Models · Daily driver on one R9700

Qwen3.6-35B-A3B

the house daily driver: Unsloth UD-Q5_K_XL on llama.cpp Vulkan, one R9700, 262K, f16 KV. Every tok/s and measured GB comes from official amdai-bench/run@1 cards. Empty cells stay contribute. Q3 is a labeled estimate.

How we test — Measured cells cite official amdai-bench/run@1 cards. Estimates stay labeled. Q3 is estimate-only. Q1/Q2 stay off.

Official model card

Parameters
35B total
Active 3B active
Context
262,144 tokens
From the official card
License
On the official Hugging Face card
AMDai does not reprint a license string that is not already cited on this site. Read the license on the model’s own card.
Recommended
UD-Q5_K_XL
256K · llama.cpp

Official card: 35B total / 3B active, 40 layers, 10 full-attention (GQA 2×256). Only those 10 layers grow a token-length KV cache. The other 30 hold a fixed linear-attention state.

Official card: Qwen/Qwen3.6-35B-A3B · GGUF: unsloth/Qwen3.6-35B-A3B-GGUF. Abliterated derivatives are educational only — read /abliterated, never the default on this page.

System RAM

Kit sizes are real DIMM steps. Measured peaks come from run cards when we have them; otherwise the line is an estimate. Wherever RAM offload appears, both shopper labels stay on the page.

Daily driver · 35B llama.cpp · 262K

Minimum system RAM needed

42.9 GB

Measured · 42.9 GiB raw · 256K context

local-desktop-20261012-2314-35b-udq5kxl-1gpu-256k-llamacpp-f16

RAM needed at full context

42.9 GB

Measured · 42.9 GiB raw · 256K full context

local-desktop-20261012-2314-35b-udq5kxl-1gpu-256k-llamacpp-f16

Measured peak system RAM on the local desktop: 42.9 GB (Linux GiB labeled GB). Measured, pending re-verify after RAM fix.

Breakdown
Offloaded weights ·
0 GiB
Separable embed in RAM ·
0 GiB
KV in RAM at selected ·
0 GiB
KV in RAM at full context ·
0 GiB
Runtime / backend ·
0.85 GiB
OS / desktop baseline ·
8.00 GiB
Headroom ·
16.0 GiB

Q3 estimate · Qwen3.6-35B-A3B

Minimum system RAM needed

32 GB kit

Estimate · 24.6 GiB raw · 4K context

RAM needed at full context

32 GB kit

Estimate · 24.7 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 ·
0 GiB
Separable embed in RAM ·
0 GiB
KV in RAM at selected ·
0 GiB
KV in RAM at full context ·
0 GiB
Runtime / backend ·
0.64 GiB
OS / desktop baseline ·
8.00 GiB
Headroom ·
16.0 GiB

Speeds

Measured cells cite official amdai-bench/run@1 cards. Empty cells stay contribute.

Configuration table

Q6 / Q5 / Q4, plus Q3 as a labeled estimate. 1 GPU and 2 GPU. Decode, prefill, peak VRAM per card, VRAM total, and peak system RAM come from amdai-bench/run@1 cards when a cell is measured. A null field stays not on the card. Untested cells say no data — contribute . Q1 and Q2 stay off.

Qwen3.6-35B-A3B configurations. Measured cells cite run cards. Q3 is a labeled estimate unless a card exists.
Quant GPUs Context Decode Prefill VRAM / card VRAM total System RAM Source
UD-Q5_K_XL 1 · single short 102.39 tok/s 2761.6 tok/s 25.45 GB 25.97 GB 37.32 GB local-desktop-20261012-2311-35b-udq5kxl-1gpu-4k-llamacpp-f16
UD-Q5_K_XL 1 · single 32K 90.52 tok/s 1937.9 tok/s 26.16 GB 26.7 GB 37.83 GB local-desktop-20261012-2312-35b-udq5kxl-1gpu-32k-llamacpp-f16
UD-Q5_K_XL 1 · single 128K 66.43 tok/s 942.8 tok/s 28.22 GB 28.82 GB 40.18 GB local-desktop-20261012-2312-35b-udq5kxl-1gpu-128k-llamacpp-f16
UD-Q5_K_XL 1 · single 256K 44.4 tok/s 519.2 tok/s 28.73 GB 29.34 GB 42.9 GB local-desktop-20261012-2314-35b-udq5kxl-1gpu-256k-llamacpp-f16
UD-Q5_K_XL 2 · split short 82.78 tok/s 2637.3 tok/s 13.28 / 13.11 GB 26.39 GB 37.6 GB local-desktop-20261012-2319-35b-udq5kxl-2gpu-4k-llamacpp-f16
UD-Q5_K_XL 2 · split 32K 74.8 tok/s 1916 tok/s 13.77 / 13.64 GB 27.41 GB 38.16 GB local-desktop-20261012-2319-35b-udq5kxl-2gpu-32k-llamacpp-f16
UD-Q5_K_XL 2 · split 128K 57.94 tok/s 1071.1 tok/s 15.47 / 15.48 GB 30.94 GB 41.02 GB local-desktop-20261012-2320-35b-udq5kxl-2gpu-128k-llamacpp-f16
UD-Q5_K_XL 2 · split 256K 42.03 tok/s 671.7 tok/s 17.8 / 17.99 GB 35.74 GB 44.71 GB local-desktop-20261012-2321-35b-udq5kxl-2gpu-256k-llamacpp-f16
Q5_K_M 1 · single short 109.73 tok/s 2710.8 tok/s 24.16 GB 24.68 GB 35.83 GB local-desktop-20261012-2327-35b-q5km-1gpu-4k-llamacpp-f16
Q5_K_M 1 · single 32K 96.21 tok/s 1902.6 tok/s 24.87 GB 25.39 GB 36.46 GB local-desktop-20261012-2327-35b-q5km-1gpu-32k-llamacpp-f16
Q5_K_M 1 · single 128K 69.64 tok/s 940.3 tok/s 26.93 GB 27.43 GB 38.65 GB local-desktop-20261012-2328-35b-q5km-1gpu-128k-llamacpp-f16
Q5_K_M 1 · single 256K 40.54 tok/s 541.7 tok/s 28.56 GB 29.15 GB 42.79 GB local-desktop-20261012-2329-35b-q5km-1gpu-256k-llamacpp-f16
Q5_K_M 2 · split short 88.19 tok/s 2647.2 tok/s 12.71 / 12.41 GB 25.13 GB 37.17 GB local-desktop-20261012-2334-35b-q5km-2gpu-4k-llamacpp-f16
Q5_K_M 2 · split 32K 78.91 tok/s 1920.9 tok/s 13.2 / 12.95 GB 26.13 GB 37.8 GB local-desktop-20261012-2335-35b-q5km-2gpu-32k-llamacpp-f16
Q5_K_M 2 · split 128K 59.86 tok/s 1067.3 tok/s 14.98 / 14.79 GB 29.76 GB 40.73 GB local-desktop-20261012-2335-35b-q5km-2gpu-128k-llamacpp-f16
Q5_K_M 2 · split 256K 42.33 tok/s 664.6 tok/s 17.45 / 17.3 GB 34.54 GB 46.21 GB local-desktop-20261012-2337-35b-q5km-2gpu-256k-llamacpp-f16
Q4_K_M 1 · single short 117.69 tok/s 2733.9 tok/s 20.84 GB 21.43 GB 33.74 GB local-desktop-20261012-2341-35b-q4km-1gpu-4k-llamacpp-f16
Q4_K_M 1 · single 32K 101.88 tok/s 1902.1 tok/s 21.55 GB 22.17 GB 34.58 GB local-desktop-20261012-2342-35b-q4km-1gpu-32k-llamacpp-f16
Q4_K_M 1 · single 128K 72.48 tok/s 942.1 tok/s 23.61 GB 24.27 GB 36.5 GB local-desktop-20261012-2342-35b-q4km-1gpu-128k-llamacpp-f16
Q4_K_M 1 · single 256K 47.77 tok/s 558.5 tok/s 26.36 GB 27.03 GB 39.05 GB local-desktop-20261012-2344-35b-q4km-1gpu-256k-llamacpp-f16
Q4_K_M 2 · split short 93.28 tok/s 2660.4 tok/s 10.83 / 10.85 GB 21.69 GB 33.74 GB local-desktop-20261012-2349-35b-q4km-2gpu-4k-llamacpp-f16
Q4_K_M 2 · split 32K 82.57 tok/s 1933.1 tok/s 11.34 / 11.39 GB 22.72 GB 34.39 GB local-desktop-20261012-2349-35b-q4km-2gpu-32k-llamacpp-f16
Q4_K_M 2 · split 128K 62.12 tok/s 1078.4 tok/s 13.03 / 13.23 GB 26.26 GB 38.04 GB local-desktop-20261012-2349-35b-q4km-2gpu-128k-llamacpp-f16
Q4_K_M 2 · split 256K 42.88 tok/s 673 tok/s 15.28 / 15.74 GB 31.02 GB 40.84 GB local-desktop-20261012-2351-35b-q4km-2gpu-256k-llamacpp-f16
Q6_K 1 · single short 103.23 tok/s 2623.6 tok/s 28.78 GB 29.26 GB 40.15 GB local-desktop-20261012-2355-35b-q6k-1gpu-4k-llamacpp-f16
Q6_K 1 · single 32K 71.19 tok/s 1683 tok/s 28.68 GB 29.17 GB 44.01 GB local-desktop-20261012-2356-35b-q6k-1gpu-32k-llamacpp-f16 Partly offloaded to DDR5 on 1 GPU
Q6_K 1 · single 128K 54.51 tok/s 800.3 tok/s 28.78 GB 29.25 GB 45.43 GB local-desktop-20261012-2356-35b-q6k-1gpu-128k-llamacpp-f16 Partly offloaded to DDR5 on 1 GPU
Q6_K 1 · single 256K 37.78 tok/s 471.6 tok/s 28.81 GB 29.3 GB 43.69 GB local-desktop-20261012-2358-35b-q6k-1gpu-256k-llamacpp-f16 Partly offloaded to DDR5 on 1 GPU
Q6_K 2 · split short 83.5 tok/s 2572.1 tok/s 15.01 / 14.63 GB 29.64 GB 38.22 GB local-desktop-20261013-0005-35b-q6k-2gpu-4k-llamacpp-f16
Q6_K 2 · split 32K 75.43 tok/s 1890.7 tok/s 15.5 / 15.16 GB 30.66 GB 38.98 GB local-desktop-20261013-0005-35b-q6k-2gpu-32k-llamacpp-f16 Partly offloaded to DDR5 on 1 GPU
Q6_K 2 · split 128K 58.04 tok/s 1059.7 tok/s 17.21 / 17 GB 34.21 GB 41.41 GB local-desktop-20261013-0005-35b-q6k-2gpu-128k-llamacpp-f16 Partly offloaded to DDR5 on 1 GPU
Q6_K 2 · split 256K 42.2 tok/s 666.2 tok/s 19.46 / 19.51 GB 38.96 GB 45.15 GB local-desktop-20261013-0007-35b-q6k-2gpu-256k-llamacpp-f16 Partly offloaded to DDR5 on 1 GPU
UD-Q3_K_XL estimate 1 · single short no data — contribute no data — contribute 30.7 GB (estimate) 30.7 GB (estimate) 32 GB kit (estimate) Calculator Hugging Face listing for Qwen3.6-35B-A3B-UD-Q3_K_XL.gguf (16.8 GB). Q3 is an option labeled estimate — not a local desktop run.
UD-Q3_K_XL estimate 1 · single 32K no data — contribute no data — contribute 30.7 GB (estimate) 30.7 GB (estimate) 32 GB kit (estimate) Calculator Hugging Face listing for Qwen3.6-35B-A3B-UD-Q3_K_XL.gguf (16.8 GB). Q3 is an option labeled estimate — not a local desktop run.
UD-Q3_K_XL estimate 1 · single 128K no data — contribute no data — contribute 30.7 GB (estimate) 30.7 GB (estimate) 32 GB kit (estimate) Calculator Hugging Face listing for Qwen3.6-35B-A3B-UD-Q3_K_XL.gguf (16.8 GB). Q3 is an option labeled estimate — not a local desktop run.
UD-Q3_K_XL estimate 1 · single 256K no data — contribute no data — contribute 30.7 GB (estimate) 30.7 GB (estimate) 32 GB kit (estimate) Calculator Hugging Face listing for Qwen3.6-35B-A3B-UD-Q3_K_XL.gguf (16.8 GB). Q3 is an option labeled estimate — not a local desktop run.
UD-Q3_K_XL estimate 2 · split short no data — contribute no data — contribute 15.3 GB (estimate) 30.7 GB (estimate) 32 GB kit (estimate) Calculator Hugging Face listing for Qwen3.6-35B-A3B-UD-Q3_K_XL.gguf (16.8 GB). Q3 is an option labeled estimate — not a local desktop run.
UD-Q3_K_XL estimate 2 · split 32K no data — contribute no data — contribute 15.3 GB (estimate) 30.7 GB (estimate) 32 GB kit (estimate) Calculator Hugging Face listing for Qwen3.6-35B-A3B-UD-Q3_K_XL.gguf (16.8 GB). Q3 is an option labeled estimate — not a local desktop run.
UD-Q3_K_XL estimate 2 · split 128K no data — contribute no data — contribute 15.3 GB (estimate) 30.7 GB (estimate) 32 GB kit (estimate) Calculator Hugging Face listing for Qwen3.6-35B-A3B-UD-Q3_K_XL.gguf (16.8 GB). Q3 is an option labeled estimate — not a local desktop run.
UD-Q3_K_XL estimate 2 · split 256K no data — contribute no data — contribute 15.3 GB (estimate) 30.7 GB (estimate) 32 GB kit (estimate) Calculator Hugging Face listing for Qwen3.6-35B-A3B-UD-Q3_K_XL.gguf (16.8 GB). Q3 is an option labeled estimate — not a local desktop run.

