GPU directory · Radeon RX · RDNA 2 · gfx1030
Cited, not measured on the local desktop
AMD Radeon RX 6950 XT / 6900 XT
16 GB gfx1030 RDNA 2 shared sheet for the RX 6950 XT and the RX 6900 XT. AMD 6950 XT product page: 16 GB GDDR6, 256-bit, up to 576 GB/s, 335 W typical board power. AMD 6900 XT product page: same 16 GB / 256-bit class at up to 16 Gbps / 512 GB/s and 300 W typical board power. Consumer RDNA 2 is unofficial on the current Radeon ROCm row the way W6800 is official. Vulkan llama.cpp stays first. House 35B Q4–Q6 files do not fit this VRAM on the calculator — expect RAM offload or a listed Q3 file, both estimates. Buy the R9700 when you want measured 32 GB recipes. Not a measured local desktop card.
If the app is not installed, packages are not published yet. There is no public download URL. Read the Stack Lab install notes . If Stack Lab is already running on this machine, open the local app .
How we test — Measured cells cite official amdai-bench/run@1 cards. Estimates stay labeled. Q3 is estimate-only. Q1/Q2 stay off.
Official identity
- Card
- AMD Radeon RX 6950 XT / 6900 XT
- gfx
- gfx1030
- Published VRAM
- 16 GB
- Hardware label, not a bench
- ROCm matrix
- Unofficial
- RDNA 2 consumer cards are not on the current Radeon official row the way W6800 is. Same gfx1030 LLVM target as the 6800 XT and the official 32 GB W6800. Community HIP/Vulkan paths exist. Prefer Vulkan llama.cpp if HIP is angry.
Cited support row: ROCm 10.1.0 compatibility matrix and Linux system requirements. We do not invent a support claim past that listing. AMD product page: RX 6950 XT.
HSA_OVERRIDE: Sometimes used (e.g. 10.3.0) when a build omits gfx1030. Unofficial. Prefer Vulkan llama.cpp if HIP is angry.
What fits on this card (256K context)
Shopper verdict at 4K, then follow the pair page for 32K and full context. Q4 and up. No printed prices.
| Model | Verdict |
|---|---|
| Qwen3.6-35B on RX 6950 XT | Fits with RAM offload |
| Qwen 3.8 Flash on RX 6950 XT | Fits with RAM offload |
| gpt-oss 20B on RX 6950 XT | Needs 2 GPUs |
| Gemma 3 27B on RX 6950 XT | Fits with RAM offload |
| Llama 3.3 70B on RX 6950 XT | Fits with RAM offload |
| GLM 5.3 Flash on RX 6950 XT | Fits with RAM offload |
| Qwen3.6 27B on RX 6950 XT | Fits with RAM offload |
| Qwen3.8 27B on RX 6950 XT | Fits with RAM offload |
What fits in VRAM
Qwen3.6-35B-A3B on llama.cpp, f16 KV, one GPU. Q6 / Q5 / Q4 rows are calculator estimates. UD-Q3_K_XL is a labeled estimate (Hugging Face listing for Qwen3.6-35B-A3B-UD-Q3_K_XL.gguf (16.8 GB)) — not a local desktop run. Speed stays not measured. Change quant or context in the calculator.
| Quant | Kind | Weights | 4K total | 32K total | Speed |
|---|---|---|---|---|---|
| Q6_K | Estimate | 26.7 GB | 27.7 GB Does not fit this GPU | 28.2 GB Does not fit this GPU | not measured |
| Q5_K_M | Estimate | 24.8 GB | 25.7 GB Does not fit this GPU | 26.2 GB Does not fit this GPU | not measured |
| Q4_K_M | Estimate | 19.8 GB | 20.6 GB Does not fit this GPU | 21.2 GB Does not fit this GPU | not measured |
| UD-Q3_K_XL | Q3 estimate | 15.6 GB | 16.4 GB Does not fit this GPU | 17.0 GB Does not fit this GPU | not measured |
Weights notes: Q6_K — Estimate: total_params × 6.56 bpw (nominal GGUF Q6_K; UD-Q6_K_XL uses the same bucket) / 8. Active params do not shrink the file. Q5_K_M — Hugging Face listing for Qwen3.6-35B-A3B-UD-Q5_K_XL.gguf (26.6 GB). Converted 26.6 × 10⁹ bytes → GiB. Not measured VRAM. Q4_K_M — Estimate: total_params × 4.85 bpw (nominal GGUF Q4_K_M) / 8. Active params do not shrink the file. UD-Q3_K_XL — Hugging Face listing for Qwen3.6-35B-A3B-UD-Q3_K_XL.gguf (16.8 GB). Converted 16.8 × 10⁹ bytes → GiB. Not measured VRAM.
