Back to leaderboard

swift-1.5-iq2_xs

LM-STUDIO UNKNOWN
Excellent

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

gemma4:e2b-mlx

OLLAMA GGUF
Not Rec.

Aug 26, 2026 · Apple M1 Pro

Global Score
96 vs 88
Hardware Fit
94 vs 79
Quality Score
97 vs 92

Hardware

swift-1.5-iq2_xs gemma4:e2b-mlx
MachineGigabyte Technology Co., Ltd. B550M AORUS PROMacBook Pro
CPUAMD Ryzen 5 5600X 6-Core ProcessorApple M1 Pro
Cores1210
RAM47 GB16 GB
GPUAD106 [GeForce RTX 4060 Ti]Apple M1 Pro
OSArch LinuxmacOS 26.6.2
Archx64arm64
Power Modelow-powerbalanced

Performance

swift-1.5-iq2_xs gemma4:e2b-mlx
Tokens/sec60.072.8
First chunk2 ms134 ms
TTFT2.6 s30.0 s
Load timeN/A2.6 s
Memory usage0.9 GB5.7 GB
Memory %2%36%

HW Fit Score Breakdown

swift-1.5-iq2_xs

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

gemma4:e2b-mlx

Speed
50/50
TTFT
0/20
Memory
29/30

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:e2b-mlx

Reasoning
19/20
Coding
18/20
Instruction
15/20
Structured
15/15
Math
15/15
Multilingual
10/10
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