Launch commands

llama.cpp first. Strata only where this site already documents it. Flags marked on the recipe stay shape-only. Recommended context is 256K.

Open in Stack Lab

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 .

llama.cpp · UD-Q5_K_XL · 256K

llama.cpp

llama.cpp · Vulkan flags not recorded

# Shape only — exact flags TODO on stacks.
./build-vk/bin/llama-server \
  -m ~/models/Qwen3.6-35B-A3B-UD-Q5_K_XL.gguf \
  -ngl 99 \
  -c 262144 \
  --cache-type-k f16 \
  --cache-type-v f16 \
  --host 127.0.0.1 --port 8080

Full recipe · Calculator

llama.cpp · UD-Q5_K_XL · 32K

llama.cpp

llama.cpp · Vulkan flags not recorded

# Shape only — exact flags TODO on stacks.
./build-vk/bin/llama-server \
  -m ~/models/Qwen3.6-35B-A3B-UD-Q5_K_XL.gguf \
  -ngl 99 \
  -c 32768 \
  --cache-type-k f16 \
  --cache-type-v f16 \
  --host 127.0.0.1 --port 8080

Full recipe · Calculator

llama.cpp · Q4_K_M · short

llama.cpp

llama.cpp · Vulkan flags not recorded

# Shape only — exact flags TODO on stacks.
./build-vk/bin/llama-server \
  -m ~/models/Qwen3.6-35B-A3B-Q4_K_M.gguf \
  -ngl 99 \
  -c 4096 \
  --cache-type-k f16 \
  --cache-type-v f16 \
  --host 127.0.0.1 --port 8080

Full recipe · Calculator

llama.cpp · Q5_K_M · short

llama.cpp

llama.cpp · Vulkan flags not recorded

# Shape only — exact flags TODO on stacks.
./build-vk/bin/llama-server \
  -m ~/models/Qwen3.6-35B-A3B-Q5_K_M.gguf \
  -ngl 99 \
  -c 4096 \
  --cache-type-k f16 \
  --cache-type-v f16 \
  --host 127.0.0.1 --port 8080

Full recipe · Calculator

llama.cpp · UD-Q5_K_XL · short

llama.cpp

llama.cpp · Vulkan flags not recorded

# Shape only — exact flags TODO on stacks.
./build-vk/bin/llama-server \
  -m ~/models/Qwen3.6-35B-A3B-UD-Q5_K_XL.gguf \
  -ngl 99 \
  -c 4096 \
  --cache-type-k f16 \
  --cache-type-v f16 \
  --host 127.0.0.1 --port 8080

Full recipe · Calculator

Fit by GPU

Calculator VRAM at the shopper quant, 1 GPU and 2 GPUs (split). The R9700 35B one-card badge is the measured card; other SKUs stay estimates. Speed is not invented here. Offload rows still show both RAM labels on this page.

