AMD · GPU · RDNA3 Pro

AMD Radeon Pro W7800 32GB — Benchmarks & Specs

32 GB VRAM260W TDP$2,499 MSRP2023

Short answer: the AMD Radeon Pro W7800 32GB generates 31.0 tokens/sec on qwen2.5:32b (Q6_K) under ollama in a single cited run, per MindStudio; there are too few comparable runs on file for a median. Its 32 GB of VRAM holds up to Gemma 3 27B at Q8_0 with an ~8K context, by the Will-It-Run matrix's sizing (24 of 27 models fit). A used eBay listing for it is $1,698.89, checked 2026-10-26 06:16 UTC (listings can end at any time).

Single cited run 31.0 tok/s qwen2.5:32b Q6_K, per MindStudio
Fits in 32 GB up to Gemma 3 27B at Q8_0 → at ~8K context; 24 of 27 models in the Will-It-Run matrix

View used on eBay — $1,698.89 → Search Amazon for the AMD Radeon Pro W7800 32GB →

Who should buy this instead: the AMD Radeon Pro W7800 32GB's 32 GB puts it in the 24 GB tier of the local-LLM GPU picks by VRAM (one card per tier, each with cited tok/s). If the models you run fit in 16 GB, compare the 16 GB pick. If they need more than 32 GB, start at the 48 GB+ pick.

AMD Radeon Pro W7800 32GB: verdict by use case

For the largest model in 32 GB: Gemma 3 27B at Q8_0 with an ~8K context; 24 of the 27 models in the Will-It-Run matrix fit. By the same sizing, 65-73B models at Q4 do not fit, so 70B-class work needs a card with more VRAM or CPU offload.
For gaming: 42 fps average in Unreal Engine 5 (PugetBench) at 1080p High, per Puget Systems.

Each verdict quotes a figure from a linked source or a row in the tables below. Where no cited figure exists for a use case, there is no verdict line for it.

Bottom line: how fast is the AMD Radeon Pro W7800 32GB?

At 1080p High, the AMD Radeon Pro W7800 32GB averages 42 fps in Unreal Engine 5 (PugetBench), per Puget Systems. For local LLM inference it generates 31.0 tokens/sec running qwen2.5:32b at Q6_K under ollama, per MindStudio. In Geekbench 6 Vulkan it scores 175,422 points, per Geekbench Browser. Its 32 GB of VRAM is the binding constraint for local inference: by capacity alone it should fit 32B-parameter models at Q4 without offloading to system RAM (estimated from VRAM capacity, not a measured run).

Every measured figure above is a row in the tables below, and each row links out to the review or public benchmark database the number was taken from; the model-size range is an estimate from VRAM capacity. SpecPicks aggregates published measurements; it does not report first-party benchmark runs.

eBay listing (Used): $1,698.89, checked 2026-10-26 06:16 UTC. eBay listings are third-party and can end at any time; as an eBay Partner Network member, SpecPicks may earn a commission.

Check what fits in 32 GB: by file size at each listed quantization, 24 of the 27 open-weight model files in the SpecPicks Will-It-Run matrix load entirely into the AMD Radeon Pro W7800 32GB's 32 GB while keeping at least 1.5 GB reserved for an ~8K context; the largest that fits, Gemma 3 27B (a 28.7 GB Q8_0 file per its Hugging Face listing), leaves roughly 3.3 GB free. Check a model in the Will-It-Run matrix →

What fits in the AMD Radeon Pro W7800 32GB's 32 GB, and what doesn't

6 of these 7 model files load whole into 32 GB with room for an ~8K context. A file fits when the card keeps at least 1.5 GB free after the weights; file sizes are the GGUF downloads on Hugging Face. Speeds are this card's single-user generation speed from cited community runs at the Q4-class file listed; a row with no cited run says so rather than estimating one.

Model	Quant	Fits in 32 GB?	Cited speed on this card
Llama 3.1 8B 4.9 GB file	Q4_K_M	Fits~27.1 GB left for context	No public measurement on file
Qwen3 14B 9 GB file	Q4_K_M	Fits~23 GB left for context	No public measurement on file
gpt-oss-20b 21B-A3.6B · 12.1 GB file	MXFP4	Fits~19.9 GB left for context	No public measurement on file
Qwen3 30B-A3B 18.6 GB file	Q4_K_M	Fits~13.4 GB left for context	No public measurement on file
Qwen3 32B 19.8 GB file	Q4_K_M	Fits~12.2 GB left for context	No public measurement on file
Gemma 3 27B 28.7 GB file	Q8_0	Fits~3.3 GB left for context	No public measurement on file
Llama 3.3 70B 42.5 GB file	Q4_K_M	Doesn't fit10.5 GB over; runs only with CPU offload	— (does not load into VRAM)

The AMD Radeon Pro W7800 32GB is a graphics card from the RDNA3 Pro family released in 2023 from AMD. Key on-paper specs include 32 GB of GDDR6 VRAM, 260W TDP. It launched with a $2,499 MSRP, though street prices typically diverge meaningfully from launch pricing. Data on this page draws on 13 synthetic benchmark results (top 10 shown), 3 community AI inference reports, 5 game frame-rate results, compiled from Puget Systems, MindStudio, PassMark, SiliconCat, Geekbench Browser, StorageReview, TopCPU.net, Windows Forum; each table row links to its source. Read this page when shopping the AMD Radeon Pro W7800 32GB, comparing it against other graphics cards in your build, or sizing it for a specific workload (gaming at 1080p/1440p/4K, synthetic benchmark scores, or local LLM inference).

