Qwen3-Coder 30B-A3B-Instruct
Q4_K_XL·30B params·GGUF
reasoning
intelligence: see on Artificial Analysis →
checkpoint:
unsloth/Qwen3-Coder-30B-A3B-Instruct-GGUF:UD-Q4_K_XLcommit:
b17cb02dd882weights 16.45 GiB
All runs (15)
| Hardware | Backend | Mode | Shape | Conc. | Gen tok/s ↓ | Prefill tok/s | TTFT | TPOT (ms) | Prompt tok | Out tok | Total | VRAM Δ |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
GeForce RTX 3090 · 24 GiB450 Wdrv 590 | llama.cpp cuda-4f13cb7 (cuda) | baseline-pl-450w | codegen | 1 | 183.6 | 485.3 | 125ms | 5.0 | 60 | 785 | 4.28s | 0.000 GiB |
GeForce RTX 3090 · 24 GiB350 Wdrv 590 | llama.cpp cuda-4f13cb7 (cuda) | baseline-pl-350w | codegen | 1 | 181.3 | 473.9 | 120ms | 5.1 | 60 | 785 | 4.32s | 0.000 GiB |
GeForce RTX 3090 · 24 GiB450 Wdrv 590 | llama.cpp cuda-4f13cb7 (cuda) | baseline-pl-450w | agent | 1 | 170.4 | 4382.9 | 157ms | 5.0 | 585 | 267 | 1.55s | 0.000 GiB |
GeForce RTX 3090 · 24 GiB450 Wdrv 590 | llama.cpp cuda-4f13cb7 (cuda) | baseline-pl-450w | chat | 1 | 169.7 | 332.1 | 86ms | 4.9 | 28 | 99 | 576ms | 0.000 GiB |
GeForce RTX 3090 · 24 GiB350 Wdrv 590 | llama.cpp cuda-4f13cb7 (cuda) | baseline-pl-350w | agent | 1 | 156.4 | 4519.5 | 164ms | 5.1 | 585 | 267 | 1.71s | 0.000 GiB |
GeForce RTX 3090 · 24 GiB350 Wdrv 590 | llama.cpp cuda-4f13cb7 (cuda) | baseline-pl-350w | chat | 1 | 153.3 | 316.1 | 89ms | 5.0 | 28 | 99 | 548ms | 0.000 GiB |
GeForce RTX 3090 · 24 GiB200 Wdrv 590 | llama.cpp 59778f0 (cuda) | baseline | codegen | 1 | 152.7 | 470.6 | 165ms | 6.4 | 60 | 811 | 5.28s | 0.000 GiB |
GeForce RTX 3090 · 24 GiB450 Wdrv 590 | llama.cpp cuda-4f13cb7 (cuda) | baseline-pl-450w | rag | 1 | 146.4 | 4125.5 | 205ms | 5.0 | 834 | 91 | 838ms | 0.000 GiB |
GeForce RTX 3090 · 24 GiB200 Wdrv 590 | llama.cpp 59778f0 (cuda) | baseline | chat | 1 | 146.2 | 416.1 | 72ms | 6.0 | 28 | 99 | 635ms | 0.000 GiB |
GeForce RTX 3090 · 24 GiB200 Wdrv 590 | llama.cpp 59778f0 (cuda) | baseline | agent | 1 | 141.1 | 3628.9 | 161ms | 6.5 | 585 | 257 | 1.80s | 0.000 GiB |
GeForce RTX 3090 · 24 GiB350 Wdrv 590 | llama.cpp cuda-4f13cb7 (cuda) | baseline-pl-350w | rag | 1 | 127.2 | 4330.1 | 236ms | 5.1 | 834 | 91 | 816ms | 0.000 GiB |
GeForce RTX 3090 · 24 GiB200 Wdrv 590 | llama.cpp 59778f0 (cuda) | baseline | rag | 1 | 117.1 | 3587.1 | 220ms | 6.2 | 834 | 91 | 975ms | 0.000 GiB |
GeForce RTX 3090 · 24 GiB450 Wdrv 590 | llama.cpp cuda-4f13cb7 (cuda) | baseline-pl-450w | agent | 4 | 78.6 | 324.9 | 2.46s | 5.0 | 585 | 267 | 4.15s | 0.000 GiB |
GeForce RTX 3090 · 24 GiB350 Wdrv 590 | llama.cpp cuda-4f13cb7 (cuda) | baseline-pl-350w | agent | 4 | 71.1 | 294.2 | 2.34s | 5.1 | 585 | 267 | 4.01s | 0.000 GiB |
GeForce RTX 3090 · 24 GiB200 Wdrv 590 | llama.cpp 59778f0 (cuda) | baseline | agent | 4 | 50.5 | 387.3 | 1.94s | 13.8 | 585 | 257 | 5.60s | 0.000 GiB |
Environment
GeForce RTX 3090 · 24 GiB
cpuAMD EPYC 7302P 16-Core Processor
gpuNVIDIA GeForce RTX 3090
archNVIDIA
vram24 GiB (system 64.0 GiB)
power350 W / 450 W max(78% cap)
pcieGen 4 x16 / Gen 4 x16 max
clocksgfx 1965/2100 MHz · mem 9501 MHz
temp44°C idle · 60°C peak
peak draw330 W
backendllama.cpp cuda-4f13cb7 (cuda)
serverlemonade unknown
osUbuntu 24.04 LTS
kernel6.17.13-7-pve
driverNVIDIA 590.48.01 + CUDA 13.1
libc2.39
python3.12.3
containerizedtrue
llama.cppversion: 18 (4f13cb7) built with GNU 13.3.0 for Linux x86_64
build flagsGGML_CUDA=ON CMAKE_BUILD_TYPE=Release
runs/cell5
warmups2
endpoint/v1/chat/completions
streamingtrue
GeForce RTX 3090 · 24 GiB
cpuAMD EPYC 7302P 16-Core Processor
gpuNVIDIA GeForce RTX 3090
archNVIDIA
vram24 GiB (system 64.0 GiB)
power450 W / 450 W max
pcieGen 4 x16 / Gen 4 x16 max
clocksgfx 1965/2100 MHz · mem 9501 MHz
temp44°C idle · 67°C peak
peak draw396 W
backendllama.cpp cuda-4f13cb7 (cuda)
serverlemonade unknown
osUbuntu 24.04 LTS
kernel6.17.13-7-pve
driverNVIDIA 590.48.01 + CUDA 13.1
libc2.39
python3.12.3
containerizedtrue
llama.cppversion: 18 (4f13cb7) built with GNU 13.3.0 for Linux x86_64
build flagsGGML_CUDA=ON CMAKE_BUILD_TYPE=Release
runs/cell5
warmups2
endpoint/v1/chat/completions
streamingtrue
GeForce RTX 3090 · 24 GiB
cpuAMD EPYC 7302P 16-Core Processor
gpuNVIDIA GeForce RTX 3090
archNVIDIA
vram24 GiB (system 64.0 GiB)
power200 W / 450 W max(44% cap)
backendllama.cpp 59778f0 (cuda)
serverlemonade unknown
osUbuntu 24.04 LTS
kernel6.17.13-7-pve
driver590.48.01
python3.12.3
containerizedtrue
runs/cell5
warmups2
endpoint/v1/chat/completions
streamingtrue