gemma-4-31b-it-qat
LM-STUDIO GGUFgemma4 · 31B · Q4_K_XL
Jul 7, 2026 · AMD Ryzen 7 7800X3D 8-Core Processor
llama3.2:3b
OLLAMA GGUFllama · 3.2B · Q4_K_M
Jun 25, 2026 · Cortex-A78AE
Global Score
91 vs 74
Hardware Fit
89 vs 99
Quality Score
92 vs 63
Hardware
gemma-4-31b-it-qat llama3.2:3b
MachineASUSNVIDIA NVIDIA Jetson Orin Nano Engineering Reference Developer Kit Super
CPUAMD Ryzen 7 7800X3D 8-Core ProcessorCortex-A78AE
Cores166
RAM31 GB7 GB
GPUNVIDIA GeForce RTX 4090, RaphaelIntegrated / Unknown
OScachyos rollingUbuntu 22.04.5 LTS
Archx64arm64
Power Modelow-powerbalanced
Performance
gemma-4-31b-it-qat llama3.2:3b
Tokens/sec40.221.1
First chunk3 ms1032 ms
TTFT302 ms1.0 s
Load timeN/A8.4 s
Memory usage18.8 GB2.4 GB
Memory %62%32%
HW Fit Score Breakdown
gemma-4-31b-it-qat
Speed
50/50
TTFT
20/20
Memory
19/30
llama3.2:3b
Speed
50/50
TTFT
20/20
Memory
29/30
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
llama3.2:3b
Reasoning
10/20
Coding
14/20
Instruction
15/20
Structured
12/15
Math
3/15
Multilingual
9/10
Reasoning: Adequate Coding: Adequate Instruction Following: Strong Structured Output: Strong Math: Poor 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