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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-it-qat

OLLAMA GGUF

gemma4 · 11.9B · Q4_0

Excellent

Jun 25, 2026 · Apple M4 Pro

Global Score
96 vs 88
Hardware Fit
94 vs 86
Quality Score
97 vs 89

Hardware

swift-1.5-iq2_xs gemma4:12b-it-qat
MachineGigabyte Technology Co., Ltd. B550M AORUS PROMac mini
CPUAMD Ryzen 5 5600X 6-Core ProcessorApple M4 Pro
Cores1212
RAM47 GB24 GB
GPUAD106 [GeForce RTX 4060 Ti]Apple M4 Pro
OSArch LinuxmacOS 15.6.1
Archx64arm64
Power Modelow-powerbalanced

Performance

swift-1.5-iq2_xs gemma4:12b-it-qat
Tokens/sec60.030.0
First chunk2 ms686 ms
TTFT2.6 s7.1 s
Load timeN/A5.4 s
Memory usage0.9 GB7.1 GB
Memory %2%30%

HW Fit Score Breakdown

swift-1.5-iq2_xs

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

gemma4:12b-it-qat

Speed
50/50
TTFT
6/20
Memory
30/30

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-it-qat

Reasoning
18/20
Coding
18/20
Instruction
14/20
Structured
15/15
Math
14/15
Multilingual
10/10
Reasoning: Strong Coding: Strong Instruction Following: Adequate 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