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Can Apple M4 Max run Bigcode Starcoder2 3B?

Bigcode Starcoder2 3B speed on Apple M4 Max and quantization-level VRAM fit.

Runs Q4128GB VRAM availableRequires 2GB+

Apple M4 Max meets the minimum VRAM requirement for Q4 inference of Bigcode Starcoder2 3B. 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 Bigcode Starcoder2 3B at Q4 with an estimated 88 tok/s.
Estimated speed
88 tok/s
VRAM needed
2GB
VRAM headroom
+126GB

What this means for you

Apple M4 Max can run Bigcode Starcoder2 3B with Q4 quantization. At approximately 88 tokens/second, you can expect Good speed - acceptable for interactive use.

You have 126GB headroom, which is sufficient for system overhead and smooth operation.

Quantization breakdown

QuantizationVRAM neededVRAM availableEstimated speedVerdict
Q42GB128GB87.88 tok/s✅ Fits comfortably
Q83GB128GB61.52 tok/s✅ Fits comfortably
FP166GB128GB33.40 tok/s✅ Fits comfortably

Suitable alternatives

AMD Instinct MI300X
192GB
915.91 tok/s
Price: —
Fit note: higher estimated speed than the baseline option.
Check Bigcode Starcoder2 3B on AMD Instinct MI300X
NVIDIA H200 SXM 141GB
141GB
827.12 tok/s
Price: —
Fit note: higher estimated speed than the baseline option.
Check Bigcode Starcoder2 3B on NVIDIA H200 SXM 141GB
NVIDIA H100 SXM5 80GB
80GB
594.08 tok/s
Price: —
Fit note: higher estimated speed than the baseline option.
Check Bigcode Starcoder2 3B on NVIDIA H100 SXM5 80GB
AMD Instinct MI250X
128GB
573.07 tok/s
Price: —
Fit note: higher estimated speed than the baseline option.
Check Bigcode Starcoder2 3B on AMD Instinct MI250X
NVIDIA H100 PCIe 80GB
80GB
377.12 tok/s
Price: —
Fit note: higher estimated speed than the baseline option.
Check Bigcode Starcoder2 3B on NVIDIA H100 PCIe 80GB

GPU buying guides

Need a GPU with 2GB+ VRAM? These guides match your requirements.

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Best GPU Under $500
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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 Bigcode Starcoder2 3BBest GPU guides for this modelCompare prebuilt local AI systemsBrowse all model + GPU compatibility checksBigcode Starcoder2 3B Q4 requirementsBigcode Starcoder2 3B Q4_K_M requirementsCan AMD Instinct MI300X run Bigcode Starcoder2 3B?Can NVIDIA H200 SXM 141GB run Bigcode Starcoder2 3B?Can NVIDIA H100 SXM5 80GB run Bigcode Starcoder2 3B?

Compatibility FAQ

Can Apple M4 Max run Bigcode Starcoder2 3B?

Apple M4 Max can run Bigcode Starcoder2 3B at Q4 with an estimated 88 tok/s.

How much VRAM is needed for Bigcode Starcoder2 3B on Apple M4 Max?

Q4 inference is estimated to need about 2GB VRAM on this page, while Apple M4 Max has 128GB available.

What if Apple M4 Max is not enough for Bigcode Starcoder2 3B?

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