Qwen3.6-35B-A3B calculator fit on cited /gpus sheets. 1 GPU and 2 GPU. Estimates unless marked measured.
GPU 1 GPU 2 GPU
Can R9700 run Qwen3.6-35B-A3B? R9700 sheet · Measured card Fits in VRAM (estimate) 25.7 GB measured card Fits in VRAM (estimate) 25.7 GB estimate
Can PRO W7900 run Qwen3.6-35B-A3B? PRO W7900 sheet · Estimate Fits in VRAM (estimate) 25.7 GB estimate Fits in VRAM (estimate) 25.7 GB estimate
Can PRO W7800 run Qwen3.6-35B-A3B? PRO W7800 sheet · Estimate Fits in VRAM (estimate) 25.7 GB estimate Fits in VRAM (estimate) 25.7 GB estimate
Can PRO W7700 run Qwen3.6-35B-A3B? PRO W7700 sheet · Estimate Does not fit this GPU 25.7 GB estimate Fits in VRAM (estimate) 25.7 GB estimate
Can PRO W6800 run Qwen3.6-35B-A3B? PRO W6800 sheet · Estimate Fits in VRAM (estimate) 25.7 GB estimate Fits in VRAM (estimate) 25.7 GB estimate
Can RX 7900 XTX run Qwen3.6-35B-A3B? RX 7900 XTX sheet · Estimate Does not fit this GPU 25.7 GB estimate Fits in VRAM (estimate) 25.7 GB estimate
Can RX 7900 XT run Qwen3.6-35B-A3B? RX 7900 XT sheet · Estimate Does not fit this GPU 25.7 GB estimate Fits in VRAM (estimate) 25.7 GB estimate
Can RX 9070 XT run Qwen3.6-35B-A3B? RX 9070 XT sheet · Estimate Does not fit this GPU 25.7 GB estimate Fits in VRAM (estimate) 25.7 GB estimate
Can RX 9070 run Qwen3.6-35B-A3B? RX 9070 sheet · Estimate Does not fit this GPU 25.7 GB estimate Fits in VRAM (estimate) 25.7 GB estimate
Can RX 9070 GRE run Qwen3.6-35B-A3B? RX 9070 GRE sheet · Estimate Does not fit this GPU 25.7 GB estimate Does not fit this GPU 25.7 GB estimate
Can RX 9060 XT run Qwen3.6-35B-A3B? RX 9060 XT sheet · Estimate Does not fit this GPU 25.7 GB estimate Fits in VRAM (estimate) 25.7 GB estimate
Can RX 7900 GRE run Qwen3.6-35B-A3B? RX 7900 GRE sheet · Estimate Does not fit this GPU 25.7 GB estimate Fits in VRAM (estimate) 25.7 GB estimate
Can RX 7800 XT run Qwen3.6-35B-A3B? RX 7800 XT sheet · Estimate Does not fit this GPU 25.7 GB estimate Fits in VRAM (estimate) 25.7 GB estimate
Can RX 7700 XT run Qwen3.6-35B-A3B? RX 7700 XT sheet · Estimate Does not fit this GPU 25.7 GB estimate Does not fit this GPU 25.7 GB estimate
Can RX 7600 XT run Qwen3.6-35B-A3B? RX 7600 XT sheet · Estimate Does not fit this GPU 25.7 GB estimate Fits in VRAM (estimate) 25.7 GB estimate
Can RX 7600 run Qwen3.6-35B-A3B? RX 7600 sheet · Estimate Does not fit this GPU 25.7 GB estimate Does not fit this GPU 25.7 GB estimate
Can RX 6800 XT run Qwen3.6-35B-A3B? RX 6800 XT sheet · Estimate Does not fit this GPU 25.7 GB estimate Fits in VRAM (estimate) 25.7 GB estimate
Can RX 6950 XT run Qwen3.6-35B-A3B? RX 6950 XT sheet · Estimate Does not fit this GPU 25.7 GB estimate Fits in VRAM (estimate) 25.7 GB estimate
Can RX 6700 XT run Qwen3.6-35B-A3B? RX 6700 XT sheet · Estimate Does not fit this GPU 25.7 GB estimate Does not fit this GPU 25.7 GB estimate
Can Strix Halo run Qwen3.6-35B-A3B? Strix Halo sheet · Estimate Fits in VRAM (estimate) 25.7 GB estimate Fits in VRAM (estimate) 25.7 GB estimate

Compare with…

Head-to-head pages use the same sizes, cited context, and calculator fit already on the model pages. Q3 is a labeled estimate. No invented prices. Qwen3.6-35B against the other cited /models pages:

Also: Qwen3.8 27B

Recipes

Launch recipes for this card. Decode cells stay empty until a sourced run exists.
Model Setup Backend Quant Ctx Decode Evidence
Qwen3.6-35B-A3B Qwen3.6-35B-A3B-Q4_K_M.gguf 1× r9700 llama.cpp vulkan Q4_K_M short 117.69 Tested on our rig
Qwen3.6-35B-A3B Qwen3.6-35B-A3B-Q5_K_M.gguf 1× r9700 llama.cpp vulkan Q5_K_M short 109.73 Tested on our rig
Qwen3.6-35B-A3B Qwen3.6-35B-A3B-UD-Q5_K_XL.gguf 1× r9700 llama.cpp vulkan UD-Q5_K_XL 256K 44.4 Tested on our rig
Qwen3.6-35B-A3B Qwen3.6-35B-A3B-UD-Q5_K_XL.gguf 1× r9700 llama.cpp vulkan UD-Q5_K_XL 32K 90.52 Tested on our rig
Qwen3.6-35B-A3B Qwen3.6-35B-A3B-UD-Q5_K_XL.gguf 1× r9700 llama.cpp vulkan UD-Q5_K_XL short 102.39 Tested on our rig

Official run cards

Measured cells come from verified amdai-bench/run@1 cards credited to the submitter.

amdai-bench/run@1 · single · short

Qwen3.6-35B-A3B · UD-Q5_K_XL

llama.cpp llama.cpp c060ca974 (build 10603, 2026-08-23) Vulkan; cmake Release GGML_VULKAN=ON GGML_NATIVE=ON GGML_OPENMP=ON · 1 GPU · 4,096 tokens

Measured Verified pending re-verify after RAM fix

Credited to AMDai @amdai · local-desktop verified submitter

2026-10-12T23:11:50-05:00

Prefill
2761.6 tok/s
Decode
102.39 tok/s
Aggregate
not measured
Peak VRAM
25.45 GB/GPU · 25.97 GB total
Peak system RAM
37.32 GB
Errors · duration
0 · 9 s

VRAM sampled every 1 s via amdgpu mem_info_vram_used; Vulkan0 (display) includes desktop baseline ~0.5 GB · DDR5 = MemTotal-MemAvailable + resident page cache of the model files (mincore), 1 s samples; GB = GiB · RAM at DDR5-5200: one transient bad read in 10 earlier sha256 passes; sanity prompt cross-checked · Measured, pending re-verify after RAM fix. DDR5-5200 later proved unstable; a kernel oops at 00:14 CT aborted the sweep. All 33 cards predate the oops. Each card already notes one transient bad read in earlier sha256 passes.

Full card · launch command

amdai-bench/run@1 · single · 32K

Qwen3.6-35B-A3B · UD-Q5_K_XL

llama.cpp llama.cpp c060ca974 (build 10603, 2026-08-23) Vulkan; cmake Release GGML_VULKAN=ON GGML_NATIVE=ON GGML_OPENMP=ON · 1 GPU · 32,768 tokens

Measured Verified pending re-verify after RAM fix

Credited to AMDai @amdai · local-desktop verified submitter

2026-10-12T23:12:00-05:00

Prefill
1937.9 tok/s
Decode
90.52 tok/s
Aggregate
not measured
Peak VRAM
26.16 GB/GPU · 26.7 GB total
Peak system RAM
37.83 GB
Errors · duration
0 · 23 s

VRAM sampled every 1 s via amdgpu mem_info_vram_used; Vulkan0 (display) includes desktop baseline ~0.5 GB · DDR5 = MemTotal-MemAvailable + resident page cache of the model files (mincore), 1 s samples; GB = GiB · RAM at DDR5-5200: one transient bad read in 10 earlier sha256 passes; sanity prompt cross-checked · Measured, pending re-verify after RAM fix. DDR5-5200 later proved unstable; a kernel oops at 00:14 CT aborted the sweep. All 33 cards predate the oops. Each card already notes one transient bad read in earlier sha256 passes.

Full card · launch command

amdai-bench/run@1 · single · 128K

Qwen3.6-35B-A3B · UD-Q5_K_XL

llama.cpp llama.cpp c060ca974 (build 10603, 2026-08-23) Vulkan; cmake Release GGML_VULKAN=ON GGML_NATIVE=ON GGML_OPENMP=ON · 1 GPU · 131,072 tokens

Measured Verified pending re-verify after RAM fix

Credited to AMDai @amdai · local-desktop verified submitter

2026-10-12T23:12:23-05:00

Prefill
942.8 tok/s
Decode
66.43 tok/s
Aggregate
not measured
Peak VRAM
28.22 GB/GPU · 28.82 GB total
Peak system RAM
40.18 GB
Errors · duration
0 · 103 s

VRAM sampled every 1 s via amdgpu mem_info_vram_used; Vulkan0 (display) includes desktop baseline ~0.5 GB · DDR5 = MemTotal-MemAvailable + resident page cache of the model files (mincore), 1 s samples; GB = GiB · RAM at DDR5-5200: one transient bad read in 10 earlier sha256 passes; sanity prompt cross-checked · Measured, pending re-verify after RAM fix. DDR5-5200 later proved unstable; a kernel oops at 00:14 CT aborted the sweep. All 33 cards predate the oops. Each card already notes one transient bad read in earlier sha256 passes.

