gemma-4-31b-it-qat
LM-STUDIO GGUFgemma4 · 31B · Q4_K_XL
Jul 7, 2026 · AMD Ryzen 7 7800X3D 8-Core Processor
qwen2.5-coder-1.5b-instruct-mlx
LM-STUDIO MLXqwen2 · 1.5B · 8bit
Mar 4, 2026 · Apple M4
Global Score
91 vs 70
Hardware Fit
89 vs 100
Quality Score
92 vs 57
Hardware
gemma-4-31b-it-qat qwen2.5-coder-1.5b…
MachineASUSMacBook Air
CPUAMD Ryzen 7 7800X3D 8-Core ProcessorApple M4
Cores1610
RAM31 GB32 GB
GPUNVIDIA GeForce RTX 4090, RaphaelApple M4
OScachyos rollingmacOS 26.3
Archx64arm64
Power Modelow-powerbalanced
Performance
gemma-4-31b-it-qat qwen2.5-coder-1.5b…
Tokens/sec40.258.4
First chunk3 ms234 ms
TTFT302 ms234 ms
Load timeN/AN/A
Memory usage18.8 GB1.5 GB
Memory %62%5%
HW Fit Score Breakdown
gemma-4-31b-it-qat
Speed
50/50
TTFT
20/20
Memory
19/30
qwen2.5-coder-1.5b-inst…
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
qwen2.5-coder-1.5b-inst…
Reasoning
9/20
Coding
12/20
Instruction
13/20
Structured
12/15
Math
4/15
Multilingual
7/10
Reasoning: Weak Coding: Adequate Instruction Following: Adequate Structured Output: Strong Math: Poor Multilingual: Adequate
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