System RAM
Minimum system RAM needed and RAM needed at full context for Qwen3.6-35B-A3B on llama.cpp at Q4_K_M, 32K selected and the model’s full context. Estimate until a first-party amdai-bench/run@1 card exists for this SKU. Rounded up to a real DIMM kit.
Minimum system RAM needed
32 GB kit
Estimate · 29.2 GiB raw · 32K context
RAM needed at full context
48 GB kit
Estimate · 33.6 GiB raw · 256K full context
Estimate. Offloaded weights + KV in RAM + runtime + OS/desktop + headroom, rounded up to a 32 GB DIMM kit.
Breakdown
- Offloaded weights ·
- 3.76 GiB
- Separable embed in RAM ·
- 0 GiB
- KV in RAM at selected ·
- 0.69 GiB
- KV in RAM at full context ·
- 5.06 GiB
- Runtime / backend ·
- 0.71 GiB
- OS / desktop baseline ·
- 8.00 GiB
- Headroom ·
- 16.0 GiB
llama.cpp-first stack
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Step 1
llama.cpp first
Vulkan is the consumer default on this site. HIP is unofficial on this gfx1030 consumer pair — the current Radeon official row lists W6800, not the 6950 XT or 6900 XT. Prefer Vulkan llama.cpp if HIP is angry. Ollama and vLLM are not the house path for these cards.
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Step 2
gfx1030 family package
gfx1030 is the same LLVM target as the official 32 GB W6800 and the 16 GB 6800 XT. Do not mix a gfx110x (7900 / 7800 / 7700 / 7600) or gfx1201 (R9700 / 9070) install. Re-check the cited matrix before you install.
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Step 3
6950 XT and 6900 XT are both 16 GB
AMD 6950 XT product page: 16 GB GDDR6, 256-bit, up to 576 GB/s, 335 W typical board power. AMD 6900 XT product page: 16 GB GDDR6, 256-bit, up to 512 GB/s, 300 W typical board power. Calculator bandwidth on this sheet is the 6950 XT figure. House 35B Q4–Q6 files do not fit this VRAM — expect RAM offload or a lighter listed Q3 file, both estimates. The 32 GB W6800 is a different listing.
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Step 4
Setup, then Stack Lab doctor
First-run setup is Ubuntu. Open Stack Lab doctor for the install family rocminfo actually prints. House daily and Flash profiles are R9700 / local desktop — they do not apply to this 16 GB pair. Packages are not published yet.
Compare with…
Head-to-head pages use the same VRAM, bandwidth, and calculator fit already on the sheets. Q3 is a labeled estimate. No invented prices. RX 6950 XT against the other published sheets:
Also: PRO W7700 · PRO W7800 · PRO W7900 · R9700 · RX 6700 XT · RX 7600 · RX 7600 XT · RX 7700 XT · RX 7800 XT · RX 7900 GRE · RX 7900 XT · RX 7900 XTX · RX 9060 XT · RX 9070 · RX 9070 GRE · RX 9070 XT · Strix Halo
Check price · no live or invented prices
AMD Radeon RX 6950 XT
16 GB RDNA 2 6950 XT listing. The 6900 XT is a different 16 GB SKU on the same sheet. No live or invented price.
- Amazon: check price
- Newegg: check price
- B&H Photo: check price
- Micro Center: check price
- AMD Store: check price
Return terms vary by seller and item. Newegg's Hassle-Free page covers only Sold-and-Shipped-by-Newegg listings; marketplace items use the seller's policy. See the listing's Warranty & Returns tab.
Check price · no live or invented prices
AMD Radeon RX 6900 XT
16 GB RDNA 2 6900 XT listing. Shared sheet with the 6950 XT. No live or invented price.
- Amazon: check price
- Newegg: check price
- B&H Photo: check price
- Micro Center: check price
- AMD Store: check price
Return terms vary by seller and item. Newegg's Hassle-Free page covers only Sold-and-Shipped-by-Newegg listings; marketplace items use the seller's policy. See the listing's Warranty & Returns tab.
As an Amazon Associate I earn from qualifying purchases. Some Newegg links use Rakuten Advertising and some B&H links use B&H’s affiliate program when those IDs are configured. Micro Center and AMD Store links are plain “also available at” links — no tracking. Buttons say “Check price” and never invent or live-quote a price. Full disclosure.
Configurations we have
No first-party amdai-bench/run@1 card exists for either SKU. llama.cpp first. Empty cells stay empty. Fit numbers on this page are calculator estimates. Shopper RAM lines stay Minimum system RAM needed and RAM needed at full context — labeled estimate until measured.
No tested recipe yet — contribute. This pair stays listed so the gap is visible.