Full card · launch command

amdai-bench/run@1 · single · 256K

Qwen3.6-35B-A3B · UD-Q5_K_XL

llama.cpp llama.cpp c060ca974 (build 10603, 2026-08-23) Vulkan; cmake Release GGML_VULKAN=ON GGML_NATIVE=ON GGML_OPENMP=ON · 1 GPU · 262,144 tokens

Measured Verified pending re-verify after RAM fix

Credited to AMDai @amdai · local-desktop verified submitter

2026-10-12T23:14:07-05:00

Prefill
519.2 tok/s
Decode
44.4 tok/s
Aggregate
not measured
Peak VRAM
28.73 GB/GPU · 29.34 GB total
Peak system RAM
42.9 GB
Errors · duration
0 · 330 s

VRAM sampled every 1 s via amdgpu mem_info_vram_used; Vulkan0 (display) includes desktop baseline ~0.5 GB · DDR5 = MemTotal-MemAvailable + resident page cache of the model files (mincore), 1 s samples; GB = GiB · RAM at DDR5-5200: one transient bad read in 10 earlier sha256 passes; sanity prompt cross-checked · Measured, pending re-verify after RAM fix. DDR5-5200 later proved unstable; a kernel oops at 00:14 CT aborted the sweep. All 33 cards predate the oops. Each card already notes one transient bad read in earlier sha256 passes.

Full card · launch command

amdai-bench/run@1 · split · short

Qwen3.6-35B-A3B · UD-Q5_K_XL

llama.cpp llama.cpp c060ca974 (build 10603, 2026-08-23) Vulkan; cmake Release GGML_VULKAN=ON GGML_NATIVE=ON GGML_OPENMP=ON · 2 GPUs · 4,096 tokens

Measured Verified pending re-verify after RAM fix

Credited to AMDai @amdai · local-desktop verified submitter

2026-10-12T23:19:38-05:00

Prefill
2637.3 tok/s
Decode
82.78 tok/s
Aggregate
not measured
Peak VRAM
13.28 / 13.11 GB/GPU · 26.39 GB total
Peak system RAM
37.6 GB
Errors · duration
0 · 9 s

VRAM sampled every 1 s via amdgpu mem_info_vram_used; Vulkan0 (display) includes desktop baseline ~0.5 GB · DDR5 = MemTotal-MemAvailable + resident page cache of the model files (mincore), 1 s samples; GB = GiB · RAM at DDR5-5200: one transient bad read in 10 earlier sha256 passes; sanity prompt cross-checked · Measured, pending re-verify after RAM fix. DDR5-5200 later proved unstable; a kernel oops at 00:14 CT aborted the sweep. All 33 cards predate the oops. Each card already notes one transient bad read in earlier sha256 passes.

Full card · launch command

amdai-bench/run@1 · split · 32K

Qwen3.6-35B-A3B · UD-Q5_K_XL

llama.cpp llama.cpp c060ca974 (build 10603, 2026-08-23) Vulkan; cmake Release GGML_VULKAN=ON GGML_NATIVE=ON GGML_OPENMP=ON · 2 GPUs · 32,768 tokens

Measured Verified pending re-verify after RAM fix

Credited to AMDai @amdai · local-desktop verified submitter

2026-10-12T23:19:48-05:00

Prefill
1916 tok/s
Decode
74.8 tok/s
Aggregate
not measured
Peak VRAM
13.77 / 13.64 GB/GPU · 27.41 GB total
Peak system RAM
38.16 GB
Errors · duration
0 · 24 s

VRAM sampled every 1 s via amdgpu mem_info_vram_used; Vulkan0 (display) includes desktop baseline ~0.5 GB · DDR5 = MemTotal-MemAvailable + resident page cache of the model files (mincore), 1 s samples; GB = GiB · RAM at DDR5-5200: one transient bad read in 10 earlier sha256 passes; sanity prompt cross-checked · Measured, pending re-verify after RAM fix. DDR5-5200 later proved unstable; a kernel oops at 00:14 CT aborted the sweep. All 33 cards predate the oops. Each card already notes one transient bad read in earlier sha256 passes.

Full card · launch command

amdai-bench/run@1 · split · 128K

Qwen3.6-35B-A3B · UD-Q5_K_XL

llama.cpp llama.cpp c060ca974 (build 10603, 2026-08-23) Vulkan; cmake Release GGML_VULKAN=ON GGML_NATIVE=ON GGML_OPENMP=ON · 2 GPUs · 131,072 tokens

Measured Verified pending re-verify after RAM fix

Credited to AMDai @amdai · local-desktop verified submitter

2026-10-12T23:20:12-05:00

Prefill
1071.1 tok/s
Decode
57.94 tok/s
Aggregate
not measured
Peak VRAM
15.47 / 15.48 GB/GPU · 30.94 GB total
Peak system RAM
41.02 GB
Errors · duration
0 · 97 s

VRAM sampled every 1 s via amdgpu mem_info_vram_used; Vulkan0 (display) includes desktop baseline ~0.5 GB · DDR5 = MemTotal-MemAvailable + resident page cache of the model files (mincore), 1 s samples; GB = GiB · RAM at DDR5-5200: one transient bad read in 10 earlier sha256 passes; sanity prompt cross-checked · Measured, pending re-verify after RAM fix. DDR5-5200 later proved unstable; a kernel oops at 00:14 CT aborted the sweep. All 33 cards predate the oops. Each card already notes one transient bad read in earlier sha256 passes.

Full card · launch command

amdai-bench/run@1 · split · 256K

Qwen3.6-35B-A3B · UD-Q5_K_XL

llama.cpp llama.cpp c060ca974 (build 10603, 2026-08-23) Vulkan; cmake Release GGML_VULKAN=ON GGML_NATIVE=ON GGML_OPENMP=ON · 2 GPUs · 262,144 tokens

Measured Verified pending re-verify after RAM fix

Credited to AMDai @amdai · local-desktop verified submitter

2026-10-12T23:21:50-05:00

Prefill
671.7 tok/s
Decode
42.03 tok/s
Aggregate
not measured
Peak VRAM
17.8 / 17.99 GB/GPU · 35.74 GB total
Peak system RAM
44.71 GB
Errors · duration
0 · 259 s

VRAM sampled every 1 s via amdgpu mem_info_vram_used; Vulkan0 (display) includes desktop baseline ~0.5 GB · DDR5 = MemTotal-MemAvailable + resident page cache of the model files (mincore), 1 s samples; GB = GiB · RAM at DDR5-5200: one transient bad read in 10 earlier sha256 passes; sanity prompt cross-checked · Measured, pending re-verify after RAM fix. DDR5-5200 later proved unstable; a kernel oops at 00:14 CT aborted the sweep. All 33 cards predate the oops. Each card already notes one transient bad read in earlier sha256 passes.

Full card · launch command

amdai-bench/run@1 · single · short

Qwen3.6-35B-A3B · Q6_K

llama.cpp llama.cpp c060ca974 (build 10603, 2026-08-23) Vulkan; cmake Release GGML_VULKAN=ON GGML_NATIVE=ON GGML_OPENMP=ON · 1 GPU · 4,096 tokens

Measured Verified pending re-verify after RAM fix

Credited to AMDai @amdai · local-desktop verified submitter

2026-10-12T23:26:34-05:00

Prefill
2621.7 tok/s
Decode
82.62 tok/s
Aggregate
not measured
Peak VRAM
28.78 GB/GPU · 29.32 GB total
Peak system RAM
40.91 GB
Errors · duration
0 · 18 s

VRAM sampled every 1 s via amdgpu mem_info_vram_used; Vulkan0 (display) includes desktop baseline ~0.5 GB · DDR5 = MemTotal-MemAvailable + resident page cache of the model files (mincore), 1 s samples; GB = GiB · RAM at DDR5-5200: one transient bad read in 10 earlier sha256 passes; sanity prompt cross-checked · Measured, pending re-verify after RAM fix. DDR5-5200 later proved unstable; a kernel oops at 00:14 CT aborted the sweep. All 33 cards predate the oops. Each card already notes one transient bad read in earlier sha256 passes. · Q6_K single-GPU 4K table cell is 103.23 tok/s from the 23:55 card (the 4K point in the complete Q6_K single-GPU series). The earlier 23:26 card at 82.62 tok/s stays on /results and is not averaged into the cell.