Gaming Performance (reported FPS)

Average and 1% low frame rates by game, resolution, and quality preset. Bars are scaled against the fastest result on this page.

Gaming frame rates for the AMD Radeon Pro W7800 32GB by game, resolution, and quality preset. Rows from aggregator sites are estimates, not measured runs, dated by when SpecPicks fetched them. “1% low” is the frame-time floor that determines perceived smoothness. Each row links to its original review or benchmark database.
Game	Resolution	Settings	Avg FPS	1% low	Source
Call of Duty: Warzone	1080p	High	90 fps	—	SiliconCat 2026-09-15
Cyberpunk 2077	1440p	High	75 fps	—	SiliconCat 2026-09-15
Unreal Engine 5 (PugetBench)	1080p	High	42 fps	—	Puget Systems 2023-09
Unreal Engine 5 (PugetBench)	1080p	High (Lumen SW RT) RT on	30 fps	—	Puget Systems 2023-09
Unreal Engine 5 (PugetBench)	1080p	RT Ultra (HW RT) RT on	22 fps	—	Puget Systems 2023-09

AI Inference Performance

Tokens per second under each model + quantization. Higher = faster generation. Bars compare runs across the same model.

Local LLM inference throughput on the AMD Radeon Pro W7800 32GB, in generated tokens per second for a single request (one user's generation speed). Higher is better; each row links to the community report or benchmark database it came from.
Model	Quantization	Tokens/sec	VRAM used	Source
mistral:7b	q8_0 ollama	90.0 tok/s	—	MindStudio 2024-06
qwen2.5:32b	Q6_K ollama	31.0 tok/s	—	MindStudio 2024-06
deepseek-r1-distill-qwen:32b	q8_0 llama.cpp	19.1 tok/s	—	Windows Forum (AMD benchmark data via Tom's Hardware) 2025-03

Synthetic Benchmarks

Higher is better. Bars are scaled within each benchmark family (multi-thread, single-thread, etc.) so you can compare like-with-like at a glance.

Synthetic benchmark scores for the AMD Radeon Pro W7800 32GB — higher is better. Each row links to the public database the number was taken from. A benchmark listed more than once is separate published results, shown as published rather than averaged.
Benchmark	Score	Source
Geekbench 6 Vulkan	175,422 points	Geekbench Browser 2023-07
Geekbench 6 OpenCL	154,366 points	Geekbench Browser 2023-07
PassMark G3D Mark	27,300 points	PassMark (39 submitted samples) retrieved 2026-06-09
PassMark G3D Mark	27,212 points	PassMark Software retrieved 2026-04-30
PassMark GPU Compute	14,607 Ops/Sec	PassMark Software retrieved 2026-04-30
3DMark Time Spy	11,538 points	TopCPU.net (aggregated user submissions) retrieved 2026-06-09
3DMark Time Spy	10,604 points	SiliconCat 2023-09
Blender GPU Score	2,556 points	Puget Systems 2023-06-20
Blender Benchmark (Cycles) - Monster	1,268 samples/min	StorageReview 2023-09
PassMark G2D Mark	1,179 points	PassMark Software retrieved 2026-04-30

Full Specifications

TDP	260 W
VRAM	32 GB
Memory type	GDDR6

AMD Radeon Pro W7800 32GB — Frequently Asked Questions

What is the AMD Radeon Pro W7800 32GB best used for?

AMD Radeon Pro W7800 32GB is a 32 GB VRAM RDNA3 Pro-family workstation graphics card. Professional 3D modeling, CAD, rendering and simulation on certified drivers, plus local LLM inference in its large VRAM pool, are the headline use cases; the benchmark tables on this page place it within its generation.

When was the AMD Radeon Pro W7800 32GB released, and what was its launch MSRP?

AMD Radeon Pro W7800 32GB launched in 2023 at a $2,499 MSRP. Street prices drift from launch pricing over a product's life, so check the current listing before buying.

Where do the AMD Radeon Pro W7800 32GB benchmark numbers come from?

Each benchmark row on this page names its source (public benchmark databases such as TechPowerUp, PassMark, Geekbench and Cinebench, and community reports such as r/LocalLLaMA threads) and links to it, so every number can be checked against the original.

Can the AMD Radeon Pro W7800 32GB run local LLMs?

Yes — AI inference results for the AMD Radeon Pro W7800 32GB are on file; the AI Inference Performance section on this page lists model, quantization and tokens-per-second for each run. With 32 GB VRAM, 32B-parameter open-weight models fit at Q4 quantization.

Where can I buy the AMD Radeon Pro W7800 32GB?

SpecPicks has no verified listing of the AMD Radeon Pro W7800 32GB on file yet; the Amazon search link at the top of this page shows its current offers. SpecPicks earns a small affiliate commission on qualifying purchases.

Buying guides that rank the AMD Radeon Pro W7800 32GB's class

This page is the raw performance data. The guides below turn it into a ranked pick for a specific build.

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