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Can Apple M4 Max run Redhatai Llama 3.2 90B Vision Instruct FP8 Dynamic?

Redhatai Llama 3.2 90B Vision Instruct FP8 Dynamic speed on Apple M4 Max and quantization-level VRAM fit.

Runs Q4128GB VRAM availableRequires 45GB+

Apple M4 Max meets the minimum VRAM requirement for Q4 inference of Redhatai Llama 3.2 90B Vision Instruct FP8 Dynamic. Review the quantization breakdown below to see how higher precision settings impact VRAM and throughput.

Buy options for Apple M4 MaxBest GPU guidesCompare prebuilt systems
Short answer: Apple M4 Max can run Redhatai Llama 3.2 90B Vision Instruct FP8 Dynamic at Q4 with an estimated 15 tok/s.
Estimated speed
15 tok/s
VRAM needed
45GB
VRAM headroom
+83GB

What this means for you

Apple M4 Max can run Redhatai Llama 3.2 90B Vision Instruct FP8 Dynamic with Q4 quantization. At approximately 15 tokens/second, you can expect Basic speed - best for non-interactive tasks.

You have 83GB headroom, which is sufficient for system overhead and smooth operation.

Quantization breakdown

QuantizationVRAM neededVRAM availableEstimated speedVerdict
Q445GB128GB14.65 tok/s✅ Fits comfortably
Q890GB128GB10.25 tok/s✅ Fits comfortably
FP16180GB128GB5.57 tok/s❌ Not recommended

Suitable alternatives

AMD Instinct MI300X
192GB
152.65 tok/s
Price: —
Fit note: higher estimated speed than the baseline option.
Check Redhatai Llama 3.2 90B Vision Instruct FP8 Dynamic on AMD Instinct MI300X
NVIDIA H200 SXM 141GB
141GB
137.85 tok/s
Price: —
Fit note: higher estimated speed than the baseline option.
Check Redhatai Llama 3.2 90B Vision Instruct FP8 Dynamic on NVIDIA H200 SXM 141GB
NVIDIA H100 SXM5 80GB
80GB
99.01 tok/s
Price: —
Fit note: higher estimated speed than the baseline option.
Check Redhatai Llama 3.2 90B Vision Instruct FP8 Dynamic on NVIDIA H100 SXM5 80GB
AMD Instinct MI250X
128GB
95.51 tok/s
Price: —
Fit note: higher estimated speed than the baseline option.
Check Redhatai Llama 3.2 90B Vision Instruct FP8 Dynamic on AMD Instinct MI250X
NVIDIA H100 PCIe 80GB
80GB
62.85 tok/s
Price: —
Fit note: higher estimated speed than the baseline option.
Check Redhatai Llama 3.2 90B Vision Instruct FP8 Dynamic on NVIDIA H100 PCIe 80GB

GPU buying guides

Need a GPU with 45GB+ VRAM? These guides match your requirements.

Best GPU for Llama 3
GPU picks tuned for Llama 3 inference from 8B to 70B.
Read guide →
Best GPU for 70B Models
Hardware for running 70B-class models with realistic tradeoffs.
Read guide →
Best GPU for LLMs
Optimized for running large language models locally.
Read guide →

Compare purchase paths

Direct GPU buy options

Check current pricing links for Apple M4 Max and similar cards.

Open Apple M4 Max buy links →
Curated best GPU guides

Use workload-focused recommendations before committing to a purchase.

Browse best GPU guides →
Prebuilt AI systems

Compare complete systems if you want ready-to-run hardware.

Compare prebuilt systems →

Try before you buy

Rent cloud GPUs by the hour — no upfront hardware cost.

Vast.aiFrom $0.20/hr · Pay as you goRent GPU →RunPodFrom $0.30/hr · Secure cloudRent GPU →Lambda LabsFrom $0.50/hr · Enterprise-gradeRent GPU →

More questions

Apple M4 Max buy options & pricingFull guide for Redhatai Llama 3.2 90B Vision Instruct FP8 DynamicBest GPU guides for this modelCompare prebuilt local AI systemsBrowse all model + GPU compatibility checksRedhatai Llama 3.2 90B Vision Instruct FP8 Dynamic Q4 requirementsRedhatai Llama 3.2 90B Vision Instruct FP8 Dynamic Q4_K_M requirementsCan AMD Instinct MI300X run Redhatai Llama 3.2 90B Vision Instruct FP8 Dynamic?Can NVIDIA H200 SXM 141GB run Redhatai Llama 3.2 90B Vision Instruct FP8 Dynamic?Can NVIDIA H100 SXM5 80GB run Redhatai Llama 3.2 90B Vision Instruct FP8 Dynamic?

Compatibility FAQ

Can Apple M4 Max run Redhatai Llama 3.2 90B Vision Instruct FP8 Dynamic?

Apple M4 Max can run Redhatai Llama 3.2 90B Vision Instruct FP8 Dynamic at Q4 with an estimated 15 tok/s.

How much VRAM is needed for Redhatai Llama 3.2 90B Vision Instruct FP8 Dynamic on Apple M4 Max?

Q4 inference is estimated to need about 45GB VRAM on this page, while Apple M4 Max has 128GB available.

What if Apple M4 Max is not enough for Redhatai Llama 3.2 90B Vision Instruct FP8 Dynamic?

If you need more speed or context headroom, compare alternative GPUs below and check higher-tier VRAM options.