Full card · launch command

amdai-bench/run@1 · single · short

Qwen3.6-35B-A3B · Q5_K_M

llama.cpp llama.cpp c060ca974 (build 10603, 2026-08-23) Vulkan; cmake Release GGML_VULKAN=ON GGML_NATIVE=ON GGML_OPENMP=ON · 1 GPU · 4,096 tokens

Measured Verified pending re-verify after RAM fix

Credited to AMDai @amdai · local-desktop verified submitter

2026-10-12T23:27:26-05:00

Prefill
2710.8 tok/s
Decode
109.73 tok/s
Aggregate
not measured
Peak VRAM
24.16 GB/GPU · 24.68 GB total
Peak system RAM
35.83 GB
Errors · duration
0 · 13 s

VRAM sampled every 1 s via amdgpu mem_info_vram_used; Vulkan0 (display) includes desktop baseline ~0.5 GB · DDR5 = MemTotal-MemAvailable + resident page cache of the model files (mincore), 1 s samples; GB = GiB · RAM at DDR5-5200: one transient bad read in 10 earlier sha256 passes; sanity prompt cross-checked · Measured, pending re-verify after RAM fix. DDR5-5200 later proved unstable; a kernel oops at 00:14 CT aborted the sweep. All 33 cards predate the oops. Each card already notes one transient bad read in earlier sha256 passes.

Full card · launch command

amdai-bench/run@1 · single · 32K

Qwen3.6-35B-A3B · Q5_K_M

llama.cpp llama.cpp c060ca974 (build 10603, 2026-08-23) Vulkan; cmake Release GGML_VULKAN=ON GGML_NATIVE=ON GGML_OPENMP=ON · 1 GPU · 32,768 tokens

Measured Verified pending re-verify after RAM fix

Credited to AMDai @amdai · local-desktop verified submitter

2026-10-12T23:27:39-05:00

Prefill
1902.6 tok/s
Decode
96.21 tok/s
Aggregate
not measured
Peak VRAM
24.87 GB/GPU · 25.39 GB total
Peak system RAM
36.46 GB
Errors · duration
0 · 23 s

VRAM sampled every 1 s via amdgpu mem_info_vram_used; Vulkan0 (display) includes desktop baseline ~0.5 GB · DDR5 = MemTotal-MemAvailable + resident page cache of the model files (mincore), 1 s samples; GB = GiB · RAM at DDR5-5200: one transient bad read in 10 earlier sha256 passes; sanity prompt cross-checked · Measured, pending re-verify after RAM fix. DDR5-5200 later proved unstable; a kernel oops at 00:14 CT aborted the sweep. All 33 cards predate the oops. Each card already notes one transient bad read in earlier sha256 passes.

Full card · launch command

amdai-bench/run@1 · single · 128K

Qwen3.6-35B-A3B · Q5_K_M

llama.cpp llama.cpp c060ca974 (build 10603, 2026-08-23) Vulkan; cmake Release GGML_VULKAN=ON GGML_NATIVE=ON GGML_OPENMP=ON · 1 GPU · 131,072 tokens

Measured Verified pending re-verify after RAM fix

Credited to AMDai @amdai · local-desktop verified submitter

2026-10-12T23:28:02-05:00

Prefill
940.3 tok/s
Decode
69.64 tok/s
Aggregate
not measured
Peak VRAM
26.93 GB/GPU · 27.43 GB total
Peak system RAM
38.65 GB
Errors · duration
0 · 104 s

VRAM sampled every 1 s via amdgpu mem_info_vram_used; Vulkan0 (display) includes desktop baseline ~0.5 GB · DDR5 = MemTotal-MemAvailable + resident page cache of the model files (mincore), 1 s samples; GB = GiB · RAM at DDR5-5200: one transient bad read in 10 earlier sha256 passes; sanity prompt cross-checked · Measured, pending re-verify after RAM fix. DDR5-5200 later proved unstable; a kernel oops at 00:14 CT aborted the sweep. All 33 cards predate the oops. Each card already notes one transient bad read in earlier sha256 passes.

Full card · launch command

amdai-bench/run@1 · single · 256K

Qwen3.6-35B-A3B · Q5_K_M

llama.cpp llama.cpp c060ca974 (build 10603, 2026-08-23) Vulkan; cmake Release GGML_VULKAN=ON GGML_NATIVE=ON GGML_OPENMP=ON · 1 GPU · 262,144 tokens

Measured Verified pending re-verify after RAM fix

Credited to AMDai @amdai · local-desktop verified submitter

2026-10-12T23:29:46-05:00

Prefill
541.7 tok/s
Decode
40.54 tok/s
Aggregate
not measured
Peak VRAM
28.56 GB/GPU · 29.15 GB total
Peak system RAM
42.79 GB
Errors · duration
0 · 310 s

VRAM sampled every 1 s via amdgpu mem_info_vram_used; Vulkan0 (display) includes desktop baseline ~0.5 GB · DDR5 = MemTotal-MemAvailable + resident page cache of the model files (mincore), 1 s samples; GB = GiB · RAM at DDR5-5200: one transient bad read in 10 earlier sha256 passes; sanity prompt cross-checked · Measured, pending re-verify after RAM fix. DDR5-5200 later proved unstable; a kernel oops at 00:14 CT aborted the sweep. All 33 cards predate the oops. Each card already notes one transient bad read in earlier sha256 passes.

Full card · launch command

amdai-bench/run@1 · split · short

Qwen3.6-35B-A3B · Q5_K_M

llama.cpp llama.cpp c060ca974 (build 10603, 2026-08-23) Vulkan; cmake Release GGML_VULKAN=ON GGML_NATIVE=ON GGML_OPENMP=ON · 2 GPUs · 4,096 tokens

Measured Verified pending re-verify after RAM fix

Credited to AMDai @amdai · local-desktop verified submitter

2026-10-12T23:34:56-05:00

Prefill
2647.2 tok/s
Decode
88.19 tok/s
Aggregate
not measured
Peak VRAM
12.71 / 12.41 GB/GPU · 25.13 GB total
Peak system RAM
37.17 GB
Errors · duration
0 · 10 s

VRAM sampled every 1 s via amdgpu mem_info_vram_used; Vulkan0 (display) includes desktop baseline ~0.5 GB · DDR5 = MemTotal-MemAvailable + resident page cache of the model files (mincore), 1 s samples; GB = GiB · RAM at DDR5-5200: one transient bad read in 10 earlier sha256 passes; sanity prompt cross-checked · Measured, pending re-verify after RAM fix. DDR5-5200 later proved unstable; a kernel oops at 00:14 CT aborted the sweep. All 33 cards predate the oops. Each card already notes one transient bad read in earlier sha256 passes.

Full card · launch command

amdai-bench/run@1 · split · 32K

Qwen3.6-35B-A3B · Q5_K_M

llama.cpp llama.cpp c060ca974 (build 10603, 2026-08-23) Vulkan; cmake Release GGML_VULKAN=ON GGML_NATIVE=ON GGML_OPENMP=ON · 2 GPUs · 32,768 tokens

Measured Verified pending re-verify after RAM fix

Credited to AMDai @amdai · local-desktop verified submitter

2026-10-12T23:35:07-05:00

Prefill
1920.9 tok/s
Decode
78.91 tok/s
Aggregate
not measured
Peak VRAM
13.2 / 12.95 GB/GPU · 26.13 GB total
Peak system RAM
37.8 GB
Errors · duration
0 · 23 s

VRAM sampled every 1 s via amdgpu mem_info_vram_used; Vulkan0 (display) includes desktop baseline ~0.5 GB · DDR5 = MemTotal-MemAvailable + resident page cache of the model files (mincore), 1 s samples; GB = GiB · RAM at DDR5-5200: one transient bad read in 10 earlier sha256 passes; sanity prompt cross-checked · Measured, pending re-verify after RAM fix. DDR5-5200 later proved unstable; a kernel oops at 00:14 CT aborted the sweep. All 33 cards predate the oops. Each card already notes one transient bad read in earlier sha256 passes.

Full card · launch command

amdai-bench/run@1 · split · 128K

Qwen3.6-35B-A3B · Q5_K_M

llama.cpp llama.cpp c060ca974 (build 10603, 2026-08-23) Vulkan; cmake Release GGML_VULKAN=ON GGML_NATIVE=ON GGML_OPENMP=ON · 2 GPUs · 131,072 tokens

Measured Verified pending re-verify after RAM fix

Credited to AMDai @amdai · local-desktop verified submitter

2026-10-12T23:35:31-05:00

Prefill
1067.3 tok/s
Decode
59.86 tok/s
Aggregate
not measured
Peak VRAM
14.98 / 14.79 GB/GPU · 29.76 GB total
Peak system RAM
40.73 GB
Errors · duration
0 · 96 s

VRAM sampled every 1 s via amdgpu mem_info_vram_used; Vulkan0 (display) includes desktop baseline ~0.5 GB · DDR5 = MemTotal-MemAvailable + resident page cache of the model files (mincore), 1 s samples; GB = GiB · RAM at DDR5-5200: one transient bad read in 10 earlier sha256 passes; sanity prompt cross-checked · Measured, pending re-verify after RAM fix. DDR5-5200 later proved unstable; a kernel oops at 00:14 CT aborted the sweep. All 33 cards predate the oops. Each card already notes one transient bad read in earlier sha256 passes.

