Hardware