AMD Radeon Pro W7800, AI & Machine Learning Benchmarks & Specs

32GB · AI Score 6.2/100 · anchored estimate vs 51 measured cards

6.2 AI Score Includes estimates

We have not run AMD Radeon Pro W7800 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 W7800 should deliver about 84.1 tokens/sec. Stepping up to Qwen3 32B it should hold roughly 20.2 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 1.73 it/s, and FLUX.1-dev at 0.29 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 4B130
Llama 3.1 8B84.1
Qwen2.5-Coder 14B44.1
Qwen3 32B20.2
WorkloadResultTelemetryData
Qwen3 4B130 tok/sestimatedEst.
Llama 3.1 8B84.1 tok/sestimatedEst.
Qwen2.5-Coder 14B44.1 tok/sestimatedEst.
Qwen3 32B20.2 tok/sestimatedEst.
Llama 3.3 70B✕ Won't fit VRAM-gated at this precisionEst.

Image Generation images/min 3

Stable Diffusion XL3.46
Z-Image Turbo1.95
FLUX.1 dev0.621
WorkloadResultTelemetryData
Stable Diffusion XL3.46 images/minestimatedEst.
Z-Image Turbo1.95 images/minestimatedEst.
FLUX.1 dev0.62 images/minestimatedEst.

Image Editing images/min 2

WorkloadResultTelemetryData
FLUX.1 Kontext dev0.34 images/minestimatedEst.
Qwen-Image-Edit✕ Won't fit VRAM-gated at this precisionEst.

Video Generation frames/s 2

WorkloadResultTelemetryData
LTX-Video (distilled)1.26 frames/sestimatedEst.
Wan 2.2 5B (720p)0.11 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 W7800 specifications

ArchitectureRDNA 3
Stream processors4,480
VRAM32GB GDDR6
Memory bus256-bit
Memory bandwidth576 GB/s
Boost clock2,499 MHz
TDP260 W
Process5nm / 6nm (chiplet)
InterfacePCIe 4.0 x16
Release date2023-04-13
Launch MSRP$2,499

Verdict, capable, but 32GB sets the ceiling

AMD Radeon Pro W7800 scores 6.2/100, #40 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 W7800 lands

100% = this card, AI & Machine Learning headline metric (AI Score). #12 of 20 desktop cards in this vertical.

GPURelative%AI Score
NVIDIA RTX A5500
123%7.6
NVIDIA RTX PRO 4000 Blackwell
123%7.6
NVIDIA Quadro RTX 6000 (Turing)
119%7.4
NVIDIA RTX A5000
119%7.4
AMD Radeon Pro W7800
100%6.2
NVIDIA RTX 4500 Ada Generation
95%5.9
AMD Radeon Pro W6800
89%5.5
NVIDIA RTX A4500
82%5.1
NVIDIA RTX A4000
66%4.1

← 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 storyboard13.5 minn/aestimate, 0 of 2 stages measured
Full codebase review22.7 minn/aestimate, 0 of 1 stage measured
60-second AI short film24.3 minn/aestimate, 0 of 3 stages measured
6-panel comic page27.7 minn/aestimate, 0 of 3 stages measured
Character sheet, 12 poses36.6 minn/aestimate, 0 of 2 stages measured
10 short social clips79.8 minn/aestimate, 0 of 3 stages measured
40-product photo shoot2 h 8 minn/aestimate, 0 of 2 stages measured
100-photo restoration batch4 h 52 minn/aestimate, 0 of 1 stage measured

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