Full card · launch command

amdai-bench/run@1 · split · 256K

Qwen3.6-35B-A3B · Q5_K_M

llama.cpp llama.cpp c060ca974 (build 10603, 2026-08-23) Vulkan; cmake Release GGML_VULKAN=ON GGML_NATIVE=ON GGML_OPENMP=ON · 2 GPUs · 262,144 tokens

Measured Verified pending re-verify after RAM fix

Credited to AMDai @amdai · local-desktop verified submitter

2026-10-12T23:37:08-05:00

Prefill
664.6 tok/s
Decode
42.33 tok/s
Aggregate
not measured
Peak VRAM
17.45 / 17.3 GB/GPU · 34.54 GB total
Peak system RAM
46.21 GB
Errors · duration
0 · 258 s

VRAM sampled every 1 s via amdgpu mem_info_vram_used; Vulkan0 (display) includes desktop baseline ~0.5 GB · DDR5 = MemTotal-MemAvailable + resident page cache of the model files (mincore), 1 s samples; GB = GiB · RAM at DDR5-5200: one transient bad read in 10 earlier sha256 passes; sanity prompt cross-checked · Measured, pending re-verify after RAM fix. DDR5-5200 later proved unstable; a kernel oops at 00:14 CT aborted the sweep. All 33 cards predate the oops. Each card already notes one transient bad read in earlier sha256 passes.

Full card · launch command

amdai-bench/run@1 · single · short

Qwen3.6-35B-A3B · Q4_K_M

llama.cpp llama.cpp c060ca974 (build 10603, 2026-08-23) Vulkan; cmake Release GGML_VULKAN=ON GGML_NATIVE=ON GGML_OPENMP=ON · 1 GPU · 4,096 tokens

Measured Verified pending re-verify after RAM fix

Credited to AMDai @amdai · local-desktop verified submitter

2026-10-12T23:41:50-05:00

Prefill
2733.9 tok/s
Decode
117.69 tok/s
Aggregate
not measured
Peak VRAM
20.84 GB/GPU · 21.43 GB total
Peak system RAM
33.74 GB
Errors · duration
0 · 12 s

VRAM sampled every 1 s via amdgpu mem_info_vram_used; Vulkan0 (display) includes desktop baseline ~0.5 GB · DDR5 = MemTotal-MemAvailable + resident page cache of the model files (mincore), 1 s samples; GB = GiB · RAM at DDR5-5200: one transient bad read in 10 earlier sha256 passes; sanity prompt cross-checked · Measured, pending re-verify after RAM fix. DDR5-5200 later proved unstable; a kernel oops at 00:14 CT aborted the sweep. All 33 cards predate the oops. Each card already notes one transient bad read in earlier sha256 passes.

Full card · launch command

amdai-bench/run@1 · single · 32K

Qwen3.6-35B-A3B · Q4_K_M

llama.cpp llama.cpp c060ca974 (build 10603, 2026-08-23) Vulkan; cmake Release GGML_VULKAN=ON GGML_NATIVE=ON GGML_OPENMP=ON · 1 GPU · 32,768 tokens

Measured Verified pending re-verify after RAM fix

Credited to AMDai @amdai · local-desktop verified submitter

2026-10-12T23:42:03-05:00

Prefill
1902.1 tok/s
Decode
101.88 tok/s
Aggregate
not measured
Peak VRAM
21.55 GB/GPU · 22.17 GB total
Peak system RAM
34.58 GB
Errors · duration
0 · 22 s

VRAM sampled every 1 s via amdgpu mem_info_vram_used; Vulkan0 (display) includes desktop baseline ~0.5 GB · DDR5 = MemTotal-MemAvailable + resident page cache of the model files (mincore), 1 s samples; GB = GiB · RAM at DDR5-5200: one transient bad read in 10 earlier sha256 passes; sanity prompt cross-checked · Measured, pending re-verify after RAM fix. DDR5-5200 later proved unstable; a kernel oops at 00:14 CT aborted the sweep. All 33 cards predate the oops. Each card already notes one transient bad read in earlier sha256 passes.

Full card · launch command

amdai-bench/run@1 · single · 128K

Qwen3.6-35B-A3B · Q4_K_M

llama.cpp llama.cpp c060ca974 (build 10603, 2026-08-23) Vulkan; cmake Release GGML_VULKAN=ON GGML_NATIVE=ON GGML_OPENMP=ON · 1 GPU · 131,072 tokens

Measured Verified pending re-verify after RAM fix

Credited to AMDai @amdai · local-desktop verified submitter

2026-10-12T23:42:26-05:00

Prefill
942.1 tok/s
Decode
72.48 tok/s
Aggregate
not measured
Peak VRAM
23.61 GB/GPU · 24.27 GB total
Peak system RAM
36.5 GB
Errors · duration
0 · 102 s

VRAM sampled every 1 s via amdgpu mem_info_vram_used; Vulkan0 (display) includes desktop baseline ~0.5 GB · DDR5 = MemTotal-MemAvailable + resident page cache of the model files (mincore), 1 s samples; GB = GiB · RAM at DDR5-5200: one transient bad read in 10 earlier sha256 passes; sanity prompt cross-checked · Measured, pending re-verify after RAM fix. DDR5-5200 later proved unstable; a kernel oops at 00:14 CT aborted the sweep. All 33 cards predate the oops. Each card already notes one transient bad read in earlier sha256 passes.

Full card · launch command

amdai-bench/run@1 · single · 256K

Qwen3.6-35B-A3B · Q4_K_M

llama.cpp llama.cpp c060ca974 (build 10603, 2026-08-23) Vulkan; cmake Release GGML_VULKAN=ON GGML_NATIVE=ON GGML_OPENMP=ON · 1 GPU · 262,144 tokens

Measured Verified pending re-verify after RAM fix

Credited to AMDai @amdai · local-desktop verified submitter

2026-10-12T23:44:09-05:00

Prefill
558.5 tok/s
Decode
47.77 tok/s
Aggregate
not measured
Peak VRAM
26.36 GB/GPU · 27.03 GB total
Peak system RAM
39.05 GB
Errors · duration
0 · 292 s

VRAM sampled every 1 s via amdgpu mem_info_vram_used; Vulkan0 (display) includes desktop baseline ~0.5 GB · DDR5 = MemTotal-MemAvailable + resident page cache of the model files (mincore), 1 s samples; GB = GiB · RAM at DDR5-5200: one transient bad read in 10 earlier sha256 passes; sanity prompt cross-checked · Measured, pending re-verify after RAM fix. DDR5-5200 later proved unstable; a kernel oops at 00:14 CT aborted the sweep. All 33 cards predate the oops. Each card already notes one transient bad read in earlier sha256 passes.

Full card · launch command

amdai-bench/run@1 · split · short

Qwen3.6-35B-A3B · Q4_K_M

llama.cpp llama.cpp c060ca974 (build 10603, 2026-08-23) Vulkan; cmake Release GGML_VULKAN=ON GGML_NATIVE=ON GGML_OPENMP=ON · 2 GPUs · 4,096 tokens

Measured Verified pending re-verify after RAM fix

Credited to AMDai @amdai · local-desktop verified submitter

2026-10-12T23:49:02-05:00

Prefill
2660.4 tok/s
Decode
93.28 tok/s
Aggregate
not measured
Peak VRAM
10.83 / 10.85 GB/GPU · 21.69 GB total
Peak system RAM
33.74 GB
Errors · duration
0 · 9 s

VRAM sampled every 1 s via amdgpu mem_info_vram_used; Vulkan0 (display) includes desktop baseline ~0.5 GB · DDR5 = MemTotal-MemAvailable + resident page cache of the model files (mincore), 1 s samples; GB = GiB · RAM at DDR5-5200: one transient bad read in 10 earlier sha256 passes; sanity prompt cross-checked · Measured, pending re-verify after RAM fix. DDR5-5200 later proved unstable; a kernel oops at 00:14 CT aborted the sweep. All 33 cards predate the oops. Each card already notes one transient bad read in earlier sha256 passes.

