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Can RTX 4060 Ti 16GB run Bigcode Starcoder2 3B?

Bigcode Starcoder2 3B speed on RTX 4060 Ti 16GB and quantization-level VRAM fit.

Runs Q416GB VRAM availableRequires 2GB+

RTX 4060 Ti 16GB 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 RTX 4060 Ti 16GBBest GPU guidesCompare prebuilt systems
Short answer: RTX 4060 Ti 16GB can run Bigcode Starcoder2 3B at Q4 with an estimated 51 tok/s.
Estimated speed
51 tok/s
VRAM needed
2GB
VRAM headroom
+14GB

What this means for you

RTX 4060 Ti 16GB can run Bigcode Starcoder2 3B with Q4 quantization. At approximately 51 tokens/second, you can expect Good speed - acceptable for interactive use.

You have 14GB headroom, which is sufficient for system overhead and smooth operation.

Quantization breakdown

QuantizationVRAM neededVRAM availableEstimated speedVerdict
Q42GB16GB50.52 tok/s✅ Fits comfortably
Q84GB16GB35.37 tok/s✅ Fits comfortably
FP167GB16GB19.20 tok/s✅ Fits comfortably

Suitable alternatives

AMD Instinct MI300X
192GB
763.26 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
689.26 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
495.07 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
477.56 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
314.26 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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Compare purchase paths

Direct GPU buy options

Check current pricing links for RTX 4060 Ti 16GB and similar cards.

Open RTX 4060 Ti 16GB 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

RTX 4060 Ti 16GB 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 RTX 4060 Ti 16GB run Bigcode Starcoder2 3B?

RTX 4060 Ti 16GB can run Bigcode Starcoder2 3B at Q4 with an estimated 51 tok/s.

How much VRAM is needed for Bigcode Starcoder2 3B on RTX 4060 Ti 16GB?

Q4 inference is estimated to need about 2GB VRAM on this page, while RTX 4060 Ti 16GB has 16GB available.

What if RTX 4060 Ti 16GB 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.