PRO W6800 (32 GB) × Gemma 3 27B. Shopper file is Q4_K_M at 256K. Calculator verdict: needs 2 gpus. llama.cpp first (Vulkan, then HIP). Q3 is a labeled estimate, not a house pick. Measured decode appears only where a local desktop card already exists. We do not invent a price.
How we test
— Measured cells cite official amdai-bench/run@1 cards. Estimates stay labeled. Q3 is estimate-only. Q1/Q2 stay off.
Q6 / Q5 / Q4 plus a Q3 estimate
Weights are official GGUF listings when the model page has them. Totals include KV at f16.
1-GPU and 2-GPU columns use the same calculator as
this share URL.
Gemma 3 27B on PRO W6800 fit table
Quant
Weights
1× 4K
1× 32K
1× 125K
2× 4K
2× 32K
2× 125K
Speed
Q6_K
Estimate
20.6 GB
Hugging Face LFS size for unsloth/gemma-3-27b-it-GGUF gemma-3-27b-it-Q6_K.gguf (22.17 GB)
Fits in VRAM (estimate)
22.3 GB
Fits in VRAM (estimate)
24.5 GB
Tight — little desktop headroom
31.9 GB
Fits in VRAM (estimate)
11.1 GB/GPU
Fits in VRAM (estimate)
12.3 GB/GPU
Fits in VRAM (estimate)
15.9 GB/GPU
not measured yet
No official local desktop cell for this model × card. Empty stays not measured yet.
When the file does not stay in 32 GB VRAM, the spill is system RAM.
Shopper lines stay Minimum system RAM needed and
RAM needed at full context
for Q4_K_M on this card. Estimate unless a measured R9700 card overlays the kit.
Minimum system RAM needed
32 GB kit
Estimate · 29.0 GiB raw · 256K context
RAM needed at full context
32 GB kit
Estimate · 24.6 GiB raw · 8K full context
Estimate. Offloaded weights + KV in RAM + runtime + OS/desktop + headroom, rounded up to a 32 GB DIMM kit.
Breakdown
Offloaded weights ·
0 GiB
Separable embed in RAM ·
0 GiB
KV in RAM at selected ·
4.02 GiB
KV in RAM at full context ·
0 GiB
Runtime / backend ·
0.94 GiB
OS / desktop baseline ·
8.00 GiB
Headroom ·
16.0 GiB
llama.cpp launch
Vulkan first, then ROCm/HIP. Copy a house recipe when one exists.
llama.cpp
stays first. Strata / vLLM stay on
/backends.
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.
FAQ
Can PRO W6800 run Gemma 3 27B?
Needs 2 GPUs on the calculator at the shopper Q4_K_M file and 256K. Q6 / Q5 / Q4 are listed. Q3_K_M is a labeled estimate. llama.cpp first.
Prefer the shopper Q4_K_M file when it still fits. Q6 / Q5 / Q4 are the listed shopper steps. Q3_K_M is a labeled estimate — not a house pick. Q1/Q2 stay off.
Measured decode is only the official local desktop 35B llama.cpp Vulkan sweep on one or two R9700s. Every other model × card stays not measured yet. Record a card with amdai-bench.
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
.
Email only — no account. Double opt-in. About once a week, and only when run cards, guides, ROCm problems, or Stack Lab actually changed. Not a daily drip.
Issues may include one labeled Sponsored mention.
Slots and rates:
Sponsor.