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swift-1.5-iq2_xs

LM-STUDIO UNKNOWN
Excellent

Nov 14, 2026 · AMD Ryzen 5 5600X 6-Core Processor

gemma4:12b-mlx

OLLAMA GGUF
Excellent

Jul 4, 2026 · Apple M2 Pro

Global Score
96 vs 91
Hardware Fit
94 vs 96
Quality Score
97 vs 89

Hardware

swift-1.5-iq2_xs gemma4:12b-mlx
MachineGigabyte Technology Co., Ltd. B550M AORUS PROMacBook Pro
CPUAMD Ryzen 5 5600X 6-Core ProcessorApple M2 Pro
Cores1210
RAM47 GB16 GB
GPUAD106 [GeForce RTX 4060 Ti]Apple M2 Pro
OSArch LinuxmacOS 26.5
Archx64arm64
Power Modelow-powerbalanced

Performance

swift-1.5-iq2_xs gemma4:12b-mlx
Tokens/sec60.024.7
First chunk2 ms610 ms
TTFT2.6 s610 ms
Load timeN/A3.6 s
Memory usage0.9 GB7.1 GB
Memory %2%45%

HW Fit Score Breakdown

swift-1.5-iq2_xs

Speed
50/50
TTFT
14/20
Memory
30/30

gemma4:12b-mlx

Speed
50/50
TTFT
20/20
Memory
26/30

Quality

swift-1.5-iq2_xs

Reasoning
20/20
Coding
19/20
Instruction
19/20
Structured
15/15
Math
15/15
Multilingual
9/10
Reasoning: Strong Coding: Strong Instruction Following: Strong Structured Output: Strong Math: Strong Multilingual: Strong

gemma4:12b-mlx

Reasoning
16/20
Coding
19/20
Instruction
17/20
Structured
15/15
Math
12/15
Multilingual
10/10
Reasoning: Strong Coding: Strong Instruction Following: Strong Structured Output: Strong Math: Strong Multilingual: Strong
View swift-1.5-iq2_xs details | View gemma4:12b-mlx details

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$ npm install -g metrillm@latest
$ metrillm

Requires Node 20+ and Ollama or LM Studio running

Or run without installing: npx metrillm@latest