AMD Radeon Pro W6800, AI & Machine Learning Benchmarks & Specs

32GB · AI Score 5.5/100 · anchored estimate vs 51 measured cards

5.5 AI Score Includes estimates

We have not run AMD Radeon Pro W6800 on our bench. These figures are anchored estimates, interpolated per workload against the 51 GPUs we did measure (confidence: low). On Llama 3.1 8B (Q4_K_M) AMD Radeon Pro W6800 should deliver about 80.3 tokens/sec. Stepping up to Qwen3 32B it should hold roughly 18.1 tok/s. Llama 3.3 70B does not fit. It needs roughly 42GB and this card has 32GB. For image generation, SDXL should run near 1.3 it/s, and FLUX.1-dev at 0.23 it/s. 2 of the 12 workloads won't fit on 32GB at the tested precision, Llama 3.3 70B, Qwen-Image-Edit. We publish those as hard gates rather than quietly dropping to a smaller quant.

AI & Machine Learning benchmark results

Text Generation tok/s 5

Qwen3 4B129.1
Llama 3.1 8B80.3
Qwen2.5-Coder 14B43.6
Qwen3 32B18.1
WorkloadResultTelemetryData
Qwen3 4B129.1 tok/sestimatedEst.
Llama 3.1 8B80.3 tok/sestimatedEst.
Qwen2.5-Coder 14B43.6 tok/sestimatedEst.
Qwen3 32B18.1 tok/sestimatedEst.
Llama 3.3 70B✕ Won't fit VRAM-gated at this precisionEst.

Image Generation images/min 3

Stable Diffusion XL2.6
Z-Image Turbo1.275
FLUX.1 dev0.493
WorkloadResultTelemetryData
Stable Diffusion XL2.6 images/minestimatedEst.
Z-Image Turbo1.28 images/minestimatedEst.
FLUX.1 dev0.49 images/minestimatedEst.

Image Editing images/min 2

WorkloadResultTelemetryData
FLUX.1 Kontext dev0.32 images/minestimatedEst.
Qwen-Image-Edit✕ Won't fit VRAM-gated at this precisionEst.

Video Generation frames/s 2

WorkloadResultTelemetryData
LTX-Video (distilled)1.09 frames/sestimatedEst.
Wan 2.2 5B (720p)0.1 frames/sestimatedEst.
How this estimate is derived. This card hasn’t been through our bench yet, so its numbers are anchored estimates, interpolated from the 51 first-party measured cards (Bandwidth Theil-Sen ladder off NVIDIA anchors × vendor factor (LLM ×0.85, diffusion ×0.5); realistic VRAM floors). The VRAM “won’t fit” gates are exact, since they’re pure capacity limits. Confidence: low. Estimates are replaced with measured data as more silicon goes through the bench. Full methodology →

AMD Radeon Pro W6800 specifications

ArchitectureRDNA 2
Stream processors3,840
VRAM32GB GDDR6
Memory bus256-bit
Memory bandwidth512 GB/s
Boost clock2,320 MHz
TDP250 W
Process7nm
InterfacePCIe 4.0 x16
Release date2021-06-08
Launch MSRP$2,249

Verdict, capable, but 32GB sets the ceiling

AMD Radeon Pro W6800 scores 5.5/100, #43 of 102. It ran 10 of 12; 2 exceeded its 32GB. Figures are anchored estimates, not measurements, we flag that on every row.

Relative performance: where the AMD Radeon Pro W6800 lands

100% = this card, AI & Machine Learning headline metric (AI Score). #14 of 20 desktop cards in this vertical.

GPURelative%AI Score
NVIDIA Quadro RTX 6000 (Turing)
135%7.4
NVIDIA RTX A5000
135%7.4
AMD Radeon Pro W7800
113%6.2
NVIDIA RTX 4500 Ada Generation
107%5.9
AMD Radeon Pro W6800
100%5.5
NVIDIA RTX A4500
93%5.1
NVIDIA RTX A4000
75%4.1
NVIDIA Quadro RTX 5000
64%3.5
NVIDIA RTX 2000 Ada Generation
56%3.1

← All AI & Machine Learning GPU rankings

What this card can build

Whole-job timings, composed from our measured per-model results on this card.

WorkflowTimeEnergyBasis
24-frame storyboard20.1 minn/aestimate, 0 of 2 stages measured
Full codebase review22.9 minn/aestimate, 0 of 1 stage measured
60-second AI short film28.8 minn/aestimate, 0 of 3 stages measured
6-panel comic page31.5 minn/aestimate, 0 of 3 stages measured
Character sheet, 12 poses39.4 minn/aestimate, 0 of 2 stages measured
10 short social clips90 minn/aestimate, 0 of 3 stages measured
40-product photo shoot2 h 20 minn/aestimate, 0 of 2 stages measured
100-photo restoration batch5 h 12 minn/aestimate, 0 of 1 stage measured

Can't run: 20 long-form articles (needs Llama 3.3 70B).