LFM2 1.2B-Tool
Q4_K_M·1.2B params·GGUF
intelligence: see on Artificial Analysis →
checkpoint:
LiquidAI/LFM2-1.2B-Tool-GGUF:Q4_K_Mcommit:
09fabc952ac7weights 0.68 GiB
All runs (20)
| 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 GiB350 Wdrv 590 | llama.cpp cuda-4f13cb7 (cuda) | baseline-pl-350w | codegen | 1 | 578.9 | 3704.1 | 17ms | 1.7 | 65 | 633 | 1.07s | 0.000 GiB |
GeForce RTX 3090 · 24 GiB450 Wdrv 590 | llama.cpp cuda-4f13cb7 (cuda) | baseline-pl-450w | codegen | 1 | 578.7 | 3942.6 | 17ms | 1.6 | 65 | 633 | 1.16s | 0.000 GiB |
GeForce RTX 3090 · 24 GiB450 Wdrv 590 | llama.cpp cuda-4f13cb7 (cuda) | baseline-pl-450w | agent | 1 | 573.3 | 38654.8 | 20ms | 1.6 | 602 | 359 | 671ms | 0.000 GiB |
GeForce RTX 3090 · 24 GiB350 Wdrv 590 | llama.cpp cuda-4f13cb7 (cuda) | baseline-pl-350w | chat | 1 | 547.1 | 2697.2 | 12ms | 1.6 | 31 | 100 | 182ms | 0.000 GiB |
GeForce RTX 3090 · 24 GiB350 Wdrv 590 | llama.cpp cuda-4f13cb7 (cuda) | baseline-pl-350w | agent | 1 | 536.3 | 40509.1 | 19ms | 1.7 | 602 | 359 | 669ms | 0.000 GiB |
GeForce RTX 3090 · 24 GiB450 Wdrv 590 | llama.cpp cuda-4f13cb7 (cuda) | baseline-pl-450w | rag | 1 | 522.9 | 22235.6 | 33ms | 1.6 | 752 | 98 | 201ms | 0.000 GiB |
GeForce RTX 5070 · 12 GiB250 Wdrv 595 | llama.cpp b9174 (vulkan) | baseline | codegen | 1 | 522.1 | 5885.3 | 11ms | 1.9 | 65 | 659 | 1.26s | 0.000 GiB |
GeForce RTX 3090 · 24 GiB350 Wdrv 590 | llama.cpp cuda-4f13cb7 (cuda) | baseline-pl-350w | rag | 1 | 513.1 | 24817.5 | 34ms | 1.7 | 752 | 98 | 197ms | 0.000 GiB |
GeForce RTX 5070 · 12 GiB250 Wdrv 595 | llama.cpp b9174 (vulkan) | baseline | agent | 1 | 504.5 | 53021.2 | 11ms | 1.9 | 602 | 438 | 850ms | 0.000 GiB |
GeForce RTX 5070 · 12 GiB250 Wdrv 595 | llama.cpp b9174 (vulkan) | baseline | chat | 1 | 499.9 | 3042.7 | 10ms | 1.9 | 31 | 100 | 198ms | 0.000 GiB |
GeForce RTX 3090 · 24 GiB450 Wdrv 590 | llama.cpp cuda-4f13cb7 (cuda) | baseline-pl-450w | chat | 1 | 499.2 | 2748.0 | 11ms | 1.6 | 31 | 100 | 195ms | 0.000 GiB |
GeForce RTX 5070 · 12 GiB250 Wdrv 595 | llama.cpp b9174 (vulkan) | baseline | rag | 1 | 475.8 | 26073.0 | 26ms | 1.9 | 752 | 101 | 222ms | 0.000 GiB |
GeForce RTX 3090 · 24 GiB200 Wdrv 590 | llama.cpp 59778f0 (cuda) | baseline | codegen | 1 | 465.3 | 3629.4 | 20ms | 2.1 | 65 | 633 | 1.37s | 0.000 GiB |
GeForce RTX 3090 · 24 GiB200 Wdrv 590 | llama.cpp 59778f0 (cuda) | baseline | chat | 1 | 459.9 | 2358.8 | 13ms | 2.1 | 31 | 100 | 206ms | 0.000 GiB |
GeForce RTX 3090 · 24 GiB200 Wdrv 590 | llama.cpp 59778f0 (cuda) | baseline | agent | 1 | 444.0 | 26652.1 | 23ms | 2.2 | 602 | 314 | 707ms | 0.000 GiB |
GeForce RTX 3090 · 24 GiB200 Wdrv 590 | llama.cpp 59778f0 (cuda) | baseline | rag | 1 | 423.6 | 23271.2 | 37ms | 2.1 | 752 | 98 | 246ms | 0.000 GiB |
GeForce RTX 5070 · 12 GiB250 Wdrv 595 | llama.cpp b9174 (vulkan) | baseline | agent | 4 | 220.3 | 2139.0 | 290ms | 3.9 | 602 | 435 | 1.98s | 0.000 GiB |
GeForce RTX 3090 · 24 GiB450 Wdrv 590 | llama.cpp cuda-4f13cb7 (cuda) | baseline-pl-450w | agent | 4 | 215.5 | 653.6 | 1.04s | 1.6 | 602 | 359 | 1.71s | 0.000 GiB |
GeForce RTX 3090 · 24 GiB350 Wdrv 590 | llama.cpp cuda-4f13cb7 (cuda) | baseline-pl-350w | agent | 4 | 213.6 | 649.2 | 1.03s | 1.7 | 602 | 359 | 1.66s | 0.000 GiB |
GeForce RTX 3090 · 24 GiB200 Wdrv 590 | llama.cpp 59778f0 (cuda) | baseline | agent | 4 | 200.4 | 2099.7 | 304ms | 4.2 | 602 | 362 | 1.72s | 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 1800/2100 MHz · mem 9501 MHz
temp43°C idle · 57°C peak
peak draw334 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 1800/2100 MHz · mem 9501 MHz
temp52°C idle · 69°C peak
peak draw421 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
GeForce RTX 5070 · 12 GiB
cpuAMD Ryzen 9 7900 12-Core Processor
gpuNVIDIA GeForce RTX 5070
archNVIDIA
vram11.94 GiB (system 30.4 GiB)
power250 W / 300 W max(83% cap)
backendllama.cpp b9174 (vulkan)
serverlemonade unknown
osCachyOS
kernel7.0.0-1-cachyos
driver595.58.03
python3.14.4
containerizedfalse
runs/cell5
warmups2
endpoint/v1/chat/completions
streamingtrue