gemma-4-31b-it-qat
LM-STUDIO GGUFgemma4 · 31B · Q4_K_XL
Jul 7, 2026 · AMD Ryzen 7 7800X3D 8-Core Processor
gemma3n:latest
OLLAMA GGUFgemma3n · 6.9B · Q4_K_M
Mar 6, 2026 · AMD EPYC 9654P 96-Core Processor
Global Score
91 vs 81
Hardware Fit
89 vs 100
Quality Score
92 vs 73
Hardware
gemma-4-31b-it-qat gemma3n:latest
MachineASUSSupermicro AS -2015HS-TNR
CPUAMD Ryzen 7 7800X3D 8-Core ProcessorAMD EPYC 9654P 96-Core Processor
Cores1664
RAM31 GB128 GB
GPUNVIDIA GeForce RTX 4090, RaphaelGH100 [H100L 94GB], ASPEED Graphics Family, GH100 [H100L 94GB]
OScachyos rollingUbuntu 24.04.3 LTS
Archx64x64
Power Modelow-powerperformance
Performance
gemma-4-31b-it-qat gemma3n:latest
Tokens/sec40.2108.7
First chunk3 ms333 ms
TTFT302 ms333 ms
Load timeN/A4.5 s
Memory usage18.8 GB8.6 GB
Memory %62%7%
HW Fit Score Breakdown
gemma-4-31b-it-qat
Speed
50/50
TTFT
20/20
Memory
19/30
gemma3n:latest
Speed
50/50
TTFT
20/20
Memory
30/30
Quality
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
gemma3n:latest
Reasoning
14/20
Coding
14/20
Instruction
14/20
Structured
14/15
Math
7/15
Multilingual
10/10
Reasoning: Adequate Coding: Adequate Instruction Following: Adequate Structured Output: Strong Math: Weak 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