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phi:2.7b

OLLAMA GGUF

phi2 · 3B · Q4_0

Marginal

Mar 2, 2026 · Apple M4

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
59 vs 91
Hardware Fit
100 vs 89
Quality Score
41 vs 92

Hardware

phi:2.7b gemma-4-31b-it-qat
MachineMacBook AirASUS
CPUApple M4AMD Ryzen 7 7800X3D 8-Core Processor
Cores1016
RAM32 GB31 GB
GPUApple M4NVIDIA GeForce RTX 4090, Raphael
OSmacOS 26.3cachyos rolling
Archarm64x64
Power Modebalancedlow-power

Performance

phi:2.7b gemma-4-31b-it-qat
Tokens/sec56.640.2
First chunkN/A3 ms
TTFT110 ms302 ms
Load time0.4 sN/A
Memory usage2.2 GB18.8 GB
Memory %7%62%

HW Fit Score Breakdown

phi:2.7b

Speed
40/50
TTFT
30/20
Memory
30/30

gemma-4-31b-it-qat

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

Quality

phi:2.7b

Reasoning
7/20
Coding
4/20
Instruction
9/20
Structured
11/15
Math
8/15
Multilingual
2/10
Reasoning: Weak Coding: Poor Instruction Following: Weak Structured Output: Adequate Math: Adequate Multilingual: Poor

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