Back to leaderboard

huihui-devstral-small-2-24b-instruct-2512-abliterated-i1

LM-STUDIO GGUF

mistral3 · 24B · Q4_K_S

Good

Sep 19, 2026 · AMD Ryzen 7 5800X 8-Core Processor

gemma-4-31b-it-qat

LM-STUDIO GGUF

gemma4 · 31B · Q4_K_XL

Excellent

Jul 7, 2026 · AMD Ryzen 7 7800X3D 8-Core Processor

Global Score
78 vs 91
Hardware Fit
74 vs 89
Quality Score
79 vs 92

Hardware

huihui-devstral-sm… gemma-4-31b-it-qat
MachineSystem manufacturerASUS
CPUAMD Ryzen 7 5800X 8-Core ProcessorAMD Ryzen 7 7800X3D 8-Core Processor
Cores1616
RAM32 GB31 GB
GPUAMD Radeon RX 9060 XTNVIDIA GeForce RTX 4090, Raphael
OSMicrosoft Windows 11 Home 10.0.26200cachyos rolling
Archx64x64
Power Modebalancedlow-power

Performance

huihui-devstral-sm… gemma-4-31b-it-qat
Tokens/sec17.540.2
First chunk20 ms3 ms
TTFT279 ms302 ms
Load timeN/AN/A
Memory usage15.6 GB18.8 GB
Memory %49%62%

HW Fit Score Breakdown

huihui-devstral-small-2…

Speed
29/50
TTFT
20/20
Memory
25/30

gemma-4-31b-it-qat

Speed
50/50
TTFT
20/20
Memory
19/30

Quality

huihui-devstral-small-2…

Reasoning
16/20
Coding
17/20
Instruction
15/20
Structured
14/15
Math
7/15
Multilingual
10/10
Reasoning: Strong Coding: Strong Instruction Following: Strong Structured Output: Strong Math: Weak Multilingual: Strong

gemma-4-31b-it-qat

Reasoning
19/20
Coding
18/20
Instruction
17/20
Structured
15/15
Math
14/15
Multilingual
9/10
Reasoning: Strong Coding: Strong Instruction Following: Strong Structured Output: Strong Math: Strong Multilingual: Strong

Run yours and compare

$ npm install -g metrillm@latest
$ metrillm

Requires Node 20+ and Ollama or LM Studio running

Or run without installing: npx metrillm@latest