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Llama 3.2 3B Instruct on Apple M4 Max (64GB Unified)

Apple M4 Max (64GB Unified) runs Llama 3.2 3B Instruct excellently at 100 tok/s at Q8_0. This is a strong pairing.

Model Size

3.21B

Device VRAM

64 GB

Bandwidth

546 GB/s

Quantizations Tested

1

Performance by Quantization

Each row shows Llama 3.2 3B Instruct performance at a different quality level on Apple M4 Max (64GB Unified).

QuantizationSpeedTTFTFits in VRAMRatingConfidence
Q8_0100 tok/s45ms✓ YesExcellentestimated

Notes

Q8_0

Same speed as M4 Max 36GB. Extra memory enables concurrent workloads.

About Llama 3.2 3B Instruct

Llama 3.2 3B Instruct (3.21B) is a chat, coding, ai coding, reasoning model. Ultra-lightweight model that runs on virtually any GPU. Surprisingly capable for its size — good at summarization, simple coding tasks, and quick chat. The default choice when speed matters more than depth.

View all Llama 3.2 3B Instruct hardware options →

About Apple M4 Max (64GB Unified)

Apple M4 Max (64GB Unified) has 64 GB at 546 GB/s. Available in MacBook Pro 16", Mac Studio.

See all models Apple M4 Max (64GB Unified) can run →

Source: MLX performance estimates based on device bandwidth (2026-03-15)

Data last updated: 2026-03-15