Radeon PRO W7800: 32GB VRAM — What Local LLMs Can It Run?
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The Radeon PRO W7800 has 32GB of GDDR6 ECC memory with 576 GB/s of bandwidth. No used-price data yet. At Q4 quantization it runs models up to 32B parameters at roughly 15 tokens/s.
Full Radeon PRO W7800 specifications
What LLMs can the Radeon PRO W7800 run?
One reference model per family (its main version)| Model | Q4_K_M | Q8_0 | FP16 | ||||||
|---|---|---|---|---|---|---|---|---|---|
| Fits | Speed t/s | Context | Fits | Speed t/s | Context | Fits | Speed t/s | Context | |
| DeepSeekDeepSeek R1 Qwen3 8B | ✓ | 52.7 | 128K | ✓ | 30.4 | 128K | ✓ | 16.8 | 32K |
| GemmaGemma 4 31B | ✓ | 13.2 | 8K | ✗ | — | — | ✗ | — | — |
| GLMGLM 4.7 Flash | ✓ | 93.9 | 128K | Offload | 20.8 | — | Offload | 11.6 | — |
| gpt-ossgpt-oss 20B | ✓ | 84.9 | 128K | ✓ | 55.9 | 128K | Offload | 8.8 | — |
| KimiKimi Linear 48B A3B | ✓ | 99.6 | 128K | Offload | 23.9 | — | Offload | 13.3 | — |
| LlamaLlama 3.1 8B | ✓ | 54.3 | 128K | ✓ | 31.2 | 128K | ✓ | 17.2 | 32K |
| MistralMistral 7B v0.3 | ✓ | 59.2 | 32K | ✓ | 34.2 | 32K | ✓ | 18.9 | 32K |
| QwenQwen3 8B | ✓ | 52.7 | 32K | ✓ | 30.4 | 32K | ✓ | 16.8 | 32K |
Fits when weights + KV cache + runtime overhead is at or below usable memory, single card. "Offload" on MoE models means it runs with expert weights in system RAM (only attention layers and KV cache stay in VRAM); that speed assumes 70 GB/s RAM bandwidth. The context column is the largest tier that fits.
Radeon PRO W7800 used price history
Not enough history to draw a chart yet — price tracking just started.
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FAQ
How much VRAM does the Radeon PRO W7800 have?
The Radeon PRO W7800 has 32GB of GDDR6 ECC memory with 576 GB/s of bandwidth.
Can the Radeon PRO W7800 run a 70B model?
Not on a single card. At Q4_K_M with an 8K context a 70B dense model needs about 43GB, more than the Radeon PRO W7800's 32GB.
How much does a used Radeon PRO W7800 cost?
No used-price data yet; it will appear here once the feed is live.