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Can AMD Radeon Pro W7800 run Deepseek AI Deepseek V2 5?

Deepseek AI Deepseek V2 5 speed on AMD Radeon Pro W7800 and quantization-level VRAM fit.

Q4 not recommended32GB VRAM availableRequires 118GB+

AMD Radeon Pro W7800 does not meet the minimum VRAM requirement for Q4 inference of Deepseek AI Deepseek V2 5. Review the quantization breakdown below to see how higher precision settings impact VRAM and throughput.

Buy options for AMD Radeon Pro W7800Best GPU guidesCompare prebuilt systems
Short answer: AMD Radeon Pro W7800 is not a comfortable Q4 fit for Deepseek AI Deepseek V2 5 (about 118GB needed).
Estimated speed
13 tok/s
VRAM needed
118GB
VRAM headroom
-86GB

What this means for you

AMD Radeon Pro W7800 lacks sufficient VRAM for comfortable Deepseek AI Deepseek V2 5 operation with Q4 quantization.

Your 32GB GPU is 86GB short of the 118GB minimum.

Options: (1) Try Q2 or Q3 quantization for lower VRAM requirements, (2) Consider cloud GPU rental, (3) Upgrade to a GPU with at least 16GB VRAM.

Quantization breakdown

QuantizationVRAM neededVRAM availableEstimated speedVerdict
Q4118GB32GB13.42 tok/s❌ Not recommended
Q8236GB32GB9.39 tok/s❌ Not recommended
FP16472GB32GB5.10 tok/s❌ Not recommended

Suitable alternatives

AMD Instinct MI300X
192GB
114.49 tok/s
Price: —
Fit note: higher estimated speed than the baseline option.
Check Deepseek AI Deepseek V2 5 on AMD Instinct MI300X
NVIDIA H200 SXM 141GB
141GB
103.39 tok/s
Price: —
Fit note: higher estimated speed than the baseline option.
Check Deepseek AI Deepseek V2 5 on NVIDIA H200 SXM 141GB
AMD Instinct MI250X
128GB
71.63 tok/s
Price: —
Fit note: higher estimated speed than the baseline option.
Check Deepseek AI Deepseek V2 5 on AMD Instinct MI250X
Apple M2 Ultra
192GB
16.10 tok/s
Price: —
Fit note: higher estimated speed than the baseline option.
Check Deepseek AI Deepseek V2 5 on Apple M2 Ultra
Apple M4 Max
128GB
10.99 tok/s
Price: —
Fit note: compare VRAM and speed with your target workload before buying.
Check Deepseek AI Deepseek V2 5 on Apple M4 Max
Need more VRAM for Deepseek AI Deepseek V2 5?
AMD Radeon Pro W7800 is 86GB short. Consider a GPU with 154GB+ VRAM.
Best GPU for 70B Models →Best GPU for Deep Learning →All buying guides →

Compare purchase paths

Direct GPU buy options

Check current pricing links for AMD Radeon Pro W7800 and similar cards.

Open AMD Radeon Pro W7800 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 →

Not ready to upgrade?

Your GPU doesn't meet the VRAM requirements. Run Deepseek AI Deepseek V2 5 on cloud GPU instantly.

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

AMD Radeon Pro W7800 buy options & pricingFull guide for Deepseek AI Deepseek V2 5Best GPU guides for this modelCompare prebuilt local AI systemsBrowse all model + GPU compatibility checksDeepseek AI Deepseek V2 5 Q4 requirementsDeepseek AI Deepseek V2 5 Q4_K_M requirementsCan AMD Instinct MI300X run Deepseek AI Deepseek V2 5?Can NVIDIA H200 SXM 141GB run Deepseek AI Deepseek V2 5?Can AMD Instinct MI250X run Deepseek AI Deepseek V2 5?

Compatibility FAQ

Can AMD Radeon Pro W7800 run Deepseek AI Deepseek V2 5?

AMD Radeon Pro W7800 is not a comfortable Q4 fit for Deepseek AI Deepseek V2 5 (about 118GB needed).

How much VRAM is needed for Deepseek AI Deepseek V2 5 on AMD Radeon Pro W7800?

Q4 inference is estimated to need about 118GB VRAM on this page, while AMD Radeon Pro W7800 has 32GB available.

What if AMD Radeon Pro W7800 is not enough for Deepseek AI Deepseek V2 5?

Try lower-bit quantization, choose a smaller model, or move to a higher-VRAM GPU from the alternatives list.