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devstral-small-2-24b-instruct-2512

LM-STUDIO GGUF

mistral3 · 24B · IQ4_XS

Excellent

Sep 20, 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
81 vs 91
Hardware Fit
80 vs 89
Quality Score
81 vs 92

Hardware

devstral-small-2-2… gemma-4-31b-it-qat
MachineSystem manufacturerASUS
CPUAMD Ryzen 7 5800X 8-Core ProcessorAMD Ryzen 7 7800X3D 8-Core Processor
Cores1616
RAM31 GB31 GB
GPUNavi 44 [Radeon RX 9060 XT]NVIDIA GeForce RTX 4090, Raphael
OSUbuntu 26.04.1 LTScachyos rolling
Archx64x64
Power Modeperformancelow-power

Performance

devstral-small-2-2… gemma-4-31b-it-qat
Tokens/sec21.540.2
First chunk12 ms3 ms
TTFT212 ms302 ms
Load timeN/AN/A
Memory usage15.9 GB18.8 GB
Memory %51%62%

HW Fit Score Breakdown

devstral-small-2-24b-in…

Speed
35/50
TTFT
20/20
Memory
25/30

gemma-4-31b-it-qat

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

Quality

devstral-small-2-24b-in…

Reasoning
16/20
Coding
17/20
Instruction
17/20
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