Full card · launch command

amdai-bench/run@1 · split · 32K

Qwen3.6-35B-A3B · Q4_K_M

llama.cpp llama.cpp c060ca974 (build 10603, 2026-08-23) Vulkan; cmake Release GGML_VULKAN=ON GGML_NATIVE=ON GGML_OPENMP=ON · 2 GPUs · 32,768 tokens

Measured Verified pending re-verify after RAM fix

Credited to AMDai @amdai · local-desktop verified submitter

2026-10-12T23:49:11-05:00

Prefill
1933.1 tok/s
Decode
82.57 tok/s
Aggregate
not measured
Peak VRAM
11.34 / 11.39 GB/GPU · 22.72 GB total
Peak system RAM
34.39 GB
Errors · duration
0 · 22 s

VRAM sampled every 1 s via amdgpu mem_info_vram_used; Vulkan0 (display) includes desktop baseline ~0.5 GB · DDR5 = MemTotal-MemAvailable + resident page cache of the model files (mincore), 1 s samples; GB = GiB · RAM at DDR5-5200: one transient bad read in 10 earlier sha256 passes; sanity prompt cross-checked · Measured, pending re-verify after RAM fix. DDR5-5200 later proved unstable; a kernel oops at 00:14 CT aborted the sweep. All 33 cards predate the oops. Each card already notes one transient bad read in earlier sha256 passes.

Full card · launch command

amdai-bench/run@1 · split · 128K

Qwen3.6-35B-A3B · Q4_K_M

llama.cpp llama.cpp c060ca974 (build 10603, 2026-08-23) Vulkan; cmake Release GGML_VULKAN=ON GGML_NATIVE=ON GGML_OPENMP=ON · 2 GPUs · 131,072 tokens

Measured Verified pending re-verify after RAM fix

Credited to AMDai @amdai · local-desktop verified submitter

2026-10-12T23:49:35-05:00

Prefill
1078.4 tok/s
Decode
62.12 tok/s
Aggregate
not measured
Peak VRAM
13.03 / 13.23 GB/GPU · 26.26 GB total
Peak system RAM
38.04 GB
Errors · duration
0 · 95 s

VRAM sampled every 1 s via amdgpu mem_info_vram_used; Vulkan0 (display) includes desktop baseline ~0.5 GB · DDR5 = MemTotal-MemAvailable + resident page cache of the model files (mincore), 1 s samples; GB = GiB · RAM at DDR5-5200: one transient bad read in 10 earlier sha256 passes; sanity prompt cross-checked · Measured, pending re-verify after RAM fix. DDR5-5200 later proved unstable; a kernel oops at 00:14 CT aborted the sweep. All 33 cards predate the oops. Each card already notes one transient bad read in earlier sha256 passes.

Full card · launch command

amdai-bench/run@1 · split · 256K

Qwen3.6-35B-A3B · Q4_K_M

llama.cpp llama.cpp c060ca974 (build 10603, 2026-08-23) Vulkan; cmake Release GGML_VULKAN=ON GGML_NATIVE=ON GGML_OPENMP=ON · 2 GPUs · 262,144 tokens

Measured Verified pending re-verify after RAM fix

Credited to AMDai @amdai · local-desktop verified submitter

2026-10-12T23:51:11-05:00

Prefill
673 tok/s
Decode
42.88 tok/s
Aggregate
not measured
Peak VRAM
15.28 / 15.74 GB/GPU · 31.02 GB total
Peak system RAM
40.84 GB
Errors · duration
0 · 257 s

VRAM sampled every 1 s via amdgpu mem_info_vram_used; Vulkan0 (display) includes desktop baseline ~0.5 GB · DDR5 = MemTotal-MemAvailable + resident page cache of the model files (mincore), 1 s samples; GB = GiB · RAM at DDR5-5200: one transient bad read in 10 earlier sha256 passes; sanity prompt cross-checked · Measured, pending re-verify after RAM fix. DDR5-5200 later proved unstable; a kernel oops at 00:14 CT aborted the sweep. All 33 cards predate the oops. Each card already notes one transient bad read in earlier sha256 passes.

Full card · launch command

amdai-bench/run@1 · single · short

Qwen3.6-35B-A3B · Q6_K

llama.cpp llama.cpp c060ca974 (build 10603, 2026-08-23) Vulkan; cmake Release GGML_VULKAN=ON GGML_NATIVE=ON GGML_OPENMP=ON · 1 GPU · 4,096 tokens

Measured Verified pending re-verify after RAM fix

Credited to AMDai @amdai · local-desktop verified submitter

2026-10-12T23:55:52-05:00

Prefill
2623.6 tok/s
Decode
103.23 tok/s
Aggregate
not measured
Peak VRAM
28.78 GB/GPU · 29.26 GB total
Peak system RAM
40.15 GB
Errors · duration
0 · 15 s

VRAM sampled every 1 s via amdgpu mem_info_vram_used; Vulkan0 (display) includes desktop baseline ~0.5 GB · DDR5 = MemTotal-MemAvailable + resident page cache of the model files (mincore), 1 s samples; GB = GiB · RAM at DDR5-5200: one transient bad read in 10 earlier sha256 passes; sanity prompt cross-checked · Measured, pending re-verify after RAM fix. DDR5-5200 later proved unstable; a kernel oops at 00:14 CT aborted the sweep. All 33 cards predate the oops. Each card already notes one transient bad read in earlier sha256 passes. · Q6_K single-GPU 4K table cell is 103.23 tok/s from the 23:55 card (the 4K point in the complete Q6_K single-GPU series). The earlier 23:26 card at 82.62 tok/s stays on /results and is not averaged into the cell.

Full card · launch command

amdai-bench/run@1 · single · 32K

Qwen3.6-35B-A3B · Q6_K

llama.cpp llama.cpp c060ca974 (build 10603, 2026-08-23) Vulkan; cmake Release GGML_VULKAN=ON GGML_NATIVE=ON GGML_OPENMP=ON · 1 GPU · 32,768 tokens

Measured Verified pending re-verify after RAM fix

Credited to AMDai @amdai · local-desktop verified submitter

2026-10-12T23:56:08-05:00

Prefill
1683 tok/s
Decode
71.19 tok/s
Aggregate
not measured
Peak VRAM
28.68 GB/GPU · 29.17 GB total
Peak system RAM
44.01 GB
Errors · duration
0 · 31 s

VRAM sampled every 1 s via amdgpu mem_info_vram_used; Vulkan0 (display) includes desktop baseline ~0.5 GB · DDR5 = MemTotal-MemAvailable + resident page cache of the model files (mincore), 1 s samples; GB = GiB · RAM at DDR5-5200: one transient bad read in 10 earlier sha256 passes; sanity prompt cross-checked · Measured, pending re-verify after RAM fix. DDR5-5200 later proved unstable; a kernel oops at 00:14 CT aborted the sweep. All 33 cards predate the oops. Each card already notes one transient bad read in earlier sha256 passes. · Partly offloaded to DDR5 on one GPU (llama.cpp --fit-target 1024). Decode is not an in-VRAM figure.

Full card · launch command

amdai-bench/run@1 · single · 128K

Qwen3.6-35B-A3B · Q6_K

llama.cpp llama.cpp c060ca974 (build 10603, 2026-08-23) Vulkan; cmake Release GGML_VULKAN=ON GGML_NATIVE=ON GGML_OPENMP=ON · 1 GPU · 131,072 tokens

Measured Verified pending re-verify after RAM fix

Credited to AMDai @amdai · local-desktop verified submitter

2026-10-12T23:56:39-05:00

Prefill
800.3 tok/s
Decode
54.51 tok/s
Aggregate
not measured
Peak VRAM
28.78 GB/GPU · 29.25 GB total
Peak system RAM
45.43 GB
Errors · duration
0 · 134 s

VRAM sampled every 1 s via amdgpu mem_info_vram_used; Vulkan0 (display) includes desktop baseline ~0.5 GB · DDR5 = MemTotal-MemAvailable + resident page cache of the model files (mincore), 1 s samples; GB = GiB · RAM at DDR5-5200: one transient bad read in 10 earlier sha256 passes; sanity prompt cross-checked · Measured, pending re-verify after RAM fix. DDR5-5200 later proved unstable; a kernel oops at 00:14 CT aborted the sweep. All 33 cards predate the oops. Each card already notes one transient bad read in earlier sha256 passes. · Partly offloaded to DDR5 on one GPU (llama.cpp --fit-target 1024). Decode is not an in-VRAM figure.

