llama-3.1-8b-instruct
LM-STUDIO GGUFllama · 8B · Q8_0
Apr 26, 2026 · AMD Ryzen 5 5500
gemma-4-31b-it-qat
LM-STUDIO GGUFgemma4 · 31B · Q4_K_XL
Jul 7, 2026 · AMD Ryzen 7 7800X3D 8-Core Processor
Global Score
81 vs 91
Hardware Fit
100 vs 89
Quality Score
73 vs 92
Hardware
llama-3.1-8b-instr… gemma-4-31b-it-qat
MachineASUSASUS
CPUAMD Ryzen 5 5500AMD Ryzen 7 7800X3D 8-Core Processor
Cores1216
RAM31 GB31 GB
GPUNavi 44 [Radeon RX 9060 XT]NVIDIA GeForce RTX 4090, Raphael
OSNobara Linux 43cachyos rolling
Archx64x64
Power Modeperformancelow-power
Performance
llama-3.1-8b-instr… gemma-4-31b-it-qat
Tokens/sec35.640.2
First chunk52 ms3 ms
TTFT256 ms302 ms
Load timeN/AN/A
Memory usage8.6 GB18.8 GB
Memory %28%62%
HW Fit Score Breakdown
llama-3.1-8b-instruct
Speed
50/50
TTFT
20/20
Memory
30/30
gemma-4-31b-it-qat
Speed
50/50
TTFT
20/20
Memory
19/30
Quality
llama-3.1-8b-instruct
Reasoning
13/20
Coding
17/20
Instruction
13/20
Structured
15/15
Math
5/15
Multilingual
10/10
Reasoning: Adequate Coding: Strong Instruction Following: Adequate 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$
metrillmRequires Node 20+ and Ollama or LM Studio running
Or run without installing: npx metrillm@latest