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Can RX 6800 XT run Unsloth Meta Llama 3.1 8B Instruct Bnb 4bit?

Unsloth Meta Llama 3.1 8B Instruct Bnb 4bit speed on RX 6800 XT and quantization-level VRAM fit.

Runs Q416GB VRAM availableRequires 4GB+

RX 6800 XT meets the minimum VRAM requirement for Q4 inference of Unsloth Meta Llama 3.1 8B Instruct Bnb 4bit. Review the quantization breakdown below to see how higher precision settings impact VRAM and throughput.

Buy options for RX 6800 XTBest GPU guidesCompare prebuilt systems
Short answer: RX 6800 XT can run Unsloth Meta Llama 3.1 8B Instruct Bnb 4bit at Q4 with an estimated 81 tok/s.
Estimated speed
81 tok/s
VRAM needed
4GB
VRAM headroom
+12GB

What this means for you

RX 6800 XT can run Unsloth Meta Llama 3.1 8B Instruct Bnb 4bit with Q4 quantization. At approximately 81 tokens/second, you can expect Good speed - acceptable for interactive use.

You have 12GB headroom, which is sufficient for system overhead and smooth operation.

Quantization breakdown

QuantizationVRAM neededVRAM availableEstimated speedVerdict
Q44GB16GB81.23 tok/s✅ Fits comfortably
Q88GB16GB56.86 tok/s✅ Fits comfortably
FP1616GB16GB30.87 tok/s⚠️ Tight fit

Suitable alternatives

AMD Instinct MI300X
192GB
763.26 tok/s
Price: —
Fit note: higher estimated speed than the baseline option.
Check Unsloth Meta Llama 3.1 8B Instruct Bnb 4bit on AMD Instinct MI300X
NVIDIA H200 SXM 141GB
141GB
689.26 tok/s
Price: —
Fit note: higher estimated speed than the baseline option.
Check Unsloth Meta Llama 3.1 8B Instruct Bnb 4bit 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 Unsloth Meta Llama 3.1 8B Instruct Bnb 4bit on NVIDIA H100 SXM5 80GB
AMD Instinct MI250X
128GB
477.56 tok/s
Price: —
Fit note: higher estimated speed than the baseline option.
Check Unsloth Meta Llama 3.1 8B Instruct Bnb 4bit on AMD Instinct MI250X
NVIDIA H100 PCIe 80GB
80GB
314.26 tok/s
Price: —
Fit note: higher estimated speed than the baseline option.
Check Unsloth Meta Llama 3.1 8B Instruct Bnb 4bit on NVIDIA H100 PCIe 80GB

GPU buying guides

Need a GPU with 4GB+ 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 RX 6800 XT and similar cards.

Open RX 6800 XT 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

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More questions

RX 6800 XT buy options & pricingFull guide for Unsloth Meta Llama 3.1 8B Instruct Bnb 4bitBest GPU guides for this modelCompare prebuilt local AI systemsBrowse all model + GPU compatibility checksUnsloth Meta Llama 3.1 8B Instruct Bnb 4bit Q4 requirementsUnsloth Meta Llama 3.1 8B Instruct Bnb 4bit Q4_K_M requirementsCan AMD Instinct MI300X run Unsloth Meta Llama 3.1 8B Instruct Bnb 4bit?Can NVIDIA H200 SXM 141GB run Unsloth Meta Llama 3.1 8B Instruct Bnb 4bit?Can NVIDIA H100 SXM5 80GB run Unsloth Meta Llama 3.1 8B Instruct Bnb 4bit?

Compatibility FAQ

Can RX 6800 XT run Unsloth Meta Llama 3.1 8B Instruct Bnb 4bit?

RX 6800 XT can run Unsloth Meta Llama 3.1 8B Instruct Bnb 4bit at Q4 with an estimated 81 tok/s.

How much VRAM is needed for Unsloth Meta Llama 3.1 8B Instruct Bnb 4bit on RX 6800 XT?

Q4 inference is estimated to need about 4GB VRAM on this page, while RX 6800 XT has 16GB available.

What if RX 6800 XT is not enough for Unsloth Meta Llama 3.1 8B Instruct Bnb 4bit?

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