Full card · launch command

amdai-bench/run@1 · single · 256K

Qwen3.6-35B-A3B · Q6_K

llama.cpp llama.cpp c060ca974 (build 10603, 2026-08-23) Vulkan; cmake Release GGML_VULKAN=ON GGML_NATIVE=ON GGML_OPENMP=ON · 1 GPU · 262,144 tokens

Measured Verified pending re-verify after RAM fix

Credited to AMDai @amdai · local-desktop verified submitter

2026-10-12T23:58:54-05:00

Prefill
471.6 tok/s
Decode
37.78 tok/s
Aggregate
not measured
Peak VRAM
28.81 GB/GPU · 29.3 GB total
Peak system RAM
43.69 GB
Errors · duration
0 · 385 s

VRAM sampled every 1 s via amdgpu mem_info_vram_used; Vulkan0 (display) includes desktop baseline ~0.5 GB · DDR5 = MemTotal-MemAvailable + resident page cache of the model files (mincore), 1 s samples; GB = GiB · RAM at DDR5-5200: one transient bad read in 10 earlier sha256 passes; sanity prompt cross-checked · Measured, pending re-verify after RAM fix. DDR5-5200 later proved unstable; a kernel oops at 00:14 CT aborted the sweep. All 33 cards predate the oops. Each card already notes one transient bad read in earlier sha256 passes. · Partly offloaded to DDR5 on one GPU (llama.cpp --fit-target 1024). Decode is not an in-VRAM figure.

Full card · launch command

amdai-bench/run@1 · split · short

Qwen3.6-35B-A3B · Q6_K

llama.cpp llama.cpp c060ca974 (build 10603, 2026-08-23) Vulkan; cmake Release GGML_VULKAN=ON GGML_NATIVE=ON GGML_OPENMP=ON · 2 GPUs · 4,096 tokens

Measured Verified pending re-verify after RAM fix

Credited to AMDai @amdai · local-desktop verified submitter

2026-10-13T00:05:21-05:00

Prefill
2572.1 tok/s
Decode
83.5 tok/s
Aggregate
not measured
Peak VRAM
15.01 / 14.63 GB/GPU · 29.64 GB total
Peak system RAM
38.22 GB
Errors · duration
0 · 11 s

VRAM sampled every 1 s via amdgpu mem_info_vram_used; Vulkan0 (display) includes desktop baseline ~0.5 GB · DDR5 = MemTotal-MemAvailable + resident page cache of the model files (mincore), 1 s samples; GB = GiB · RAM at DDR5-5200: one transient bad read in 10 earlier sha256 passes; sanity prompt cross-checked · Measured, pending re-verify after RAM fix. DDR5-5200 later proved unstable; a kernel oops at 00:14 CT aborted the sweep. All 33 cards predate the oops. Each card already notes one transient bad read in earlier sha256 passes.

Full card · launch command

amdai-bench/run@1 · split · 32K

Qwen3.6-35B-A3B · Q6_K

llama.cpp llama.cpp c060ca974 (build 10603, 2026-08-23) Vulkan; cmake Release GGML_VULKAN=ON GGML_NATIVE=ON GGML_OPENMP=ON · 2 GPUs · 32,768 tokens

Measured Verified pending re-verify after RAM fix

Credited to AMDai @amdai · local-desktop verified submitter

2026-10-13T00:05:32-05:00

Prefill
1890.7 tok/s
Decode
75.43 tok/s
Aggregate
not measured
Peak VRAM
15.5 / 15.16 GB/GPU · 30.66 GB total
Peak system RAM
38.98 GB
Errors · duration
0 · 26 s

VRAM sampled every 1 s via amdgpu mem_info_vram_used; Vulkan0 (display) includes desktop baseline ~0.5 GB · DDR5 = MemTotal-MemAvailable + resident page cache of the model files (mincore), 1 s samples; GB = GiB · RAM at DDR5-5200: one transient bad read in 10 earlier sha256 passes; sanity prompt cross-checked · Measured, pending re-verify after RAM fix. DDR5-5200 later proved unstable; a kernel oops at 00:14 CT aborted the sweep. All 33 cards predate the oops. Each card already notes one transient bad read in earlier sha256 passes.

Full card · launch command

amdai-bench/run@1 · split · 128K

Qwen3.6-35B-A3B · Q6_K

llama.cpp llama.cpp c060ca974 (build 10603, 2026-08-23) Vulkan; cmake Release GGML_VULKAN=ON GGML_NATIVE=ON GGML_OPENMP=ON · 2 GPUs · 131,072 tokens

Measured Verified pending re-verify after RAM fix

Credited to AMDai @amdai · local-desktop verified submitter

2026-10-13T00:05:58-05:00

Prefill
1059.7 tok/s
Decode
58.04 tok/s
Aggregate
not measured
Peak VRAM
17.21 / 17 GB/GPU · 34.21 GB total
Peak system RAM
41.41 GB
Errors · duration
0 · 100 s

VRAM sampled every 1 s via amdgpu mem_info_vram_used; Vulkan0 (display) includes desktop baseline ~0.5 GB · DDR5 = MemTotal-MemAvailable + resident page cache of the model files (mincore), 1 s samples; GB = GiB · RAM at DDR5-5200: one transient bad read in 10 earlier sha256 passes; sanity prompt cross-checked · Measured, pending re-verify after RAM fix. DDR5-5200 later proved unstable; a kernel oops at 00:14 CT aborted the sweep. All 33 cards predate the oops. Each card already notes one transient bad read in earlier sha256 passes.

Full card · launch command

amdai-bench/run@1 · split · 256K

Qwen3.6-35B-A3B · Q6_K

llama.cpp llama.cpp c060ca974 (build 10603, 2026-08-23) Vulkan; cmake Release GGML_VULKAN=ON GGML_NATIVE=ON GGML_OPENMP=ON · 2 GPUs · 262,144 tokens

Measured Verified pending re-verify after RAM fix

Credited to AMDai @amdai · local-desktop verified submitter

2026-10-13T00:07:38-05:00

Prefill
666.2 tok/s
Decode
42.2 tok/s
Aggregate
not measured
Peak VRAM
19.46 / 19.51 GB/GPU · 38.96 GB total
Peak system RAM
45.15 GB
Errors · duration
0 · 262 s

VRAM sampled every 1 s via amdgpu mem_info_vram_used; Vulkan0 (display) includes desktop baseline ~0.5 GB · DDR5 = MemTotal-MemAvailable + resident page cache of the model files (mincore), 1 s samples; GB = GiB · RAM at DDR5-5200: one transient bad read in 10 earlier sha256 passes; sanity prompt cross-checked · Measured, pending re-verify after RAM fix. DDR5-5200 later proved unstable; a kernel oops at 00:14 CT aborted the sweep. All 33 cards predate the oops. Each card already notes one transient bad read in earlier sha256 passes.

Full card · launch command

amdai-bench/run@1 · dual-instance · 256K

Qwen3.6-35B-A3B · UD-Q5_K_XL

llama.cpp · 2 GPUs · 262,144 tokens

Measured Verified

Credited to AMDai @amdai · local-desktop verified submitter

2026-10 (date not recorded)

Prefill
not measured
Decode
100 tok/s
Aggregate
not measured
Peak VRAM
not measured
Peak system RAM
not measured
Errors · duration
0 · not recorded

Measured on our rig, 2026-10. Two copies (one per card). About 100 tok/s per request.

Full card · launch command

amdai-bench/run@1 · dual-instance · 256K

Qwen3.6-35B-A3B · UD-Q5_K_XL

llama.cpp · 2 GPUs · 262,144 tokens

Measured Verified

Credited to AMDai @amdai · local-desktop verified submitter

2026-10 (date not recorded)

Prefill
not measured
Decode
not measured
Aggregate
172 tok/s
Peak VRAM
not measured
Peak system RAM
not measured
Errors · duration
0 · not recorded

Measured on our rig, 2026-10. Two concurrent requests across two copies. 172 tok/s total.

Full card · launch command

amdai-bench/run@1 · dual-instance · 256K

Qwen3.6-35B-A3B · UD-Q5_K_XL

llama.cpp · 2 GPUs · 262,144 tokens

Measured Verified

Credited to AMDai @amdai · local-desktop verified submitter

2026-10 (date not recorded)

Prefill
not measured
Decode
not measured
Aggregate
177 tok/s
Peak VRAM
27.7 / 29.7 GB/GPU · 57.4 GB total
Peak system RAM
13 GB
Errors · duration
0 · 1236 s

Measured on our rig, 2026-10. 4–8 concurrent, about 177 tok/s total. Soak: 423 requests, 20.6 min, 0 errors. Peak VRAM 27.7 / 29.7 GB (Linux GiB labeled GB). DDR5 about 13 GB.

Full card · launch command

amdai-bench/run@1 · single · short

Qwen3.6-35B-A3B · INT4-W4A16

vLLM stilldeadcode/vllm-radiance:0.5.8 · 1 GPU · 4,096 tokens

Measured Verified

Credited to AMDai @amdai · local-desktop verified submitter

2026-10 (date not recorded)

Prefill
not measured
Decode
not measured
Aggregate
not measured
Peak VRAM
not measured
Peak system RAM
not measured
Errors · duration
0 · not recorded

Measured on our rig, 2026-10. Band only — no single decode_tps. Image stilldeadcode/vllm-radiance:0.5.8. Exact serve flags not recorded.

Full card · launch command

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